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Posted to commits@beam.apache.org by gi...@apache.org on 2022/11/03 16:16:00 UTC
[beam] branch asf-site updated: Publishing website 2022/11/03 16:15:52 at commit 85b6b64
This is an automated email from the ASF dual-hosted git repository.
git-site-role pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/beam.git
The following commit(s) were added to refs/heads/asf-site by this push:
new 5c5338b588c Publishing website 2022/11/03 16:15:52 at commit 85b6b64
5c5338b588c is described below
commit 5c5338b588cdb873bb09844eb57b9d139fcc1e8b
Author: jenkins <bu...@apache.org>
AuthorDate: Thu Nov 3 16:15:52 2022 +0000
Publishing website 2022/11/03 16:15:52 at commit 85b6b64
---
.../documentation/basics/index.html | 2 +-
.../documentation/glossary/index.html | 2 +-
website/generated-content/documentation/index.html | 2 +-
.../io/built-in/google-bigquery/index.html | 2 +-
.../documentation/io/built-in/hadoop/index.html | 2 +-
.../documentation/io/built-in/hcatalog/index.html | 2 +-
.../documentation/io/built-in/index.html | 2 +-
.../documentation/io/built-in/parquet/index.html | 2 +-
.../documentation/io/built-in/snowflake/index.html | 2 +-
.../documentation/io/connectors/index.html | 2 +-
.../documentation/io/developing-io-java/index.html | 2 +-
.../io/developing-io-overview/index.html | 2 +-
.../io/developing-io-python/index.html | 2 +-
.../documentation/io/testing/index.html | 2 +-
.../documentation/ml/anomaly-detection/index.html | 2 +-
.../documentation/ml/data-processing/index.html | 2 +-
.../ml/multi-model-pipelines/index.html | 2 +-
.../documentation/ml/online-clustering/index.html | 2 +-
.../documentation/ml/orchestration/index.html | 340 +++++++++++++++++++++
.../documentation/ml/overview/index.html | 2 +-
.../ml/runinference-metrics/index.html | 2 +-
.../documentation/patterns/ai-platform/index.html | 2 +-
.../documentation/patterns/bigqueryio/index.html | 2 +-
.../documentation/patterns/bqml/index.html | 2 +-
.../documentation/patterns/custom-io/index.html | 2 +-
.../patterns/custom-windows/index.html | 2 +-
.../patterns/file-processing/index.html | 2 +-
.../index.html | 2 +-
.../documentation/patterns/overview/index.html | 2 +-
.../patterns/pipeline-options/index.html | 2 +-
.../documentation/patterns/schema/index.html | 2 +-
.../documentation/patterns/side-inputs/index.html | 2 +-
.../pipelines/create-your-pipeline/index.html | 2 +-
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.../pipelines/test-your-pipeline/index.html | 2 +-
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.../java/aggregation/groupbykey/index.html | 2 +-
.../java/aggregation/groupintobatches/index.html | 2 +-
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.../transforms/java/aggregation/latest/index.html | 2 +-
.../transforms/java/aggregation/max/index.html | 2 +-
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.../transforms/java/aggregation/sample/index.html | 2 +-
.../transforms/java/aggregation/sum/index.html | 2 +-
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.../transforms/java/elementwise/filter/index.html | 2 +-
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.../transforms/java/elementwise/keys/index.html | 2 +-
.../transforms/java/elementwise/kvswap/index.html | 2 +-
.../java/elementwise/mapelements/index.html | 2 +-
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.../java/elementwise/withtimestamps/index.html | 2 +-
.../transforms/java/other/create/index.html | 2 +-
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.../transforms/java/other/passert/index.html | 2 +-
.../transforms/java/other/view/index.html | 2 +-
.../transforms/java/other/window/index.html | 2 +-
.../transforms/java/overview/index.html | 2 +-
.../aggregation/approximatequantiles/index.html | 2 +-
.../aggregation/approximateunique/index.html | 2 +-
.../python/aggregation/cogroupbykey/index.html | 2 +-
.../python/aggregation/combineglobally/index.html | 2 +-
.../python/aggregation/combineperkey/index.html | 2 +-
.../python/aggregation/combinevalues/index.html | 2 +-
.../aggregation/combinewithcontext/index.html | 2 +-
.../transforms/python/aggregation/count/index.html | 2 +-
.../python/aggregation/distinct/index.html | 2 +-
.../python/aggregation/groupby/index.html | 2 +-
.../python/aggregation/groupbykey/index.html | 2 +-
.../python/aggregation/groupintobatches/index.html | 2 +-
.../python/aggregation/latest/index.html | 2 +-
.../transforms/python/aggregation/max/index.html | 2 +-
.../transforms/python/aggregation/mean/index.html | 2 +-
.../transforms/python/aggregation/min/index.html | 2 +-
.../python/aggregation/sample/index.html | 2 +-
.../transforms/python/aggregation/sum/index.html | 2 +-
.../transforms/python/aggregation/top/index.html | 2 +-
.../python/elementwise/filter/index.html | 2 +-
.../python/elementwise/flatmap/index.html | 2 +-
.../transforms/python/elementwise/keys/index.html | 2 +-
.../python/elementwise/kvswap/index.html | 2 +-
.../transforms/python/elementwise/map/index.html | 2 +-
.../transforms/python/elementwise/pardo/index.html | 2 +-
.../python/elementwise/partition/index.html | 2 +-
.../transforms/python/elementwise/regex/index.html | 2 +-
.../transforms/python/elementwise/reify/index.html | 2 +-
.../python/elementwise/runinference/index.html | 2 +-
.../python/elementwise/tostring/index.html | 2 +-
.../python/elementwise/values/index.html | 2 +-
.../python/elementwise/withkeys/index.html | 2 +-
.../python/elementwise/withtimestamps/index.html | 2 +-
.../transforms/python/other/create/index.html | 2 +-
.../transforms/python/other/flatten/index.html | 2 +-
.../transforms/python/other/passert/index.html | 2 +-
.../transforms/python/other/reshuffle/index.html | 2 +-
.../transforms/python/other/view/index.html | 2 +-
.../transforms/python/other/windowinto/index.html | 2 +-
.../transforms/python/overview/index.html | 2 +-
.../images/orchestrated-beam-pipeline.svg | 35 +++
.../images/standalone-beam-pipeline.svg | 35 +++
website/generated-content/sitemap.xml | 2 +-
120 files changed, 527 insertions(+), 117 deletions(-)
diff --git a/website/generated-content/documentation/basics/index.html b/website/generated-content/documentation/basics/index.html
index 224e0c7d2d4..df7bf47d561 100644
--- a/website/generated-content/documentation/basics/index.html
+++ b/website/generated-content/documentation/basics/index.html
@@ -19,7 +19,7 @@
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function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
data-parallel processing pipelines. To get started with Beam, you’ll need to
understand an important set of core concepts:</p><ul><li><a href=#pipeline><em>Pipeline</em></a> - A pipeline is a user-constructed graph of
transformations that defines the desired data processing operations.</li><li><a href=#pcollection><em>PCollection</em></a> - A <code>PCollection</code> is a data set or data
diff --git a/website/generated-content/documentation/glossary/index.html b/website/generated-content/documentation/glossary/index.html
index a2f7096a31b..aa50505ed28 100644
--- a/website/generated-content/documentation/glossary/index.html
+++ b/website/generated-content/documentation/glossary/index.html
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function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
\ No newline at end of file
diff --git a/website/generated-content/documentation/index.html b/website/generated-content/documentation/index.html
index ac97d36a311..c765ad97e0a 100644
--- a/website/generated-content/documentation/index.html
+++ b/website/generated-content/documentation/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
the Beam programming model, SDKs, and runners.</p><h2 id=concepts>Concepts</h2><p>Learn about the Beam Programming Model and the concepts common to all Beam SDKs
and Runners.</p><ul><li>Start with the <a href=/documentation/basics/>Basics of the Beam model</a> for
introductory conceptual information.</li><li>Read the <a href=/documentation/programming-guide/>Programming Guide</a>, which
diff --git a/website/generated-content/documentation/io/built-in/google-bigquery/index.html b/website/generated-content/documentation/io/built-in/google-bigquery/index.html
index 2176edeff5e..f2c884a57f7 100644
--- a/website/generated-content/documentation/io/built-in/google-bigquery/index.html
+++ b/website/generated-content/documentation/io/built-in/google-bigquery/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
to <a href=https://cloud.google.com/bigquery>Google BigQuery</a> tables.</p><h2 id=before-you-start>Before you start</h2><p class=language-java>To use BigQueryIO, add the Maven artifact dependency to your <code>pom.xml</code> file.</p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code cl [...]
<span class=o><</span><span class=n>groupId</span><span class=o>></span><span class=n>org</span><span class=o>.</span><span class=na>apache</span><span class=o>.</span><span class=na>beam</span><span class=o></</span><span class=n>groupId</span><span class=o>></span>
<span class=o><</span><span class=n>artifactId</span><span class=o>></span><span class=n>beam</span><span class=o>-</span><span class=n>sdks</span><span class=o>-</span><span class=n>java</span><span class=o>-</span><span class=n>io</span><span class=o>-</span><span class=n>google</span><span class=o>-</span><span class=n>cloud</span><span class=o>-</span><span class=n>platform</span><span class=o></</span><span class=n>artifactId</span><span class=o>></span>
diff --git a/website/generated-content/documentation/io/built-in/hadoop/index.html b/website/generated-content/documentation/io/built-in/hadoop/index.html
index 3123ff43a8b..4d2090d0111 100644
--- a/website/generated-content/documentation/io/built-in/hadoop/index.html
+++ b/website/generated-content/documentation/io/built-in/hadoop/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=c1>// Set Hadoop InputFormat, key and value class in configuration
</span><span class=c1></span><span class=n>myHadoopConfiguration</span><span class=o>.</span><span class=na>setClass</span><span class=o>(</span><span class=s>"mapreduce.job.inputformat.class"</span><span class=o>,</span> <span class=n>InputFormatClass</span><span class=o>,</span>
<span class=n>InputFormat</span><span class=o>.</span><span class=na>class</span><span class=o>);</span>
diff --git a/website/generated-content/documentation/io/built-in/hcatalog/index.html b/website/generated-content/documentation/io/built-in/hcatalog/index.html
index c12535c5242..dfeb19a29e2 100644
--- a/website/generated-content/documentation/io/built-in/hcatalog/index.html
+++ b/website/generated-content/documentation/io/built-in/hcatalog/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=n>configProperties</span><span class=o>.</span><span class=na>put</span><span class=o>(</span><span class=s>"hive.metastore.uris"</span><span class=o>,</span><span class=s>"thrift://metastore-host:port"</span><span class=o>);</span>
<span class=n>pipeline</span>
<span class=o>.</span><span class=na>apply</span><span class=o>(</span><span class=n>HCatalogIO</span><span class=o>.</span><span class=na>read</span><span class=o>()</span>
diff --git a/website/generated-content/documentation/io/built-in/index.html b/website/generated-content/documentation/io/built-in/index.html
index 54b5e21e138..fafbed79e69 100644
--- a/website/generated-content/documentation/io/built-in/index.html
+++ b/website/generated-content/documentation/io/built-in/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=language-py>pydoc</span>
<span class=language-go>Godoc</span></th></tr><tr class=language-java><td>FileIO</td><td>General-purpose transforms for working with files: listing files (matching), reading and writing.</td><td style=word-break:break-all><div><a target=_blank href=https://beam.apache.org/releases/javadoc/current/org/apache/beam/sdk/io/FileIO.html>org.apache.beam.sdk.io.FileIO</a></div></td></tr><tr class=language-py><td>FileIO</td><td>General-purpose transforms for working with files: listing files (mat [...]
<a href=/documentation/io/built-in/parquet/>(guide)</a></td><td>IO for reading from and writing to <a href=https://parquet.apache.org/>Parquet</a> files.</td><td style=word-break:break-all><div><a target=_blank href=https://beam.apache.org/releases/javadoc/current/org/apache/beam/sdk/io/parquet/ParquetIO.html>org.apache.beam.sdk.io.parquet.ParquetIO</a></div></td></tr><tr class=language-py><td>ParquetIO
diff --git a/website/generated-content/documentation/io/built-in/parquet/index.html b/website/generated-content/documentation/io/built-in/parquet/index.html
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function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
to <a href=https://parquet.apache.org>Apache Parquet</a> files.</p><h2 id=before-you-start>Before you start</h2><p class=language-java>To use ParquetIO, add the Maven artifact dependency to your <code>pom.xml</code> file.</p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=langua [...]
