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     new 240bf9f3599 Publishing website 2022/08/18 16:15:34 at commit 75eb0b1
240bf9f3599 is described below

commit 240bf9f359957d1a49eaf7400d4340800aaa393e
Author: jenkins <[email protected]>
AuthorDate: Thu Aug 18 16:15:35 2022 +0000

    Publishing website 2022/08/18 16:15:34 at commit 75eb0b1
---
 website/generated-content/contribute/index.html                     | 4 ++--
 .../documentation/sdks/python-machine-learning/index.html           | 6 +++---
 website/generated-content/sitemap.xml                               | 2 +-
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/website/generated-content/contribute/index.html 
b/website/generated-content/contribute/index.html
index acb107f37a8..2419afa6539 100644
--- a/website/generated-content/contribute/index.html
+++ b/website/generated-content/contribute/index.html
@@ -19,10 +19,10 @@
 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>Contribute</span></li><li><a 
href=/contribute/get-started-contributing>Code contribution 
guide</a></li><li><a href=/contribute/get-help/>Get help</a></ [...]
+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>Contribute</span></li><li><a 
href=/contribute/get-started-contributing>Code contribution 
guide</a></li><li><a href=/contribute/get-help/>Get help</a></ [...]
 <span><a 
href=/contribute/attributes/#knows-upholds-and-reinforces-the-beam-communitys-practices>Learn
 more.</a></span></div></div><div class=traits-item><div 
class=traits-item-icon><svg xmlns="http://www.w3.org/2000/svg"; width="112" 
height="113" fill="none" viewBox="0 0 112 113"><path fill="#ffe5d9" d="M56 
112.909c30.928.0 56-25.072 56-56s-25.072-56-56-56-56 25.072-56 56 25.072 56 56 
56z"/><path fill="#ff570b" fill-rule="evenodd" d="M66.616 56.598c-5.523.0-10 
4.477-10 10v3.097c0 5.523 4 [...]
 <span><a 
href=/contribute/attributes#knows-upholds-and-reinforces-the-apache-software-foundation-code-of-conduct>Learn
 more.</a></span></div></div><div class=traits-item><div 
class=traits-item-icon><svg width="112" height="113" viewBox="0 0 112 113" 
fill="none" xmlns="http://www.w3.org/2000/svg";><path d="M56 112.445C86.9279 
112.445 112 87.3732 112 56.4453 112 25.5174 86.9279.445312 56 .445312 
25.0721.445312.0 25.5174.0 56.4453.0 87.3732 25.0721 112.445 56 112.445z" 
fill="#ffe5d9"/><path  [...]
-<span><a 
href=/contribute/attributes#knows-upholds-and-reinforces-the-responsibilities-of-an-apache-software-foundation-committer>Learn
 more.</a></span></div></div></div><h2 
id=become-a-project-management-committee-pmc-member>Become a Project Management 
Committee (PMC) Member</h2><p>The PMC is the official managing body of the 
project as per the Apache Software Foundation governance model: “The Apache 
Way”. PMC members vote to set Apache Beam’s community and technical direction 
and are d [...]
+<span><a 
href=/contribute/attributes#knows-upholds-and-reinforces-the-responsibilities-of-an-apache-software-foundation-committer>Learn
 more.</a></span></div></div></div><h2 
id=become-a-project-management-committee-pmc-member>Become a Project Management 
Committee (PMC) Member</h2><p>The PMC is the official managing body of the 
project as per the Apache Software Foundation governance model: “The Apache 
Way”. PMC members vote to set Apache Beam’s community and technical direction 
and are d [...]
 <a href=http://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/sdks/python-machine-learning/index.html
 
b/website/generated-content/documentation/sdks/python-machine-learning/index.html
index baaaa2a5c09..08e2271d898 100644
--- 
a/website/generated-content/documentation/sdks/python-machine-learning/index.html
+++ 
b/website/generated-content/documentation/sdks/python-machine-learning/index.html
@@ -20,7 +20,7 @@ function 
addPlaceholder(){$('input:text').attr('placeholder',"What are you looki
 function endSearch(){var 
search=document.querySelector(".searchBar");search.classList.add("disappear");var
 icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
 function blockScroll(){$("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>Languages</span></li><li><span 
class=section-nav-list-title>Java</span><ul class=section-nav-list><li><a 
href=/documentation/sdks/java/>Java SDK overvi [...]
