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new 95b6b595c54 Publishing website 2022/08/08 16:15:34 at commit 1f2186d
95b6b595c54 is described below
commit 95b6b595c544f112ae3bf6da95fbd212693b21d7
Author: jenkins <bui...@apache.org>
AuthorDate: Mon Aug 8 16:15:34 2022 +0000
Publishing website 2022/08/08 16:15:34 at commit 1f2186d
---
.../documentation/sdks/python-machine-learning/index.html | 6 ++++--
website/generated-content/sitemap.xml | 2 +-
2 files changed, 5 insertions(+), 3 deletions(-)
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 e4a034004cd..1994e5d99bb 100644
---
a/website/generated-content/documentation/sdks/python-machine-learning/index.html
+++
b/website/generated-content/documentation/sdks/python-machine-learning/index.html
@@ -19,7 +19,8 @@
function addPlaceholder(){$('input:text').attr('placeholder',"What are you
looking for?");}
function endSearch(){var
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icons=document.querySelector("#iconsBar");icons.classList.remove("disappear");}
function blockScroll(){$("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 [...]
+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
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+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' >> beam.ReadFromSource('a_source')
@@ -66,7 +67,8 @@ with pipeline as p:
</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=/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
[...]
+<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 [...]
<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/sitemap.xml
b/website/generated-content/sitemap.xml
index a72a6d0ef52..b5fe9872d2d 100644
--- a/website/generated-content/sitemap.xml
+++ b/website/generated-content/sitemap.xml
@@ -1 +1 @@
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[...]
\ No newline at end of file