<span class=o><</span><span class=n>groupId</span><span class=o>></span><span class=n>org</span><span class=o>.</span><span class=na>apache</span><span class=o>.</span><span class=na>beam</span><span class=o></</span><span class=n>groupId</span><span class=o>></span>
<span class=o><</span><span class=n>artifactId</span><span class=o>></span><span class=n>beam</span><span class=o>-</span><span class=n>sdks</span><span class=o>-</span><span class=n>java</span><span class=o>-</span><span class=n>io</span><span class=o>-</span><span class=n>parquet</span><span class=o></</span><span class=n>artifactId</span><span class=o>></span>
diff --git a/website/generated-content/documentation/io/built-in/snowflake/index.html b/website/generated-content/documentation/io/built-in/snowflake/index.html
index c12a84f1889..f6652a89a8e 100644
--- a/website/generated-content/documentation/io/built-in/snowflake/index.html
+++ b/website/generated-content/documentation/io/built-in/snowflake/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<groupId>org.apache.beam</groupId>
<artifactId>beam-sdks-java-io-snowflake</artifactId>
<version>2.42.0</version>
diff --git a/website/generated-content/documentation/io/connectors/index.html b/website/generated-content/documentation/io/connectors/index.html
index 247c040b1bb..fb5dc4674a8 100644
--- a/website/generated-content/documentation/io/connectors/index.html
+++ b/website/generated-content/documentation/io/connectors/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=https://beam.apache.org/releases/javadoc/current/org/apache/beam/sdk/io/FileIO.html>native</a></td><td class=present>✔
<a href=https://beam.apache.org/releases/pydoc/current/apache_beam.io.fileio.html>native</a></td><td>Not available</td><td class=present>✔</td><td class=present>✔</td></tr><tr><td>AvroIO</td><td class=present>✔</td><td class=present>✔</td><td class=present>✔
<a href=https://beam.apache.org/releases/javadoc/current/org/apache/beam/sdk/io/AvroIO.html>native</a></td><td class=present>✔
diff --git a/website/generated-content/documentation/io/developing-io-java/index.html b/website/generated-content/documentation/io/developing-io-java/index.html
index 3ab0b341749..73ac69b0670 100644
--- a/website/generated-content/documentation/io/developing-io-java/index.html
+++ b/website/generated-content/documentation/io/developing-io-java/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=/documentation/io/developing-io-overview/>new I/O connector overview</a>.</p><p>To connect to a data store that isn’t supported by Beam’s existing I/O
connectors, you must create a custom I/O connector that usually consist of a
source and a sink. All Beam sources and sinks are composite transforms; however,
diff --git a/website/generated-content/documentation/io/developing-io-overview/index.html b/website/generated-content/documentation/io/developing-io-overview/index.html
index dc15655b04b..babcd89fab1 100644
--- a/website/generated-content/documentation/io/developing-io-overview/index.html
+++ b/website/generated-content/documentation/io/developing-io-overview/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
the <a href=/documentation/io/built-in/>Built-in I/O connectors</a></em></p><p>To connect to a data store that isn’t supported by Beam’s existing I/O
connectors, you must create a custom I/O connector. A connector usually consists
of a source and a sink. All Beam sources and sinks are composite transforms;
diff --git a/website/generated-content/documentation/io/developing-io-python/index.html b/website/generated-content/documentation/io/developing-io-python/index.html
index 4e33aab9111..43047a16351 100644
--- a/website/generated-content/documentation/io/developing-io-python/index.html
+++ b/website/generated-content/documentation/io/developing-io-python/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
the <a href=/documentation/io/developing-io-overview/>new I/O connector overview</a>.</p><p>To connect to a data store that isn’t supported by Beam’s existing I/O
connectors, you must create a custom I/O connector that usually consist of a
source and a sink. All Beam sources and sinks are composite transforms; however,
diff --git a/website/generated-content/documentation/io/testing/index.html b/website/generated-content/documentation/io/testing/index.html
index d49350cac81..6678ec70bb2 100644
--- a/website/generated-content/documentation/io/testing/index.html
+++ b/website/generated-content/documentation/io/testing/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
</code></pre><p>Example usage on HDFS filesystem and Direct runner:</p><p>NOTE: Below setup will only work when /etc/hosts file contains entries with hadoop namenode and hadoop datanodes external IPs. Please see explanation in: <a href=https://github.com/apache/beam/blob/master/.test-infra/kubernetes/hadoop/SmallITCluster/hdfs-single-datanode-cluster.yml>Small Cluster config file</a> and <a href=https://github.com/apache/beam/blob/master/.test-infra/kubernetes/hadoop/LargeITCluster/hdfs- [...]
./gradlew integrationTest -p sdks/java/io/file-based-io-tests -DintegrationTestPipelineOptions='["--numberOfRecords=1000", "--filenamePrefix=hdfs://HDFS_NAMENODE:9000/XMLIOIT", "--hdfsConfiguration=[{\"fs.defaultFS\":\"hdfs://HDFS_NAMENODE:9000\",\"dfs.replication\":1,\"dfs.client.use.datanode.hostname\":\"true\" }]" ]' -DintegrationTestRunner=direct -Dfilesystem=hdfs --tests org.apache.beam.sdk.io.xml.XmlIOIT
diff --git a/website/generated-content/documentation/ml/anomaly-detection/index.html b/website/generated-content/documentation/ml/anomaly-detection/index.html
index fc6d5c939cd..7f1e411e8be 100644
--- a/website/generated-content/documentation/ml/anomaly-detection/index.html
+++ b/website/generated-content/documentation/ml/anomaly-detection/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
├── pipeline/
│ ├── __init__.py
│ ├── options.py
diff --git a/website/generated-content/documentation/ml/data-processing/index.html b/website/generated-content/documentation/ml/data-processing/index.html
index 79ad13d8855..b9bf6a209b1 100644
--- a/website/generated-content/documentation/ml/data-processing/index.html
+++ b/website/generated-content/documentation/ml/data-processing/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
from apache_beam.runners.interactive.interactive_runner import InteractiveRunner
import apache_beam.runners.interactive.interactive_beam as ib
diff --git a/website/generated-content/documentation/ml/multi-model-pipelines/index.html b/website/generated-content/documentation/ml/multi-model-pipelines/index.html
index 85816f1873f..af8492bc6ee 100644
--- a/website/generated-content/documentation/ml/multi-model-pipelines/index.html
+++ b/website/generated-content/documentation/ml/multi-model-pipelines/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
and transform some input data, run it through a model, and then pass the outcome of your first model
into a second model. This page explains how multi-model pipelines work and gives an overview of what
you need to know to build one.</p><p>Before reading this section, it is recommended that you become familiar with the information in
diff --git a/website/generated-content/documentation/ml/online-clustering/index.html b/website/generated-content/documentation/ml/online-clustering/index.html
index 252d15dc4b7..be12d6c37b9 100644
--- a/website/generated-content/documentation/ml/online-clustering/index.html
+++ b/website/generated-content/documentation/ml/online-clustering/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
├── pipeline/
│ ├── __init__.py
│ ├── options.py
diff --git a/website/generated-content/documentation/ml/orchestration/index.html b/website/generated-content/documentation/ml/orchestration/index.html
new file mode 100644
index 00000000000..ebebe157aea
--- /dev/null
+++ b/website/generated-content/documentation/ml/orchestration/index.html
@@ -0,0 +1,340 @@
+<!doctype html><html lang=en class=no-js><head><meta charset=utf-8><meta http-equiv=x-ua-compatible content="IE=edge"><meta name=viewport content="width=device-width,initial-scale=1"><title>Orchestration</title><meta name=description content="Apache Beam is an open source, unified model and set of language-specific SDKs for defining and executing data processing workflows, and also data ingestion and integration flows, supporting Enterprise Integration Patterns (EIPs) and Domain Specific [...]
+<a class=navbar-link href=/get-started/>Get Started</a>
+<a class=navbar-link href=/documentation/>Documentation</a>
+<button type=button class="navbar-toggle menu-open" aria-expanded=false aria-controls=navbar onclick=openMenu()>
+<span class=sr-only>Toggle navigation</span>
+<span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button></div><div class="navbar-mask closed"></div><div id=navbar class="navbar-container closed"><button type=button class=navbar-toggle aria-expanded=false aria-controls=navbar id=closeMenu>
+<span class=sr-only>Toggle navigation</span>
+<span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button><ul class="nav navbar-nav"><li><div class=searchBar-mobile><script>(function(){var cx='012923275103528129024:4emlchv9wzi';var gcse=document.createElement('script');gcse.type='text/javascript';gcse.async=true;gcse.src='https://cse.google.com/cse.js?cx='+cx;var s=document.getElementsByTagName('script')[0];s.parentNode.insertBefore(gcse,s);})();</script><gcse:search></gcse:search></div></li><li><a c [...]
+ Apache
+<span class=arrow-icon><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" fill="none" viewBox="0 0 20 20"><circle cx="10" cy="10" r="10" fill="#ff6d00"/><path stroke="#fff" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M8.535 5.28l4.573 4.818-4.573 4.403"/></svg></span></a><ul class="dropdown-menu dropdown-menu-right"><li><a target=_blank href=https://www.apache.org/>ASF Homepage</a></li><li><a target=_blank href=https://www.apache.org/licenses/>License</ [...]
+<a class=navbar-link href=/get-started/>Get Started</a><li class="dropdown navbar-dropdown navbar-dropdown-documentation"><a href=# class="dropdown-toggle navbar-link" role=button aria-haspopup=true aria-expanded=false>Documentation
+<span><svg xmlns="http://www.w3.org/2000/svg" width="12" height="11" fill="none" viewBox="0 0 12 11"><path stroke="#ff6d00" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M10.666 4.535 5.847 9.108 1.444 4.535"/></svg></span></a><ul class=dropdown-menu><li><a class=navbar-dropdown-menu-link href=/documentation/>General</a></li><li><a class=navbar-dropdown-menu-link href=/documentation/sdks/java/>Languages</a></li><li><a class=navbar-dropdown-menu-link href=/documentati [...]
+<a class=navbar-link href=/community/>Community</a>
+<a class=navbar-link href=/contribute/>Contribute</a>
+<a class=navbar-link href=/blog/>Blog</a>
+<a class=navbar-link href=/case-studies/>Case Studies</a></div><div id=iconsBar><a type=button onclick=showSearch()><svg xmlns="http://www.w3.org/2000/svg" width="25" height="24" fill="none" viewBox="0 0 25 24"><path stroke="#ff6d00" stroke-linecap="round" stroke-linejoin="round" stroke-width="2.75" d="M10.191 17c3.866.0 7-3.134 7-7s-3.134-7-7-7-7 3.134-7 7 3.134 7 7 7zM21.191 21l-6-6"/></svg></a><a target=_blank href=https://github.com/apache/beam/edit/master/website/www/site/content/en [...]
+ Apache
+<span class=arrow-icon><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" fill="none" viewBox="0 0 20 20"><circle cx="10" cy="10" r="10" fill="#ff6d00"/><path stroke="#fff" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M8.535 5.28l4.573 4.818-4.573 4.403"/></svg></span></a><ul class=dropdown-menu><li><a class=navbar-dropdown-menu-link target=_blank href=https://www.apache.org/>ASF Homepage</a></li><li><a class=navbar-dropdown-menu-link target=_blank href= [...]
+function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
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+function blockScroll(){$("body").toggleClass("fixedPosition");}
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+Without this knowledge at your disposal, it will become increasingly difficult to troubleshoot, monitor and improve your ML solutions as they grow in size.</li></ul><p>The solution: MLOps. MLOps is an umbrella term used to describe best practices and guiding principles that aim to make the development and maintenance of machine learning systems seamless and efficient. Simply put, MLOps is most often about automating machine learning workflows throughout the model and data lifecycle. Popu [...]
+ ├── pipeline.py
+ ├── components
+ │ ├── ingestion
+ │ │ ├── Dockerfile
+ │ │ ├── component.yaml
+ │ │ ├── requirements.txt
+ │ │ └── src
+ │ │ └── ingest.py
+ │ ├── preprocessing
+ │ │ ├── Dockerfile
+ │ │ ├── component.yaml
+ │ │ ├── requirements.txt
+ │ │ └── src
+ │ │ └── preprocess.py
+ │ └── train
+ │ ├── Dockerfile
+ │ ├── component.yaml
+ │ ├── requirements.txt
+ │ └── src
+ │ └── train.py
+ └── requirements.txt
+</code></pre><p>Let’s start with the component specifications. The full preprocessing component specification is illustrated below. The inputs are the path where the ingested dataset was saved by the ingest component and a path to a directory where the component can store artifacts. Additionally, there are some inputs that specify how and where the Beam pipeline should run. The specifications for the ingestion and train component are similar and can be found <a href=https://github.com/ap [...]
+description: Component that mimicks scraping data from the web and outputs it to a jsonlines format file
+inputs:
+ - name: ingested_dataset_path
+ description: source uri of the data to scrape
+ type: String
+ - name: base_artifact_path
+ description: base path to store data
+ type: String
+ - name: gcp_project_id
+ description: ID for the google cloud project to deploy the pipeline to.
+ type: String
+ - name: region
+ description: Region in which to deploy the Dataflow pipeline.
+ type: String
+ - name: dataflow_staging_root
+ description: Path to staging directory for the dataflow runner.