-Pydoc</a></td></table><p><br><br><br></p><p>You can use Apache Beam with the 
RunInference API to use machine learning (ML) models to do local and remote 
inference with batch and streaming pipelines. Starting with Apache Beam 2.40.0, 
PyTorch and Scikit-learn frameworks are supported. You can create multiple 
types of transforms using the RunInference API: the API takes multiple types of 
setup parameters from model handlers, and the parameter type determines the 
model implementation.</p><h2 [...]
+Pydoc</a></td></table><p><br><br><br></p><p>You can use Apache Beam with the 
RunInference API to use machine learning (ML) models to do local and remote 
inference with batch and streaming pipelines. Starting with Apache Beam 2.40.0, 
PyTorch and Scikit-learn frameworks are supported. You can create multiple 
types of transforms using the RunInference API: the API takes multiple types of 
setup parameters from model handlers, and the parameter type determines the 
model implementation.</p><h2 [...]
 <a 
href=https://github.com/apache/beam/blob/master/sdks/python/apache_beam/utils/shared.py#L20><code>Shared</code>
 class documentation</a>.</p><h3 id=multi-model-pipelines>Multi-model 
pipelines</h3><p>The RunInference API can be composed into multi-model 
pipelines. Multi-model pipelines can be useful for A/B testing or for building 
out ensembles that are comprised of models that perform tokenization, sentence 
segmentation, part-of-speech tagging, named entity extraction, language detecti 
[...]
 with pipeline as p:
    predictions = ( p |  'Read' &gt;&gt; beam.ReadFromSource('a_source')
@@ -29,7 +29,7 @@ with pipeline as p:
 from apache_beam.ml.inference.sklearn_inference import 
SklearnModelHandlerPandas
 from apache_beam.ml.inference.pytorch_inference import 
PytorchModelHandlerTensor
 from apache_beam.ml.inference.pytorch_inference import 
PytorchModelHandlerKeyedTensor
-</code></pre><h3 id=use-pre-trained-models>Use pre-trained models</h3><p>The 
section provides requirements for using pre-trained models with PyTorch and 
Scikit-learn</p><h4 id=pytorch>PyTorch</h4><p>You need to provide a path to a 
file that contains the model saved weights. This path must be accessible by the 
pipeline. To use pre-trained models with the RunInference API and the PyTorch 
framework, complete the following steps:</p><ol><li>Download the pre-trained 
weights and host them in a [...]
+</code></pre><h3 id=use-pre-trained-models>Use pre-trained models</h3><p>The 
section provides requirements for using pre-trained models with PyTorch and 
Scikit-learn</p><h4 id=pytorch>PyTorch</h4><p>You need to provide a path to a 
file that contains the model&rsquo;s saved weights. This path must be 
accessible by the pipeline. To use pre-trained models with the RunInference API 
and the PyTorch framework, complete the following steps:</p><ol><li>Download 
the pre-trained weights and host t [...]