+ type: String
+ - name: beam_runner
+ description: Beam runner, DataflowRunner or DirectRunner.
+ type: String
+outputs:
+ - name: preprocessed_dataset_path
+ description: target uri for the ingested dataset
+ type: String
+implementation:
+ container:
+ image: <your-docker-registry/preprocessing-image-name:latest>
+ command: [
+ python3,
+ preprocess.py,
+ --ingested-dataset-path,
+ {inputValue: ingested_dataset_path},
+ --base-artifact-path,
+ {inputValue: base_artifact_path},
+ --preprocessed-dataset-path,
+ {outputPath: preprocessed_dataset_path},
+ --gcp-project-id,
+ {inputValue: gcp_project_id},
+ --region,
+ {inputValue: region},
+ --dataflow-staging-root,
+ {inputValue: dataflow_staging_root},
+ --beam-runner,
+ {inputValue: beam_runner},
+ ]</code></pre></div></div><p>In this case, each component shares an identical Dockerfile but extra component-specific dependencies could be added where necessary.</p><div class="language-Dockerfile snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bottom title="View source code" href=https://github.com/apache/beam/blob/master/sdks/python/apache_beam/examples/ml-orchestration/kfp/components/preprocessing/Dockerfile>< [...]
+<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-Dockerfile data-lang=Dockerfile><span class=k>FROM</span><span class=s> python:3.9-slim</span><span class=err>
+</span><span class=err>
+</span><span class=err></span><span class=c># (Optional) install extra dependencies</span><span class=err>
+</span><span class=err>
+</span><span class=err></span><span class=c># install pypi dependencies</span><span class=err>
+</span><span class=err></span><span class=k>COPY</span> requirements.txt /<span class=err>
+</span><span class=err></span><span class=k>RUN</span> python3 -m pip install --no-cache-dir -r requirements.txt<span class=err>
+</span><span class=err>
+</span><span class=err></span><span class=c># copy src files and set working directory</span><span class=err>
+</span><span class=err></span><span class=k>COPY</span> src /src<span class=err>
+</span><span class=err></span><span class=k>WORKDIR</span><span class=s> /src</span></code></pre></div></div></div><p>With the component specification and containerization out of the way we can look at the actual implementation of the preprocessing component.</p><p>Since KFP provides the input and output arguments as command-line arguments, an <code>argumentparser</code> is needed.</p><div class=snippet><div class="notebook-skip code-snippet without_switcher"><a class=copy type=button da [...]
+ """Parse preprocessing arguments."""
+ parser = argparse.ArgumentParser()
+ parser.add_argument(
+ "--ingested-dataset-path",
+ type=str,
+ help="Path to the ingested dataset",
+ required=True)
+ parser.add_argument(
+ "--preprocessed-dataset-path",
+ type=str,
+ help="The target directory for the ingested dataset.",
+ required=True)
+ parser.add_argument(
+ "--base-artifact-path",
+ type=str,
+ help="Base path to store pipeline artifacts.",
+ required=True)
+ parser.add_argument(
+ "--gcp-project-id",
+ type=str,
+ help="ID for the google cloud project to deploy the pipeline to.",
+ required=True)
+ parser.add_argument(
+ "--region",
+ type=str,
+ help="Region in which to deploy the pipeline.",
+ required=True)
+ parser.add_argument(
+ "--dataflow-staging-root",
+ type=str,
+ help="Path to staging directory for dataflow.",
+ required=True)
+ parser.add_argument(
+ "--beam-runner",
+ type=str,
+ help="Beam runner: DataflowRunner or DirectRunner.",
+ default="DirectRunner")
+
+ return parser.parse_args()</code></pre></div></div><p>The implementation of the <code>preprocess_dataset</code> function contains the Beam pipeline code and the Beam pipeline options to select the desired runner. The executed preprocessing involves downloading the image bytes from their url, converting them to a Torch Tensor and resizing to the desired size. The caption undergoes a series of string manipulations to ensure that our model receives clean uniform image descriptions (Tokeni [...]
+# workflow rely on global context (e.g., a module imported at module level).
+pipeline_options = PipelineOptions(
+ runner=beam_runner,
+ project=gcp_project_id,
+ job_name=f'preprocessing-{int(time.time())}',
+ temp_location=dataflow_staging_root,
+ region=region,
+ requirements_file="/requirements.txt",
+ save_main_session=True,
+)
+
+with beam.Pipeline(options=pipeline_options) as pipeline:
+ (
+ pipeline
+ | "Read input jsonlines file" >>
+ beam.io.ReadFromText(ingested_dataset_path)
+ | "Load json" >> beam.Map(json.loads)
+ | "Filter licenses" >> beam.Filter(valid_license)
+ | "Download image from URL" >> beam.FlatMap(download_image_from_url)
+ | "Resize image" >> beam.Map(resize_image, size=IMAGE_SIZE)
+ | "Clean Text" >> beam.Map(clean_text)
+ | "Serialize Example" >> beam.Map(serialize_example)
+ | "Write to Avro files" >> beam.io.WriteToAvro(
+ file_path_prefix=target_path,
+ schema={
+ "namespace": "preprocessing.example",
+ "type": "record",
+ "name": "Sample",
+ "fields": [{
+ "name": "id", "type": "int"
+ }, {
+ "name": "caption", "type": "string"
+ }, {
+ "name": "image", "type": "bytes"
+ }]
+ },
+ file_name_suffix=".avro"))</code></pre></div></div><p>It also contains the necessary code to perform the component IO. First, a target path is constructed to store the preprocessed dataset based on the component input parameter <code>base_artifact_path</code> and a timestamp. Output values from components can only be returned as files so we write the value of the constructed target path to an output file that was provided by KFP to our component.</p><div class=snippet>< [...]
+target_path = f"{base_artifact_path}/preprocessing/preprocessed_dataset_{timestamp}"
+
+# the directory where the output file is created may or may not exists
+# so we have to create it.
+Path(preprocessed_dataset_path).parent.mkdir(parents=True, exist_ok=True)
+with open(preprocessed_dataset_path, 'w') as f:
+ f.write(target_path)</code></pre></div></div><p>Since we are mainly interested in the preprocessing component to show how a Beam pipeline can be integrated into a larger ML workflow, we will not cover the implementation of the ingestion and train component in depth. Implementations of dummy components that mock their behavior are provided in the full example code.</p><h4 id=create-the-pipeline-definition>Create the pipeline definition</h4><p><code>pipeline.py</code> first loads the cre [...]
+DataIngestOp = comp.load_component('components/ingestion/component.yaml')
+DataPreprocessingOp = comp.load_component(
+ 'components/preprocessing/component.yaml')
+TrainModelOp = comp.load_component('components/train/component.yaml')</code></pre></div></div><p>After that, the pipeline is created and the required components inputs and outputs are specified manually.</p><div class=snippet><div class="notebook-skip code-snippet without_switcher"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><pre><code>@dsl.pipeline(
+ pipeline_root=PIPELINE_ROOT,
+ name="beam-preprocessing-kfp-example",
+ description="Pipeline to show an apache beam preprocessing example in KFP")
+def pipeline(
+ gcp_project_id: str,
+ region: str,
+ component_artifact_root: str,
+ dataflow_staging_root: str,
+ beam_runner: str):
+ """KFP pipeline definition.
+
+ Args:
+ gcp_project_id (str): ID for the google cloud project to deploy the pipeline to.
+ region (str): Region in which to deploy the pipeline.
+ component_artifact_root (str): Path to artifact repository where Kubeflow Pipelines
+ components can store artifacts.
+ dataflow_staging_root (str): Path to staging directory for the dataflow runner.
+ beam_runner (str): Beam runner: DataflowRunner or DirectRunner.
+ """
+
+ ingest_data_task = DataIngestOp(base_artifact_path=component_artifact_root)
+
+ data_preprocessing_task = DataPreprocessingOp(
+ ingested_dataset_path=ingest_data_task.outputs["ingested_dataset_path"],
+ base_artifact_path=component_artifact_root,
+ gcp_project_id=gcp_project_id,
+ region=region,
+ dataflow_staging_root=dataflow_staging_root,
+ beam_runner=beam_runner)
+
+ train_model_task = TrainModelOp(
+ preprocessed_dataset_path=data_preprocessing_task.
+ outputs["preprocessed_dataset_path"],
+ base_artifact_path=component_artifact_root)</code></pre></div></div><p>Finally, the defined pipeline is compiled and a <code>pipeline.json</code> specification file is generated.</p><div class=snippet><div class="notebook-skip code-snippet without_switcher"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><pre><code>Compiler().compile(pipeline_func=pipeline, package_path="pipeline.json")</ [...]
+experiment = client.create_experiment("KFP orchestration example")
+run_result = client.run_pipeline(
+ experiment_id=experiment.id,
+ job_name="KFP orchestration job",
+ pipeline_package_path="pipeline.json",
+ params=run_arguments)</code></pre></div></div><h3 id=tensorflow-extended-tfx>Tensorflow Extended (TFX)</h3><p>The way of working for TFX is similar to the approach for KFP as illustrated above: Define the individual workflow components, connect them in a pipeline object and run the pipeline in the target environment. However, what makes TFX different is that it has already built a set of Python packages that are libraries to create workflow components. So unlike the KFP example, we d [...]
+ gcp_project_id,
+ region,
+ pipeline_name,
+ pipeline_root,
+ csv_file,
+ module_file,
+ beam_runner,
+ metadata_file):
+ """Create the TFX pipeline.
+
+ Args:
+ gcp_project_id (str): ID for the google cloud project to deploy the pipeline to.
+ region (str): Region in which to deploy the pipeline.
+ pipeline_name (str): Name for the Beam pipeline
+ pipeline_root (str): Path to artifact repository where TFX
+ stores a pipeline’s artifacts.
+ csv_file (str): Path to the csv input file.
+ module_file (str): Path to module file containing the preprocessing_fn and run_fn.
+ beam_runner (str): Beam runner: DataflowRunner or DirectRunner.
+ metadata_file (str): Path to store a metadata file as a mock metadata database.
+ """
+ example_gen = tfx.components.CsvExampleGen(input_base=csv_file)
+
+ # Computes statistics over data for visualization and example validation.
+ statistics_gen = tfx.components.StatisticsGen(
+ examples=example_gen.outputs['examples'])
+
+ schema_gen = tfx.components.SchemaGen(
+ statistics=statistics_gen.outputs['statistics'], infer_feature_shape=True)
+
+ transform = tfx.components.Transform(
+ examples=example_gen.outputs['examples'],
+ schema=schema_gen.outputs['schema'],
+ module_file=module_file)
+
+ trainer = tfx.components.Trainer(
+ module_file=module_file,
+ examples=transform.outputs['transformed_examples'],
+ transform_graph=transform.outputs['transform_graph'])
+
+ components = [example_gen, statistics_gen, schema_gen, transform, trainer]
+
+ beam_pipeline_args_by_runner = {
+ 'DirectRunner': [],
+ 'DataflowRunner': [
+ '--runner=DataflowRunner',
+ '--project=' + gcp_project_id,
+ '--temp_location=' + os.path.join(pipeline_root, 'tmp'),
+ '--region=' + region,
+ ]
+ }
+
+ return tfx.dsl.Pipeline(
+ pipeline_name=pipeline_name,
+ pipeline_root=pipeline_root,
+ components=components,
+ enable_cache=True,
+ metadata_connection_config=tfx.orchestration.metadata.
+ sqlite_metadata_connection_config(metadata_file),
+ beam_pipeline_args=beam_pipeline_args_by_runner[beam_runner])</code></pre></div></div><p>We will use the same data input as last time, i.e. a couple of image-captions pairs extracted from the <a href=https://cocodataset.org/#home>MSCOCO 2014 dataset</a>. This time, however, in CSV format because the ExampleGen component does not by default have support for jsonlines. (The formats that are supported out of the box are listed <a href=https://www.tensorflow.org/tfx/guide/examplegen#da [...]
+318556,255,"An angled view of a beautifully decorated bathroom.","http://farm4.staticflickr.com/3133/3378902101_3c9fa16b84_z.jpg","COCO_train2014_000000318556.jpg","Attribution-NonCommercial-ShareAlike License"
+476220,14,"An empty kitchen with white and black appliances.","http://farm7.staticflickr.com/6173/6207941582_b69380c020_z.jpg","COCO_train2014_000000476220.jpg","Attribution-NonCommercial License"</code></pre></div></div><p>So far, we have only imported standard TFX components and chained them together into a pipeline. Both the Transform and Trainer components have a <code>module_file</code> argument defined. That’s where we define the behavior we want fro [...]
+ """Transform raw data."""
+ # convert the captions to lowercase
+ # split the captions into separate words
+ lower = tf.strings.lower(inputs['caption'])
+
+ # compute the vocabulary of the captions during a full pass
+ # over the dataset and use this to tokenize.
+ mean_length = tft.mean(tf.strings.length(lower))
+ # <do some preprocessing with the mean length>
+
+ return {
+ 'caption_lower': lower,
+ }</code></pre></div></div><p>However this function only defines the logical steps that have to be performed during preprocessing and needs a concrete implementation before it can be executed. One such implementation is provided by <code>tf.Transform</code> using Apache Beam and provides a PTransform <code>tft_beam.AnalyzeAndTransformDataset</code> to process the data. We can test this preproccesing_fn outside of the TFX Transform component using this PTransform explicitly. Calling the [...]
+ # Test processing_fn directly without the tfx pipeline
+ raw_data = [
+ {
+ "caption": "A bicycle replica with a clock as the front wheel."
+ }, {
+ "caption": "A black Honda motorcycle parked in front of a garage."
+ }, {
+ "caption": "A room with blue walls and a white sink and door."
+ }
+ ]
+
+ # define the feature_spec (in a tfx pipeline this would be generated by a SchemaGen component)
+ feature_spec = dict(caption=tf.io.FixedLenFeature([], tf.string))
+ raw_data_metadata = tft.DatasetMetadata.from_feature_spec(feature_spec)
+
+ # test out the beam implementation of the
+ # processing_fn with AnalyzeAndTransformDataset
+ with tft_beam.Context(temp_dir=tempfile.mkdtemp()):
+ transformed_dataset, transform_fn = (
+ (raw_data, raw_data_metadata)
+ | tft_beam.AnalyzeAndTransformDataset(preprocessing_fn))
+ transformed_data, transformed_metadata = transformed_dataset</code></pre></div></div><h4 id=train>Train</h4><p>Finally the Trainer component behaves in a similar way as the Transform component, but instead of looking for a <code>preprocessing_fn</code> it requires a <code>run_fn</code> function to be present in the specified <code>module_file</code>. Our simple implementation, creates a stub model using <code>tf.Keras</code> and saves the resulting model to a directory.</p><div class=s [...]
+ """Build the TF model, train it and export it."""
+ # create a model
+ model = tf.keras.Sequential()
+ model.add(tf.keras.layers.Dense(1, input_dim=10))
+ model.compile()
+
+ # train the model on the preprocessed data
+ # model.fit(...)
+
+ # Save model to fn_args.serving_model_dir.
+ model.save(fn_args.serving_model_dir)</code></pre></div></div><h4 id=executing-the-pipeline>Executing the pipeline</h4><p>To launch the pipeline two configurations must be provided: The orchestrator for the TFX pipeline and the pipeline options to run Beam pipelines. In this case we use the <code>LocalDagRunner</code> for orchestration to run the pipeline locally without extra setup dependencies. Where the created pipeline can specify Beam’s pipeline options as usual through the <code> [...]
+tfx.orchestration.LocalDagRunner().run(create_pipeline(**vars(args)))</code></pre></div></div><div class=feedback><p class=update>Last updated on 2022/11/03</p><h3>Have you found everything you were looking for?</h3><p class=description>Was it all useful and clear? Is there anything that you would like to change? Let us know!</p><button class=load-button><a href="mailto:dev@beam.apache.org?subject=Beam Website Feedback">SEND FEEDBACK</a></button></div></div></div><footer class=footer><di [...]
+<a href=https://www.apache.org>The Apache Software Foundation</a>
+| <a href=/privacy_policy>Privacy Policy</a>
+| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
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diff --git a/website/generated-content/documentation/ml/overview/index.html b/website/generated-content/documentation/ml/overview/index.html
index 7468e52adce..10d562987eb 100644
--- a/website/generated-content/documentation/ml/overview/index.html
+++ b/website/generated-content/documentation/ml/overview/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
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diff --git a/website/generated-content/documentation/ml/runinference-metrics/index.html b/website/generated-content/documentation/ml/runinference-metrics/index.html
index b4ce5e4bb63..5999a76a478 100644
--- a/website/generated-content/documentation/ml/runinference-metrics/index.html
+++ b/website/generated-content/documentation/ml/runinference-metrics/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
├── pipeline/
│ ├── __init__.py
│ ├── options.py
diff --git a/website/generated-content/documentation/patterns/ai-platform/index.html b/website/generated-content/documentation/patterns/ai-platform/index.html
index 5d58ef4dbf8..bcba1157d65 100644
--- a/website/generated-content/documentation/patterns/ai-platform/index.html
+++ b/website/generated-content/documentation/patterns/ai-platform/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<code>AnnotateText</code> produces response object of type <code>AnnotateTextResponse</code> returned from the API. <code>AnnotateTextResponse</code> is a protobuf message which contains a lot of attributes, some of which are complex structures.</p><p>Here is an example of a pipeline that creates in-memory PCollection of strings, changes each string to Document object and invokes Natural Language API. Then, for each response object, a function is called to extract certain results of anal [...]
<span class=n>extract_entities</span><span class=o>=</span><span class=bp>True</span><span class=p>,</span>
<span class=n>extract_document_sentiment</span><span class=o>=</span><span class=bp>True</span><span class=p>,</span>
diff --git a/website/generated-content/documentation/patterns/bigqueryio/index.html b/website/generated-content/documentation/patterns/bigqueryio/index.html
index cd527028354..a323203542e 100644
--- a/website/generated-content/documentation/patterns/bigqueryio/index.html
+++ b/website/generated-content/documentation/patterns/bigqueryio/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
The samples below print the errors, but in a production system they can be sent to a deadletter table for later correction.</p><p class=language-java>When using <code>STREAMING_INSERTS</code> you can use the <code>WriteResult</code> object to access a <code>PCollection</code> with the <code>TableRows</code> that failed to be inserted into BigQuery.
If you also set the <code>withExtendedErrorInfo</code> property , you will be able to access a <code>PCollection<BigQueryInsertError></code> from the <code>WriteResult</code>. The <code>PCollection</code> will then include a reference to the table, the data row and the <code>InsertErrors</code>. Which errors are added to the deadletter queue is determined via the <code>InsertRetryPolicy</code>.</p><p class=language-py>In the result tuple you can access <code>FailedRows</code> to acces [...]
<span class=n>PipelineOptionsFactory</span><span class=o>.</span><span class=na>fromArgs</span><span class=o>(</span><span class=n>args</span><span class=o>).</span><span class=na>withValidation</span><span class=o>().</span><span class=na>as</span><span class=o>(</span><span class=n>BigQueryOptions</span><span class=o>.</span><span class=na>class</span><span class=o>);</span>
diff --git a/website/generated-content/documentation/patterns/bqml/index.html b/website/generated-content/documentation/patterns/bqml/index.html
index e3d8d804988..4d219c029e5 100644
--- a/website/generated-content/documentation/patterns/bqml/index.html
+++ b/website/generated-content/documentation/patterns/bqml/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
OPTIONS(model_type='logistic_reg', input_label_cols=["label"]) AS
SELECT
IF(totals.transactions IS NULL, 0, 1) AS label,
diff --git a/website/generated-content/documentation/patterns/custom-io/index.html b/website/generated-content/documentation/patterns/custom-io/index.html
index 1343c928e13..9218543442f 100644
--- a/website/generated-content/documentation/patterns/custom-io/index.html
+++ b/website/generated-content/documentation/patterns/custom-io/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
\ No newline at end of file
diff --git a/website/generated-content/documentation/patterns/custom-windows/index.html b/website/generated-content/documentation/patterns/custom-windows/index.html
index 8843c45dcf6..95c41b87214 100644
--- a/website/generated-content/documentation/patterns/custom-windows/index.html
+++ b/website/generated-content/documentation/patterns/custom-windows/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=c1>// Assign each element into a window from its timestamp until gapDuration in the
</span><span class=c1></span> <span class=c1>// future. Overlapping windows (representing elements within gapDuration of
diff --git a/website/generated-content/documentation/patterns/file-processing/index.html b/website/generated-content/documentation/patterns/file-processing/index.html
index 8bb30cdaecc..e71f4d44d8d 100644
--- a/website/generated-content/documentation/patterns/file-processing/index.html
+++ b/website/generated-content/documentation/patterns/file-processing/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
</span><span class=c1></span><span class=n>p</span><span class=o>.</span><span class=na>apply</span><span class=o>(</span>
<span class=n>FileIO</span><span class=o>.</span><span class=na>match</span><span class=o>()</span>
<span class=o>.</span><span class=na>filepattern</span><span class=o>(</span><span class=s>"..."</span><span class=o>)</span>
diff --git a/website/generated-content/documentation/patterns/grouping-elements-for-efficient-external-service-calls/index.html b/website/generated-content/documentation/patterns/grouping-elements-for-efficient-external-service-calls/index.html
index 2eda4f86e27..36d75bd454a 100644
--- a/website/generated-content/documentation/patterns/grouping-elements-for-efficient-external-service-calls/index.html
+++ b/website/generated-content/documentation/patterns/grouping-elements-for-efficient-external-service-calls/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=s>"Batch Contents"</span><span class=o>,</span>
<span class=n>GroupIntoBatches</span><span class=o>.<</span><span class=n>String</span><span class=o>,</span> <span class=n>GenericJson</span><span class=o>></span><span class=n>ofSize</span><span class=o>(</span><span class=n>batchSize</span><span class=o>)</span>
<span class=o>.</span><span class=na>withMaxBufferingDuration</span><span class=o>(</span><span class=n>maxBufferingDuration</span><span class=o>)</span>
diff --git a/website/generated-content/documentation/patterns/overview/index.html b/website/generated-content/documentation/patterns/overview/index.html
index 979779c9b0b..ba1cbe690c1 100644
--- a/website/generated-content/documentation/patterns/overview/index.html
+++ b/website/generated-content/documentation/patterns/overview/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
\ No newline at end of file
diff --git a/website/generated-content/documentation/patterns/pipeline-options/index.html b/website/generated-content/documentation/patterns/pipeline-options/index.html
index f1ca400b366..4fb8e6c2802 100644
--- a/website/generated-content/documentation/patterns/pipeline-options/index.html
+++ b/website/generated-content/documentation/patterns/pipeline-options/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=kd>public</span> <span class=kd>interface</span> <span class=nc>MyOptions</span> <span class=kd>extends</span> <span class=n>PipelineOptions</span> <span class=o>{</span>
<span class=nd>@Description</span><span class=o>(</span><span class=s>"My option"</span><span class=o>)</span>
<span class=nd>@Default.String</span><span class=o>(</span><span class=s>"Hello world!"</span><span class=o>)</span>
diff --git a/website/generated-content/documentation/patterns/schema/index.html b/website/generated-content/documentation/patterns/schema/index.html
index 3d0b1ec646f..b53d18ff5b6 100644
--- a/website/generated-content/documentation/patterns/schema/index.html
+++ b/website/generated-content/documentation/patterns/schema/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Schemas provide us a type-system for Beam records that is independent of any specific programming-language type. There might be multiple Java classes that all have the same schema (for example a Protocol-Buffer class or a POJO class), and Beam will allow us to seamlessly convert between these types.
Schemas also provide a simple way to reason about types across different programming-language APIs.
For more information, see the <a href=/documentation/programming-guide/#what-is-a-schema>programming guide section on Schemas</a>.</p><nav class=language-switcher><strong>Adapt for:</strong><ul><li data-value=java class=active>Java SDK</li></ul></nav><h2 id=using-joins>Using Joins</h2><p>Beam supports equijoins on schema <code>PCollections</code> of Schemas where the join condition depends on the equality of a subset of fields.</p><p>Consider using <a href=https://beam.apache.org/release [...]
diff --git a/website/generated-content/documentation/patterns/side-inputs/index.html b/website/generated-content/documentation/patterns/side-inputs/index.html
index b52e810c803..cae1726c74b 100644
--- a/website/generated-content/documentation/patterns/side-inputs/index.html
+++ b/website/generated-content/documentation/patterns/side-inputs/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=c1>// This pipeline uses View.asSingleton for a placeholder external service.
</span><span class=c1></span> <span class=c1>// Run in debug mode to see the output.
</span><span class=c1></span> <span class=n>Pipeline</span> <span class=n>p</span> <span class=o>=</span> <span class=n>Pipeline</span><span class=o>.</span><span class=na>create</span><span class=o>();</span>
diff --git a/website/generated-content/documentation/pipelines/create-your-pipeline/index.html b/website/generated-content/documentation/pipelines/create-your-pipeline/index.html
index 2e7f68f6705..0105758d065 100644
--- a/website/generated-content/documentation/pipelines/create-your-pipeline/index.html
+++ b/website/generated-content/documentation/pipelines/create-your-pipeline/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
</span><span class=c1></span><span class=n>PipelineOptions</span> <span class=n>options</span> <span class=o>=</span> <span class=n>PipelineOptionsFactory</span><span class=o>.</span><span class=na>create</span><span class=o>();</span>
<span class=c1>// Then create the pipeline.
diff --git a/website/generated-content/documentation/pipelines/design-your-pipeline/index.html b/website/generated-content/documentation/pipelines/design-your-pipeline/index.html
index 45273c672f7..8da7bfaf534 100644
--- a/website/generated-content/documentation/pipelines/design-your-pipeline/index.html
+++ b/website/generated-content/documentation/pipelines/design-your-pipeline/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
PCollection of database table rows.</em></p><p>The following example code applies two transforms to a single input collection.</p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java data-lang=java><span class=n>PCollection</span><span class=o><</span><span class=n>S [...]