 <code>model_uri=&lt;path_to_pickled_file></code> and <code>model_file_type: 
&lt;ModelFileType></code>, where you can specify
 <code>ModelFileType.PICKLE</code> or <code>ModelFileType.JOBLIB</code>, 
depending on how the model was serialized.</li></ol><h3 
id=use-multiple-models>Use multiple models</h3><p>You can also use the 
RunInference transform to add multiple inference models to your 
pipeline.</p><h4 id=ab-pattern>A/B Pattern</h4><pre><code>with pipeline as p:
    data = p | 'Read' &gt;&gt; beam.ReadFromSource('a_source')
@@ -66,7 +66,7 @@ with pipeline as p:
                 | 'ProcessOutput' &gt;&gt; beam.ParDo(PostProcessor()))
 </code></pre><p>If you need to use this object explicitly, include the 
following line in your pipeline to import the object:</p><pre><code>from 
apache_beam.ml.inference.base import PredictionResult
 </code></pre><p>For more information, see the <a 
href=https://github.com/apache/beam/blob/master/sdks/python/apache_beam/ml/inference/base.py#L65><code>PredictionResult</code>
 documentation</a>.</p><h2 id=run-a-machine-learning-pipeline>Run a machine 
learning pipeline</h2><p>For detailed instructions explaining how to build and 
run a pipeline that uses ML models, see the
-<a 
href=https://github.com/apache/beam/tree/master/sdks/python/apache_beam/examples/inference>Example
 RunInference API pipelines</a> on GitHub.</p><h2 id=beam-java-sdk-support>Beam 
Java SDK support</h2><p>RunInference API is available to Beam Java SDK 2.41.0 
and later through Apache Beam <a 
href=https://beam.apache.org/documentation/programming-guide/#multi-language-pipelines>Multi-language
 Pipelines framework</a>. Please see <a 
href=https://github.com/apache/beam/blob/master/sdks/java/e [...]
+<a 
href=https://github.com/apache/beam/tree/master/sdks/python/apache_beam/examples/inference>Example
 RunInference API pipelines</a> on GitHub.</p><h2 id=beam-java-sdk-support>Beam 
Java SDK support</h2><p>RunInference API is available to Beam Java SDK 2.41.0 
and later through Apache Beam&rsquo;s <a 
href=https://beam.apache.org/documentation/programming-guide/#multi-language-pipelines>Multi-language
 Pipelines framework</a>. Please see <a 
href=https://github.com/apache/beam/blob/master/sdk [...]
 <a 
href=/documentation/sdks/python-machine-learning/#batchelements-ptransform>BatchElements
 PTransforms</a>. For an example, see our <a 
href=https://github.com/apache/beam/blob/master/sdks/python/apache_beam/examples/inference/pytorch_language_modeling.py>language
 modeling example</a>.</p><h2 id=related-links>Related links</h2><ul><li><a 
href=/documentation/transforms/python/elementwise/runinference>RunInference 
transforms</a></li><li><a href=https://github.com/apache/beam/tree/master/sd 
[...]
 Pydoc</a></td></table><p><br><br><br></p></div></div><footer class=footer><div 
class=footer__contained><div class=footer__cols><div class="footer__cols__col 
footer__cols__col__logos"><div class=footer__cols__col__logo><img 
src=/images/beam_logo_circle.svg class=footer__logo alt="Beam logo"></div><div 
class=footer__cols__col__logo><img src=/images/apache_logo_circle.svg 
class=footer__logo alt="Apache logo"></div></div><div class=footer-wrapper><div 
class=wrapper-grid><div class=footer__co [...]
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diff --git a/website/generated-content/sitemap.xml 
b/website/generated-content/sitemap.xml
index ce507870232..babe8bdfd75 100644
--- a/website/generated-content/sitemap.xml
+++ b/website/generated-content/sitemap.xml
@@ -1 +1 @@
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xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"; 
xmlns:xhtml="http://www.w3.org/1999/xhtml";><url><loc>/case-studies/intuit/</loc><lastmod>2022-08-18T01:27:08+06:00</lastmod></url><url><loc>/blog/go-2.40/</loc><lastmod>2022-07-06T14:03:32-04:00</lastmod></url><url><loc>/categories/blog/</loc><lastmod>2022-07-06T14:03:32-04:00</lastmod></url><url><loc>/blog/</loc><lastmod>2022-07-06T14:03:32-04:00</lastmod></url><url><loc>/c
 [...]
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xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"; 
xmlns:xhtml="http://www.w3.org/1999/xhtml";><url><loc>/case-studies/intuit/</loc><lastmod>2022-08-18T01:27:08+06:00</lastmod></url><url><loc>/blog/go-2.40/</loc><lastmod>2022-07-06T14:03:32-04:00</lastmod></url><url><loc>/categories/blog/</loc><lastmod>2022-07-06T14:03:32-04:00</lastmod></url><url><loc>/blog/</loc><lastmod>2022-07-06T14:03:32-04:00</lastmod></url><url><loc>/c
 [...]
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