<span class=n>PCollection</span><span class=o><</span><span class=n>String</span><span class=o>></span> <span class=n>aCollection</span> <span class=o>=</span> <span class=n>dbRowCollection</span><span class=o>.</span><span class=na>apply</span><span class=o>(</span><span class=s>"aTrans"</span><span class=o>,</span> <span class=n>ParDo</span><span class=o>.</span><span class=na>of</span><span class=o>(</span><span class=k>new</span> <span class=n>DoFn</span><span class=o>& [...]
diff --git a/website/generated-content/documentation/pipelines/test-your-pipeline/index.html b/website/generated-content/documentation/pipelines/test-your-pipeline/index.html
index e9f889b64c6..026eb9aefb8 100644
--- a/website/generated-content/documentation/pipelines/test-your-pipeline/index.html
+++ b/website/generated-content/documentation/pipelines/test-your-pipeline/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=o>...</span></code></pre></div></div></div><blockquote><p><strong>Note:</strong> Read about testing unbounded pipelines in Beam in <a href=/blog/2016/10/20/test-stream.html>this blog post</a>.</p></blockquote><h3 id=using-the-create-transform>Using the Create Transform</h3><p>You can use the <code>Create</code> transform to create a <code>PCollection</code> out of a standard in-memory collection class, such as Java or Python <code>List</code>. See <a href=/documentation/p [...]
<span class=c1>// Check whether a PCollection contains some elements in any order.
diff --git a/website/generated-content/documentation/programming-guide/index.html b/website/generated-content/documentation/programming-guide/index.html
index 491d8b0f7be..ac3d580b2a6 100644
--- a/website/generated-content/documentation/programming-guide/index.html
+++ b/website/generated-content/documentation/programming-guide/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Beam SDKs to create data processing pipelines. It provides guidance for using
the Beam SDK classes to build and test your pipeline. The programming guide is
not intended as an exhaustive reference, but as a language-agnostic, high-level
diff --git a/website/generated-content/documentation/runners/jstorm/index.html b/website/generated-content/documentation/runners/jstorm/index.html
index f767c0c0936..fa3231d7bc8 100644
--- a/website/generated-content/documentation/runners/jstorm/index.html
+++ b/website/generated-content/documentation/runners/jstorm/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=o><</span><span class=n>groupId</span><span class=o>></span><span class=n>org</span><span class=o>.</span><span class=na>apache</span><span class=o>.</span><span class=na>beam</span><span class=o></</span><span class=n>groupId</span><span class=o>></span>
<span class=o><</span><span class=n>artifactId</span><span class=o>></span><span class=n>beam</span><span class=o>-</span><span class=n>runners</span><span class=o>-</span><span class=n>jstorm</span><span class=o></</span><span class=n>artifactId</span><span class=o>></span>
<span class=o><</span><span class=n>version</span><span class=o>></span><span class=n>2</span><span class=o>.</span><span class=na>42</span><span class=o>.</span><span class=na>0</span><span class=o></</span><span class=n>version</span><span class=o>></span>
diff --git a/website/generated-content/documentation/runtime/environments/index.html b/website/generated-content/documentation/runtime/environments/index.html
index 21b71c3da67..c1ed1a90c07 100644
--- a/website/generated-content/documentation/runtime/environments/index.html
+++ b/website/generated-content/documentation/runtime/environments/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
ENV FOO=bar
COPY /src/path/to/file /dest/path/to/file/
diff --git a/website/generated-content/documentation/runtime/model/index.html b/website/generated-content/documentation/runtime/model/index.html
index 3e11be21261..5278ee193d7 100644
--- a/website/generated-content/documentation/runtime/model/index.html
+++ b/website/generated-content/documentation/runtime/model/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
may observe various effects as a result of the runner’s choices. This page
describes these effects so you can better understand how Beam pipelines execute.</p><h2 id=processing-of-elements>Processing of elements</h2><p>The serialization and communication of elements between machines is one of the
most expensive operations in a distributed execution of your pipeline. Avoiding
diff --git a/website/generated-content/documentation/runtime/resource-hints/index.html b/website/generated-content/documentation/runtime/resource-hints/index.html
index 8f88512f96e..55b7a64f250 100644
--- a/website/generated-content/documentation/runtime/resource-hints/index.html
+++ b/website/generated-content/documentation/runtime/resource-hints/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<span class=o>-</span><span class=n>Dexec</span><span class=o>.</span><span class=na>args</span><span class=o>=</span><span class=s>"... \
</span><span class=s> --resourceHints=min_ram=<N>GB \
</span><span class=s> --resourceHints=accelerator='hint'"</span> <span class=err>\</span>
diff --git a/website/generated-content/documentation/runtime/sdk-harness-config/index.html b/website/generated-content/documentation/runtime/sdk-harness-config/index.html
index 251effb1916..79e060df254 100644
--- a/website/generated-content/documentation/runtime/sdk-harness-config/index.html
+++ b/website/generated-content/documentation/runtime/sdk-harness-config/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
accommodate varying cluster setups.
(The options below are for Python, but much of this information should apply to the Java and Go SDKs
as well.)</p><ul><li><code>environment_type</code> determines where user code will be executed.
diff --git a/website/generated-content/documentation/transforms/java/aggregation/approximatequantiles/index.html b/website/generated-content/documentation/transforms/java/aggregation/approximatequantiles/index.html
index 647aef9d86f..45b1ac2a4e5 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/approximatequantiles/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/approximatequantiles/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Takes a comparison function and the desired number of quantiles <em>n</em>, either
globally or per-key. Using an approximation algorithm, it returns the
minimum value, <em>n-2</em> intermediate values, and the maximum value.</p><h2 id=examples>Examples</h2><p><strong>Example</strong>: to compute the quartiles of a <code>PCollection</code> of integers, we
diff --git a/website/generated-content/documentation/transforms/java/aggregation/approximateunique/index.html b/website/generated-content/documentation/transforms/java/aggregation/approximateunique/index.html
index 83bd4ad01e1..fe62845c760 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/approximateunique/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/approximateunique/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Transforms for estimating the number of distinct elements in a collection
or the number of distinct values associated with each key in a collection
of key-value pairs.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7703>BEAM-7703</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/aggregation/hllcount>HllCount</a>
diff --git a/website/generated-content/documentation/transforms/java/aggregation/cogroupbykey/index.html b/website/generated-content/documentation/transforms/java/aggregation/cogroupbykey/index.html
index a394b62c615..06c1453f9c3 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/cogroupbykey/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/cogroupbykey/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Aggregates all input elements by their key and allows downstream processing
to consume all values associated with the key. While <code>GroupByKey</code> performs
this operation over a single input collection and thus a single type of
diff --git a/website/generated-content/documentation/transforms/java/aggregation/combine/index.html b/website/generated-content/documentation/transforms/java/aggregation/combine/index.html
index 04d6731d112..509f37a9a44 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/combine/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/combine/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>A user-defined <code>CombineFn</code> may be applied to combine all elements in a
<code>PCollection</code> (global combine) or to combine all elements associated
with each key.</p><p>While the result is similar to applying a <code>GroupByKey</code> followed by
diff --git a/website/generated-content/documentation/transforms/java/aggregation/combinewithcontext/index.html b/website/generated-content/documentation/transforms/java/aggregation/combinewithcontext/index.html
index 7e89dbc0454..0d5b144b22f 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/combinewithcontext/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/combinewithcontext/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>A class of transforms that contains combine functions that have access to <code>PipelineOptions</code> and side inputs through <code>CombineWithContext.Context</code>.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7703>BEAM-7703</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/aggregation/combine>Combine</a>
for combining all values associated with a key to a single result</li></ul><div class=feedback><p class=update>Last updated on 2020/08/14</p><h3>Have you found everything you were looking for?</h3><p class=description>Was it all useful and clear? Is there anything that you would like to change? Let us know!</p><button class=load-button><a href="mailto:dev@beam.apache.org?subject=Beam Website Feedback">SEND FEEDBACK</a></button></div></div></div><footer class=footer><div class=footer__con [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
diff --git a/website/generated-content/documentation/transforms/java/aggregation/count/index.html b/website/generated-content/documentation/transforms/java/aggregation/count/index.html
index 3fc3380ecf1..486d809799f 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/count/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/count/index.html
@@ -19,7 +19,7 @@
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function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Counts the number of elements within each aggregation. The <code>Count</code>
transform has three varieties:</p><ul><li><code>Count.globally()</code> counts the number of elements in the entire
<code>PCollection</code>. The result is a collection with a single element.</li><li><code>Count.perKey()</code> counts how many elements are associated with each
diff --git a/website/generated-content/documentation/transforms/java/aggregation/distinct/index.html b/website/generated-content/documentation/transforms/java/aggregation/distinct/index.html
index 30712499dec..e2a10ef2ba1 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/distinct/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/distinct/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Produces a collection containing distinct elements of the input collection.</p><p>On some data sets, it might be more efficient to compute an approximate
answer using <code>ApproximateUnique</code>, which also allows for determining distinct
values for each key.</p><h2 id=examples>Examples</h2><p><strong>Example 1</strong> Find the distinct element from a <code>PCollection</code> of <code>String</code>.</p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java data-lang=java><span class=kd>static</span> <span [...]
diff --git a/website/generated-content/documentation/transforms/java/aggregation/groupbykey/index.html b/website/generated-content/documentation/transforms/java/aggregation/groupbykey/index.html
index 978b3104ec7..c7543ec11f3 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/groupbykey/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/groupbykey/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Takes a keyed collection of elements and produces a collection where
each element consists of a key and an <code>Iterable</code> of all values
associated with that key.</p><p>The results can be combined with windowing to subdivide each key
diff --git a/website/generated-content/documentation/transforms/java/aggregation/groupintobatches/index.html b/website/generated-content/documentation/transforms/java/aggregation/groupintobatches/index.html
index 66b4a79deb6..d11b3de50b8 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/groupintobatches/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/groupintobatches/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Batches inputs to a desired batch size.</p><p>Batches contain only elements of a single key. Elements are buffered until
<code>batchSize</code> number of elements buffered. Then, these elements are output
to the output collection.</p><p>Batches contain elements from the same window, so windows are preserved. Batches might contain elements from more than one bundle.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7703>BEAM-7703</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/aggregation/groupbykey>GroupByKey</a> takes one input collection.</li></ul><div class=feedback><p class=upda [...]
diff --git a/website/generated-content/documentation/transforms/java/aggregation/hllcount/index.html b/website/generated-content/documentation/transforms/java/aggregation/hllcount/index.html
index 1585887c849..2f9f67b9cd2 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/hllcount/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/hllcount/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Estimates the number of distinct elements in a data stream using the
<a href=https://static.googleusercontent.com/media/research.google.com/en/us/pubs/archive/40671.pdf>HyperLogLog++ algorithm</a>.
The respective transforms to create and merge sketches, and to extract from them, are:</p><ul><li><code>HllCount.Init</code> aggregates inputs into HLL++ sketches.</li><li><code>HllCount.MergePartial</code> merges HLL++ sketches into a new sketch.</li><li><code>HllCount.Extract</code> extracts the estimated count of distinct elements from HLL++ sketches.</li></ul><p>You can read more about what a sketch is at <a href=https://github.com/google/zetasketch>https://github.com/google/zetasket [...]
diff --git a/website/generated-content/documentation/transforms/java/aggregation/latest/index.html b/website/generated-content/documentation/transforms/java/aggregation/latest/index.html
index 3579d1b8cbc..c1cf69b7651 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/latest/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/latest/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>A transform and <code>Combine.CombineFn</code> for computing the latest element in a collection.</p><ul><li><code>Latest.globally()</code> takes a collection of values and produces the collection
containing the single value with the latest implicit timestamp.</li><li><code>Latest.perKey()</code> takes a collection of key value pairs, and returns the
latest value for each key, according to the implicit timestamp.</li></ul><p>For elements with the same timestamp, the output element is arbitrarily selected.</p><h2 id=examples>Examples</h2><p><strong>Example</strong>: compute the latest value for each session<div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight>< [...]
diff --git a/website/generated-content/documentation/transforms/java/aggregation/max/index.html b/website/generated-content/documentation/transforms/java/aggregation/max/index.html
index f7e41e50cae..275cd228617 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/max/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/max/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Provides a variety of different transforms for computing the maximum
values in a collection, either globally or for each key.</p><h2 id=examples>Examples</h2><p><strong>Example 1</strong>: get the maximum of a <code>PCollection</code> of <code>Doubles</code>.</p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java data-lang=java><span cl [...]
<span class=n>PCollection</span><span class=o><</span><span class=n>Double</span><span class=o>></span> <span class=n>max</span> <span class=o>=</span> <span class=n>input</span><span class=o>.</span><span class=na>apply</span><span class=o>(</span><span class=n>Max</span><span class=o>.</span><span class=na>doublesGlobally</span><span class=o>());</span></code></pre></div></div></div><p><strong>Example 2</strong>: calculate the maximum of the <code>Integers</code> associated
diff --git a/website/generated-content/documentation/transforms/java/aggregation/mean/index.html b/website/generated-content/documentation/transforms/java/aggregation/mean/index.html
index 89b44608615..d6b9db4fba1 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/mean/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/mean/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Transforms for computing the arithmetic mean of the elements in a collection,
or the mean of the values associated with each key in a collection of key-value pairs.</p><ul><li><code>Mean.globally()</code> returns a transform that then returns a collection whose contents is the mean of the input collection’s elements. If there are no elements in the input collection, it returns 0.</li><li><code>Mean.perKey()</code> returns a transform that returns a collection that contains an output element mapping each distinct key in the input collection to the mean of the [...]
<span class=n>PCollection</span><span class=o><</span><span class=n>Double</span><span class=o>></span> <span class=n>mean</span> <span class=o>=</span> <span class=n>input</span><span class=o>.</span><span class=na>apply</span><span class=o>(</span><span class=n>Mean</span><span class=o>.</span><span class=na>globally</span><span class=o>());</span></code></pre></div></div></div><p><strong>Example 2</strong>: calculate the mean of the <code>Integers</code> associated with each uni [...]
diff --git a/website/generated-content/documentation/transforms/java/aggregation/min/index.html b/website/generated-content/documentation/transforms/java/aggregation/min/index.html
index 6380b8f75aa..c458c5e14a4 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/min/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/min/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Provides a variety of different transforms for computing the minimum
values in a collection, either globally or for each key.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7703>BEAM-7703</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/aggregation/max>Max</a>
for computing maximum values in a collection</li><li><a href=/documentation/transforms/java/aggregation/mean>Mean</a>
diff --git a/website/generated-content/documentation/transforms/java/aggregation/sample/index.html b/website/generated-content/documentation/transforms/java/aggregation/sample/index.html
index 64b1ca8c8be..46cc3b5d7f4 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/sample/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/sample/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Transforms for taking samples of the elements in a collection, or
samples of the values associated with each key in a collection of key-value pairs.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7703>BEAM-7703</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/aggregation/top>Top</a>
finds the largest (or smallest) set of elements in a collection</li><li><a href=/documentation/transforms/java/aggregation/latest>Latest</a>
diff --git a/website/generated-content/documentation/transforms/java/aggregation/sum/index.html b/website/generated-content/documentation/transforms/java/aggregation/sum/index.html
index a5b2a598105..72426039529 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/sum/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/sum/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Transforms for computing the sum of the elements in a collection, or the sum of the
values associated with each key in a collection of key-value pairs.</p><h2 id=examples>Examples</h2><p><strong>Example 1</strong>: get the sum of a <code>PCollection</code> of <code>Doubles</code>.</p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java data-lang=java>< [...]
<span class=n>PCollection</span><span class=o><</span><span class=n>Double</span><span class=o>></span> <span class=n>sum</span> <span class=o>=</span> <span class=n>input</span><span class=o>.</span><span class=na>apply</span><span class=o>(</span><span class=n>Sum</span><span class=o>.</span><span class=na>doublesGlobally</span><span class=o>());</span></code></pre></div></div></div><p>Example 2: calculate the sum of the <code>Integers</code> associated with each unique key (whic [...]
diff --git a/website/generated-content/documentation/transforms/java/aggregation/top/index.html b/website/generated-content/documentation/transforms/java/aggregation/top/index.html
index c5d6b5b4c65..2d2264e042d 100644
--- a/website/generated-content/documentation/transforms/java/aggregation/top/index.html
+++ b/website/generated-content/documentation/transforms/java/aggregation/top/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Transforms for finding the largest (or smallest) set of elements in
a collection, or the largest (or smallest) set of values associated
with each key in a collection of key-value pairs.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7703>BEAM-7703</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/aggregation/sample>Sample</a>
diff --git a/website/generated-content/documentation/transforms/java/elementwise/filter/index.html b/website/generated-content/documentation/transforms/java/elementwise/filter/index.html
index e2a46e74f09..95b37c29bfe 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/filter/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/filter/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Given a predicate, filter out all elements that don’t satisfy that predicate.
May also be used to filter based on an inequality with a given value based
on the natural ordering of the element.</p><h2 id=examples>Examples</h2><p><strong>Example 1</strong>: Filtering with a predicate</p><p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java data-lang=java><span class=n>PCollection</span><span class=o><</span><span cla [...]
diff --git a/website/generated-content/documentation/transforms/java/elementwise/flatmapelements/index.html b/website/generated-content/documentation/transforms/java/elementwise/flatmapelements/index.html
index 573204022ea..2393ccc656f 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/flatmapelements/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/flatmapelements/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Applies a simple 1-to-many mapping function over each element in the
collection. The many elements are flattened into the resulting collection.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7702>BEAM-7702</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/elementwise/filter>Filter</a> is useful if the function is just
deciding whether to output an element or not.</li><li><a href=/documentation/transforms/java/elementwise/pardo>ParDo</a> is the most general element-wise mapping
diff --git a/website/generated-content/documentation/transforms/java/elementwise/keys/index.html b/website/generated-content/documentation/transforms/java/elementwise/keys/index.html
index 930e7212ddb..9ea58d184c1 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/keys/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/keys/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Takes a collection of key-value pairs, and returns the key of each element.</p><h2 id=examples>Examples</h2><p><strong>Example</strong></p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java data-lang=java><span class=n>PCollection</span>< [...]
<span class=n>PCollection</span><span class=o><</span><span class=n>String</span><span class=o>></span> <span class=n>keys</span> <span class=o>=</span> <span class=n>keyValuePairs</span><span class=o>.</span><span class=na>apply</span><span class=o>(</span><span class=n>Keys</span><span class=o>.</span><span class=na>create</span><span class=o>());</span></code></pre></div></div></div><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/e [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
diff --git a/website/generated-content/documentation/transforms/java/elementwise/kvswap/index.html b/website/generated-content/documentation/transforms/java/elementwise/kvswap/index.html
index 47b2bde8805..410470e883a 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/kvswap/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/kvswap/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Takes a collection of key-value pairs and returns a collection of key-value pairs which has each key and value swapped.</p><h2 id=examples>Examples</h2><p><strong>Example</strong>:</p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java dat [...]
<span class=n>PCollection</span><span class=o><</span><span class=n>KV</span><span class=o><</span><span class=n>Integer</span><span class=o>,</span> <span class=n>String</span><span class=o>>></span> <span class=n>intStrPairs</span> <span class=o>=</span> <span class=n>strIntPairs</span><span class=o>.</span><span class=na>apply</span><span class=o>(</span><span class=n>KvSwap</span><span class=o>.</span><span class=na>create</span><span class=o>());</span></code></pre></div [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
diff --git a/website/generated-content/documentation/transforms/java/elementwise/mapelements/index.html b/website/generated-content/documentation/transforms/java/elementwise/mapelements/index.html
index 4c015db2706..4fa8d82f7e6 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/mapelements/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/mapelements/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Applies a simple 1-to-1 mapping function over each element in the collection.</p><h2 id=examples>Examples</h2><p><strong>Example 1</strong>: providing the mapping function using a <code>SimpleFunction</code></p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><c [...]
<span class=n>PCollection</span><span class=o><</span><span class=n>Integer</span><span class=o>></span> <span class=n>lineLengths</span> <span class=o>=</span> <span class=n>lines</span><span class=o>.</span><span class=na>apply</span><span class=o>(</span><span class=n>MapElements</span><span class=o>.</span><span class=na>via</span><span class=o>(</span>
<span class=k>new</span> <span class=n>SimpleFunction</span><span class=o><</span><span class=n>String</span><span class=o>,</span> <span class=n>Integer</span><span class=o>>()</span> <span class=o>{</span>
diff --git a/website/generated-content/documentation/transforms/java/elementwise/pardo/index.html b/website/generated-content/documentation/transforms/java/elementwise/pardo/index.html
index b623ee38c5c..dea8b1fa30d 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/pardo/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/pardo/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>A transform for generic parallel processing. A <code>ParDo</code> transform considers each
element in the input <code>PCollection</code>, performs some processing function
(your user code) on that element, and emits zero or more elements to
diff --git a/website/generated-content/documentation/transforms/java/elementwise/partition/index.html b/website/generated-content/documentation/transforms/java/elementwise/partition/index.html
index ee64abeafa7..45628c8aaa5 100644
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+++ b/website/generated-content/documentation/transforms/java/elementwise/partition/index.html
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function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Separates elements in a collection into multiple output collections. The partitioning function contains the logic that determines how to separate the elements of the input collection into each resulting partition output collection.</p><p>The number of partitions must be determined at graph construction time. You cannot determine the number of partitions in mid-pipeline.</p><p>See more information in the <a href=/documentation/programming-guide/#partition>Bea [...]
</span><span class=c1>// partitioning function. In this example, we define the PartitionFn in-line. Returns a PCollectionList
</span><span class=c1>// containing each of the resulting partitions as individual PCollection objects.
diff --git a/website/generated-content/documentation/transforms/java/elementwise/regex/index.html b/website/generated-content/documentation/transforms/java/elementwise/regex/index.html
index 784f7ca8336..c0f925f5885 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/regex/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/regex/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Provides a variety of functionality based on regular expressions.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7702>BEAM-7702</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/elementwise/mapelements>MapElements</a></li></ul><div class=feedback><p class=update>Last updated on 2020/08/14</p><h3>Have you found everything you were looking for?</h3><p c [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
diff --git a/website/generated-content/documentation/transforms/java/elementwise/reify/index.html b/website/generated-content/documentation/transforms/java/elementwise/reify/index.html
index a71e8417d64..0dd93d4d0f0 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/reify/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/reify/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Transforms for converting between explicit and implicit form of various Beam values.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7702>BEAM-7702</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/elementwise/withtimestamps>WithTimestamps</a>
assigns timestamps to all the elements of a collection</li><li><a href=/documentation/transforms/java/other/window/>Window</a> divides up or
groups the elements of a collection into finite windows</li></ul><div class=feedback><p class=update>Last updated on 2020/08/14</p><h3>Have you found everything you were looking for?</h3><p class=description>Was it all useful and clear? Is there anything that you would like to change? Let us know!</p><button class=load-button><a href="mailto:dev@beam.apache.org?subject=Beam Website Feedback">SEND FEEDBACK</a></button></div></div></div><footer class=footer><div class=footer__contained><di [...]
diff --git a/website/generated-content/documentation/transforms/java/elementwise/tostring/index.html b/website/generated-content/documentation/transforms/java/elementwise/tostring/index.html
index 42dba4ab6c6..0af87539716 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/tostring/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/tostring/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>A variety of utility transforms for invoking the <code>toString()</code> method
on every element in the input collection.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7702>BEAM-7702</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/elementwise/mapelements>MapElements</a></li></ul><div class=feedback><p class=update>Last updated on 2020/08/14</p><h3>Have you found everything you were looking for?</h3><p class=description>Was it all useful and clear? Is there [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
diff --git a/website/generated-content/documentation/transforms/java/elementwise/values/index.html b/website/generated-content/documentation/transforms/java/elementwise/values/index.html
index ab5edb6440a..891be6aa3e1 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/values/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/values/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>The <code>Values</code> transform takes a collection of key-value pairs, and
returns the value of each element.</p><h2 id=examples>Examples</h2><p><strong>Example</strong></p><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java data-lang=java><span class=n>PCollection</span><span class=o><</span><span class=n>KV</span><span class=o><</span [...]
<span class=n>PCollection</span><span class=o><</span><span class=n>Integer</span><span class=o>></span> <span class=n>values</span> <span class=o>=</span> <span class=n>keyValuePairs</span><span class=o>.</span><span class=na>apply</span><span class=o>(</span><span class=n>Values</span><span class=o>.</span><span class=na>create</span><span class=o>());</span></code></pre></div></div></div><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/j [...]
diff --git a/website/generated-content/documentation/transforms/java/elementwise/withkeys/index.html b/website/generated-content/documentation/transforms/java/elementwise/withkeys/index.html
index 6bc70f25d0e..e2e6f494335 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/withkeys/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/withkeys/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Takes a <code>PCollection<V></code> and produces a <code>PCollection<KV<K, V>></code> by associating
each input element with a key.</p><p>There are two versions of <code>WithKeys</code>, depending on how the key should be determined:</p><ul><li><code>WithKeys.of(SerializableFunction<V, K> fn)</code> takes a function to
compute the key from each value.</li><li><code>WithKeys.of(K key)</code> associates each value with the specified key.</li></ul><h2 id=examples>Examples</h2><p><strong>Example</strong><div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java data-lang=java><span class=n>PCol [...]
diff --git a/website/generated-content/documentation/transforms/java/elementwise/withtimestamps/index.html b/website/generated-content/documentation/transforms/java/elementwise/withtimestamps/index.html
index 40ce2880abe..2e741a14c47 100644
--- a/website/generated-content/documentation/transforms/java/elementwise/withtimestamps/index.html
+++ b/website/generated-content/documentation/transforms/java/elementwise/withtimestamps/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Assigns timestamps to all the elements of a collection.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7702>BEAM-7702</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/elementwise/reify>Reify</a></li></ul><div class=feedback><p class=update>Last updated on 2020/08/14</p><h3>Have you found everything you were looking for?</h3><p class=description>Was i [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
diff --git a/website/generated-content/documentation/transforms/java/other/create/index.html b/website/generated-content/documentation/transforms/java/other/create/index.html
index 9bc030c6d4b..3ea6ad603ab 100644
--- a/website/generated-content/documentation/transforms/java/other/create/index.html
+++ b/website/generated-content/documentation/transforms/java/other/create/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Creates a collection containing a specified set of elements. This is useful
for testing, as well as creating an initial input to process in parallel.
For example, a single element to execute a one-time <code>ParDo</code> or a list of filenames to be read.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7704>BEAM-7704</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><p>N/A</p><div class=feedback><p class=update>Last updated on 2020/08/14</p><h3>Have you found everything you were looking for?</h3><p class=description>Was it all useful and clear? Is there anything that you wou [...]
diff --git a/website/generated-content/documentation/transforms/java/other/flatten/index.html b/website/generated-content/documentation/transforms/java/other/flatten/index.html
index cb39da5439a..93e5e8a18a1 100644
--- a/website/generated-content/documentation/transforms/java/other/flatten/index.html
+++ b/website/generated-content/documentation/transforms/java/other/flatten/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Merges multiple <code>PCollection</code> objects into a single logical <code>PCollection</code>.</p><p>By default, the coder for the output <code>PCollection</code> is the same as the coder
for the first <code>PCollection</code> in the input <code>PCollectionList</code>. However, the
input <code>PCollection</code> objects can each use different coders, as long as
diff --git a/website/generated-content/documentation/transforms/java/other/passert/index.html b/website/generated-content/documentation/transforms/java/other/passert/index.html
index d564bb409cb..a7f98596150 100644
--- a/website/generated-content/documentation/transforms/java/other/passert/index.html
+++ b/website/generated-content/documentation/transforms/java/other/passert/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p><code>PAssert</code> is a class included in the Beam Java SDK that is an
assertion on the contents of a <code>PCollection</code>. You can use <code>PAssert</code> to verify
that a <code>PCollection</code> contains a specific set of expected elements.</p><h2 id=examples>Examples</h2><p>For a given <code>PCollection</code>, you can use <code>PAssert</code> to verify the contents as follows:<div class="language-java snippet"><div class="notebook-skip code-snippet"><a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-java [...]
diff --git a/website/generated-content/documentation/transforms/java/other/view/index.html b/website/generated-content/documentation/transforms/java/other/view/index.html
index 5288bfef408..89aa16bdea5 100644
--- a/website/generated-content/documentation/transforms/java/other/view/index.html
+++ b/website/generated-content/documentation/transforms/java/other/view/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Operations for turning a collection into view that may be used as a side-input to a <code>ParDo</code>.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7704>BEAM-7704</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/elementwise/pardo>ParDo</a></li><li><a href=/documentation/transforms/java/aggregation/combinewithcontext>CombineWithContext</a></li></ul [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
diff --git a/website/generated-content/documentation/transforms/java/other/window/index.html b/website/generated-content/documentation/transforms/java/other/window/index.html
index dd9fed8f497..d99f124e35a 100644
--- a/website/generated-content/documentation/transforms/java/other/window/index.html
+++ b/website/generated-content/documentation/transforms/java/other/window/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Javadoc</a></table><br><br><p>Logically divides up or groups the elements of a collection into finite
windows according to a function.</p><h2 id=examples>Examples</h2><p>See <a href=https://issues.apache.org/jira/browse/BEAM-7704>BEAM-7704</a> for updates.</p><h2 id=related-transforms>Related transforms</h2><ul><li><a href=/documentation/transforms/java/elementwise/reify>Reify</a>
converts between explicit and implicit form of various Beam values.</li><li><a href=/documentation/transforms/java/elementwise/withtimestamps>WithTimestamps</a>
diff --git a/website/generated-content/documentation/transforms/java/overview/index.html b/website/generated-content/documentation/transforms/java/overview/index.html
index b128ba3e5a0..859f5ad2d18 100644
--- a/website/generated-content/documentation/transforms/java/overview/index.html
+++ b/website/generated-content/documentation/transforms/java/overview/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
outputs all resulting elements.</td></tr><tr><td><a href=/documentation/transforms/java/elementwise/keys>Keys</a></td><td>Extracts the key from each element in a collection of key-value pairs.</td></tr><tr><td><a href=/documentation/transforms/java/elementwise/kvswap>KvSwap</a></td><td>Swaps the key and value of each element in a collection of key-value pairs.</td></tr><tr><td><a href=/documentation/transforms/java/elementwise/mapelements>MapElements</a></td><td>Applies a function to eve [...]
in the input collection.</td></tr><tr><td><a href=/documentation/transforms/java/elementwise/partition>Partition</a></td><td>Routes each input element to a specific output collection based on some partition
function.</td></tr><tr><td><a href=/documentation/transforms/java/elementwise/regex>Regex</a></td><td>Filters input string elements based on a regex. May also transform them based on the matching groups.</td></tr><tr><td><a href=/documentation/transforms/java/elementwise/reify>Reify</a></td><td>Transforms for converting between explicit and implicit form of various Beam values.</td></tr><tr><td><a href=/documentation/transforms/java/elementwise/tostring>ToString</a></td><td>Transforms ev [...]
diff --git a/website/generated-content/documentation/transforms/python/aggregation/approximatequantiles/index.html b/website/generated-content/documentation/transforms/python/aggregation/approximatequantiles/index.html
index 855cb462d21..f13a75749df 100644
--- a/website/generated-content/documentation/transforms/python/aggregation/approximatequantiles/index.html
+++ b/website/generated-content/documentation/transforms/python/aggregation/approximatequantiles/index.html
@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
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diff --git a/website/generated-content/documentation/transforms/python/aggregation/approximateunique/index.html b/website/generated-content/documentation/transforms/python/aggregation/approximateunique/index.html
index 06258cb9dbf..ad764fe2f71 100644
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
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diff --git a/website/generated-content/documentation/transforms/python/aggregation/cogroupbykey/index.html b/website/generated-content/documentation/transforms/python/aggregation/cogroupbykey/index.html
index 214ce5a47eb..43db1b79bec 100644
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@@ -19,7 +19,7 @@
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Aggregates all input elements by their key and allows downstream processing
to consume all values associated with the key. While <code>GroupByKey</code> performs
this operation over a single input collection and thus a single type of input
diff --git a/website/generated-content/documentation/transforms/python/aggregation/combineglobally/index.html b/website/generated-content/documentation/transforms/python/aggregation/combineglobally/index.html
index ea0279bff5d..19e00ae5e31 100644
--- a/website/generated-content/documentation/transforms/python/aggregation/combineglobally/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Combines all elements in a collection.</p><p>See more information in the <a href=/documentation/programming-guide/#combine>Beam Programming Guide</a>.</p><h2 id=examples>Examples</h2><p>In the following examples, we create a pipeline with a <code>PCollection</code> of produce.
Then, we apply <code>CombineGlobally</code> in multiple ways to combine all the elements in the <code>PCollection</code>.</p><p><code>CombineGlobally</code> accepts a function that takes an <code>iterable</code> of elements as an input, and combines them to return a single element.</p><h3 id=example-1-combining-with-a-function>Example 1: Combining with a function</h3><p>We define a function <code>get_common_items</code> which takes an <code>iterable</code> of sets as an input, and calcul [...]
diff --git a/website/generated-content/documentation/transforms/python/aggregation/combineperkey/index.html b/website/generated-content/documentation/transforms/python/aggregation/combineperkey/index.html
index 5186834a1d5..5ea49ce94bf 100644
--- a/website/generated-content/documentation/transforms/python/aggregation/combineperkey/index.html
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@@ -19,7 +19,7 @@
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Combines all elements for each key in a collection.</p><p>See more information in the <a href=/documentation/programming-guide/#combine>Beam Programming Guide</a>.</p><h2 id=examples>Examples</h2><p>In the following examples, we create a pipeline with a <code>PCollection</code> of produce.
Then, we apply <code>CombinePerKey</code> in multiple ways to combine all the elements in the <code>PCollection</code>.</p><p><code>CombinePerKey</code> accepts a function that takes a list of values as an input, and combines them for each key.</p><h3 id=example-1-combining-with-a-predefined-function>Example 1: Combining with a predefined function</h3><p>We use the function
<a href=https://docs.python.org/3/library/functions.html#sum><code>sum</code></a>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/combinevalues/index.html b/website/generated-content/documentation/transforms/python/aggregation/combinevalues/index.html
index 69a87f28280..89d8f520702 100644
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Combines an iterable of values in a keyed collection of elements.</p><p>See more information in the <a href=/documentation/programming-guide/#combine>Beam Programming Guide</a>.</p><h2 id=examples>Examples</h2><p>In the following examples, we create a pipeline with a <code>PCollection</code> of produce.
Then, we apply <code>CombineValues</code> in multiple ways to combine the keyed values in the <code>PCollection</code>.</p><p><code>CombineValues</code> accepts a function that takes an <code>iterable</code> of elements as an input, and combines them to return a single element.
<code>CombineValues</code> expects a keyed <code>PCollection</code> of elements, where the value is an iterable of elements to be combined.</p><h3 id=example-1-combining-with-a-predefined-function>Example 1: Combining with a predefined function</h3><p>We use the function
diff --git a/website/generated-content/documentation/transforms/python/aggregation/combinewithcontext/index.html b/website/generated-content/documentation/transforms/python/aggregation/combinewithcontext/index.html
index 11bc3654a2c..c23a435d53a 100644
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
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diff --git a/website/generated-content/documentation/transforms/python/aggregation/count/index.html b/website/generated-content/documentation/transforms/python/aggregation/count/index.html
index d6ef2b096ac..b50cc891b0d 100644
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Counts the number of elements within each aggregation.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with two <code>PCollection</code>s of produce.
Then, we apply <code>Count</code> to get the total number of elements in different ways.</p><h3 id=example-1-counting-all-elements-in-a-pcollection>Example 1: Counting all elements in a PCollection</h3><p>We use <code>Count.Globally()</code> to count <em>all</em> elements in a <code>PCollection</code>, even if there are duplicate elements.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bott [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=kn>import</span> <span class=nn>apache_beam</span> <span class=kn>as</span> <span class=nn>beam</span>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/distinct/index.html b/website/generated-content/documentation/transforms/python/aggregation/distinct/index.html
index 83ada318db8..e8d4c8d1c62 100644
--- a/website/generated-content/documentation/transforms/python/aggregation/distinct/index.html
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function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Produces a collection containing distinct elements of the input collection.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with two <code>PCollection</code>s of produce.</p><p>We use <code>Distinct</code> to get rid of duplicate elements, which outputs a <code>PCollection</code> of all the unique elements.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=kn>import</span> <span class=nn>apache_beam</span> <span class=kn>as</span> <span class=nn>beam</span>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/groupby/index.html b/website/generated-content/documentation/transforms/python/aggregation/groupby/index.html
index a3cea925c18..6bf77315dab 100644
--- a/website/generated-content/documentation/transforms/python/aggregation/groupby/index.html
+++ b/website/generated-content/documentation/transforms/python/aggregation/groupby/index.html
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function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Takes a collection of elements and produces a collection grouped,
by properties of those elements.</p><p>Unlike <code>GroupByKey</code>, the key is dynamically created from the elements themselves.</p><h2 id=grouping-examples>Grouping Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code> of fruits.</p><p>We use <code>GroupBy</code> to group all fruits by the first letter of their name.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=k>with</span> <span class=n>beam</span><span class=o>.</span><span class=n>Pipeline</span><span class=p>()</span> <span class=k>as</span> <span class=n>p</span><span class=p>:</span>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/groupbykey/index.html b/website/generated-content/documentation/transforms/python/aggregation/groupbykey/index.html
index ff7baf4bef0..1f08070f9a9 100644
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@@ -19,7 +19,7 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
-function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Takes a keyed collection of elements and produces a collection
where each element consists of a key and all values associated with that key.</p><p>See more information in the <a href=/documentation/programming-guide/#groupbykey>Beam Programming Guide</a>.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code> of produce keyed by season.</p><p>We use <code>GroupByKey</code> to group all the produce for each season.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=kn>import</span> <span class=nn>apache_beam</span> <span class=kn>as</span> <span class=nn>beam</span>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/groupintobatches/index.html b/website/generated-content/documentation/transforms/python/aggregation/groupintobatches/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Batches the input into desired batch size.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code> of produce by season.</p><p>We use <code>GroupIntoBatches</code> to get fixed-sized batches for every key, which outputs a list of elements for every key.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip data-bs- [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=kn>import</span> <span class=nn>apache_beam</span> <span class=kn>as</span> <span class=nn>beam</span>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/latest/index.html b/website/generated-content/documentation/transforms/python/aggregation/latest/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Gets the element with the latest timestamp.</p><h2 id=examples>Examples</h2><p>In the following examples, we create a pipeline with a <code>PCollection</code> of produce with a timestamp for their harvest date.</p><p>We use <code>Latest</code> to get the element with the latest timestamp from the <code>PCollection</code>.</p><h3 id=example-1-latest-element-globally>Example 1: Latest element globally</h3><p>We use <code>Latest.Globally()</code> [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=kn>import</span> <span class=nn>apache_beam</span> <span class=kn>as</span> <span class=nn>beam</span>
<span class=kn>import</span> <span class=nn>time</span>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/max/index.html b/website/generated-content/documentation/transforms/python/aggregation/max/index.html
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--- a/website/generated-content/documentation/transforms/python/aggregation/max/index.html
+++ b/website/generated-content/documentation/transforms/python/aggregation/max/index.html
@@ -19,7 +19,7 @@
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Gets the element with the maximum value within each aggregation.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code>.
Then, we get the element with the maximum value in different ways.</p><h3 id=example-1-maximum-element-in-a-pcollection>Example 1: Maximum element in a PCollection</h3><p>We use <code>Combine.Globally()</code> to get the maximum element from the <em>entire</em> <code>PCollection</code>.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bottom title="View source code" href=https://github.com/ap [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=kn>import</span> <span class=nn>apache_beam</span> <span class=kn>as</span> <span class=nn>beam</span>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/mean/index.html b/website/generated-content/documentation/transforms/python/aggregation/mean/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Transforms for computing the arithmetic mean of the elements in a collection,
or the mean of the values associated with each key in a collection of
key-value pairs.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code>.
diff --git a/website/generated-content/documentation/transforms/python/aggregation/min/index.html b/website/generated-content/documentation/transforms/python/aggregation/min/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Gets the element with the minimum value within each aggregation.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code>.
Then, we get the element with the minimum value in different ways.</p><h3 id=example-1-minimum-element-in-a-pcollection>Example 1: Minimum element in a PCollection</h3><p>We use <code>Combine.Globally()</code> to get the minimum element from the <em>entire</em> <code>PCollection</code>.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bottom title="View source code" href=https://github.com/ap [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=kn>import</span> <span class=nn>apache_beam</span> <span class=kn>as</span> <span class=nn>beam</span>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/sample/index.html b/website/generated-content/documentation/transforms/python/aggregation/sample/index.html
index 27fb0942583..faba104b22f 100644
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Transforms for taking samples of the elements in a collection, or
samples of the values associated with each key in a collection of
key-value pairs.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code>.
diff --git a/website/generated-content/documentation/transforms/python/aggregation/sum/index.html b/website/generated-content/documentation/transforms/python/aggregation/sum/index.html
index 4df34860857..accc1769bee 100644
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Sums all the elements within each aggregation.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code>.
Then, we get the sum of all the element values in different ways.</p><h3 id=example-1-sum-of-the-elements-in-a-pcollection>Example 1: Sum of the elements in a PCollection</h3><p>We use <code>Combine.Globally()</code> to get sum of all the element values from the <em>entire</em> <code>PCollection</code>.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bottom title="View source code" href=http [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=kn>import</span> <span class=nn>apache_beam</span> <span class=kn>as</span> <span class=nn>beam</span>
diff --git a/website/generated-content/documentation/transforms/python/aggregation/top/index.html b/website/generated-content/documentation/transforms/python/aggregation/top/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Transforms for finding the largest (or smallest) set of elements in
a collection, or the largest (or smallest) set of values associated
with each key in a collection of key-value pairs.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code>.
diff --git a/website/generated-content/documentation/transforms/python/elementwise/filter/index.html b/website/generated-content/documentation/transforms/python/elementwise/filter/index.html
index 9fc13ede8bb..907b0bebd37 100644
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Given a predicate, filter out all elements that don’t satisfy that predicate.
May also be used to filter based on an inequality with a given value based
on the comparison ordering of the element.</p><h2 id=examples>Examples</h2><p>In the following examples, we create a pipeline with a <code>PCollection</code> of produce with their icon, name, and duration.
diff --git a/website/generated-content/documentation/transforms/python/elementwise/flatmap/index.html b/website/generated-content/documentation/transforms/python/elementwise/flatmap/index.html
index 9bbf9682b77..c15ab05f7a6 100644
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Applies a simple 1-to-many mapping function over each element in the collection.
The many elements are flattened into the resulting collection.</p><h2 id=examples>Examples</h2><p>In the following examples, we create a pipeline with a <code>PCollection</code> of produce with their icon, name, and duration.
Then, we apply <code>FlatMap</code> in multiple ways to yield zero or more elements per each input element into the resulting <code>PCollection</code>.</p><p><code>FlatMap</code> accepts a function that returns an <code>iterable</code>,
diff --git a/website/generated-content/documentation/transforms/python/elementwise/keys/index.html b/website/generated-content/documentation/transforms/python/elementwise/keys/index.html
index b179668b557..b1fe16056ad 100644
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function addPlaceholder(){$('input:text').attr('placeholder',"What are you looking for?");}
function endSearch(){var search=document.querySelector(".searchBar");search.classList.add("disappear");var icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Takes a collection of key-value pairs and returns the key of each element.</p><h2 id=example>Example</h2><p>In the following example, we create a pipeline with a <code>PCollection</code> of key-value pairs.
Then, we apply <code>Keys</code> to extract the keys and discard the values.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Run code" href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/documentation/transforms/python/elementwise/keys-py.ipynb><img src=/images/run-icon.svg></a>
<a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bottom title="View source code" href=https://github.com/apache/beam/blob/master/sdks/python/apache_beam/examples/snippets/transforms/elementwise/keys.py><img src=/images/code-icon.svg></a>
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Takes a collection of key-value pairs and returns a collection of key-value pairs
which has each key and value swapped.</p><h2 id=examples>Examples</h2><p>In the following example, we create a pipeline with a <code>PCollection</code> of key-value pairs.
Then, we apply <code>KvSwap</code> to swap the keys and values.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Run code" href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/documentation/transforms/python/elementwise/kvswap-py.ipynb><img src=/images/run-icon.svg></a>
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Applies a simple 1-to-1 mapping function over each element in the collection.</p><h2 id=examples>Examples</h2><p>In the following examples, we create a pipeline with a <code>PCollection</code> of produce with their icon, name, and duration.
Then, we apply <code>Map</code> in multiple ways to transform every element in the <code>PCollection</code>.</p><p><code>Map</code> accepts a function that returns a single element for every input element in the <code>PCollection</code>.</p><h3 id=example-1-map-with-a-predefined-function>Example 1: Map with a predefined function</h3><p>We use the function <code>str.strip</code> which takes a single <code>str</code> element and outputs a <code>str</code>.
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diff --git a/website/generated-content/documentation/transforms/python/elementwise/pardo/index.html b/website/generated-content/documentation/transforms/python/elementwise/pardo/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>A transform for generic parallel processing.
A <code>ParDo</code> transform considers each element in the input <code>PCollection</code>,
performs some processing function (your user code) on that element,
diff --git a/website/generated-content/documentation/transforms/python/elementwise/partition/index.html b/website/generated-content/documentation/transforms/python/elementwise/partition/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Separates elements in a collection into multiple output
collections. The partitioning function contains the logic that determines how
to separate the elements of the input collection into each resulting
diff --git a/website/generated-content/documentation/transforms/python/elementwise/regex/index.html b/website/generated-content/documentation/transforms/python/elementwise/regex/index.html
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Pydoc</a></td></table><p><br><br><br></p><p>Filters input string elements based on a regex. May also transform them based on the matching groups.</p><h2 id=examples>Examples</h2><p>In the following examples, we create a pipeline with a <code>PCollection</code> of text strings.
Then, we use the <code>Regex</code> transform to search, replace, and split through the text elements using
<a href=https://docs.python.org/3/library/re.html>regular expressions</a>.</p><p>You can use tools to help you create and test your regular expressions, such as
diff --git a/website/generated-content/documentation/transforms/python/elementwise/reify/index.html b/website/generated-content/documentation/transforms/python/elementwise/reify/index.html
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<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
\ No newline at end of file
diff --git a/website/generated-content/documentation/transforms/python/elementwise/runinference/index.html b/website/generated-content/documentation/transforms/python/elementwise/runinference/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Uses models to do local and remote inference. A <code>RunInference</code> transform performs inference on a <code>PCollection</code> of examples using a machine learning (ML) model. The transform outputs a <code>PCollection</code> that contains the input examples and output predictions.</p><p>You must have Apache Beam 2.40.0 or later installed to run these pipelines.</p><p>See more <a href=https://github.com/apache/beam/tree/master/sdks/python/ [...]
<a class=copy type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Copy to clipboard"><img src=/images/copy-icon.svg></a><div class=highlight><pre class=chroma><code class=language-py data-lang=py><span class=kn>import</span> <span class=nn>apache_beam</span> <span class=kn>as</span> <span class=nn>beam</span>
<span class=kn>import</span> <span class=nn>numpy</span>
diff --git a/website/generated-content/documentation/transforms/python/elementwise/tostring/index.html b/website/generated-content/documentation/transforms/python/elementwise/tostring/index.html
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function blockScroll(){$("body").toggleClass("fixedPosition");}
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Transforms every element in an input collection to a string.</p><h2 id=examples>Examples</h2><p>Any non-string element can be converted to a string using standard Python functions and methods.
Many I/O transforms, such as
<a href=https://beam.apache.org/releases/pydoc/current/apache_beam.io.textio.html#apache_beam.io.textio.WriteToText><code>textio.WriteToText</code></a>,
diff --git a/website/generated-content/documentation/transforms/python/elementwise/values/index.html b/website/generated-content/documentation/transforms/python/elementwise/values/index.html
index 92af06c9926..fdf6e0644da 100644
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
Pydoc</a></td></table><p><br><br><br></p><p>Takes a collection of key-value pairs, and returns the value of each element.</p><h2 id=example>Example</h2><p>In the following example, we create a pipeline with a <code>PCollection</code> of key-value pairs.
Then, we apply <code>Values</code> to extract the values and discard the keys.</p><div class="language-py snippet"><div class="notebook-skip code-snippet"><a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bottom title="Run code" href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/documentation/transforms/python/elementwise/values-py.ipynb><img src=/images/run-icon.svg></a>
<a target=_blank type=button data-bs-toggle=tooltip data-bs-placement=bottom title="View source code" href=https://github.com/apache/beam/blob/master/sdks/python/apache_beam/examples/snippets/transforms/elementwise/values.py><img src=/images/code-icon.svg></a>
diff --git a/website/generated-content/documentation/transforms/python/elementwise/withkeys/index.html b/website/generated-content/documentation/transforms/python/elementwise/withkeys/index.html
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+function openMenu(){addPlaceholder();blockScroll();}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Documentation</span></li><li><a href=/documentation>Using the Documentation</a></li><li class=section-nav-item--collapsible><span class=section-nav-lis [...]
<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
\ No newline at end of file
diff --git a/website/generated-content/documentation/transforms/python/elementwise/withtimestamps/index.html b/website/generated-content/documentation/transforms/python/elementwise/withtimestamps/index.html
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When windowing and late data play an important role in streaming pipelines, timestamps are especially useful.</p><h3 id=example-1-timestamp-by-event-time>Example 1: Timestamp by event time</h3><p>The elements themselves often already contain a timestamp field.
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<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
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Pydoc</a></table><br><br><p>Adds a temporary random key to each element in a collection, reshuffles
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<a href=https://www.apache.org>The Apache Software Foundation</a>
| <a href=/privacy_policy>Privacy Policy</a>
| <a href=/feed.xml>RSS Feed</a><br><br>Apache Beam, Apache, Beam, the Beam logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.</div></div><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col--group><div class=footer__cols__col__logo><a href=https://github.com/apache/beam><im [...]
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outputs all resulting elements.</td></tr><tr><td><a href=/documentation/transforms/python/elementwise/keys>Keys</a></td><td>Extracts the key from each element in a collection of key-value pairs.</td></tr><tr><td><a href=/documentation/transforms/python/elementwise/kvswap>KvSwap</a></td><td>Swaps the key and value of each element in a collection of key-value pairs.</td></tr><tr><td><a href=/documentation/transforms/python/elementwise/map>Map</a></td><td>Applies a function to every element [...]
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