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new fe5e312a21e Publishing website 2026/07/07 18:20:43 at commit d1c1a68
fe5e312a21e is described below
commit fe5e312a21e495090eb279e0bf217ae72a8a8114
Author: runner <runner@main-runner-2404-9kmqn-szjkv>
AuthorDate: Tue Jul 7 18:20:43 2026 +0000
Publishing website 2026/07/07 18:20:43 at commit d1c1a68
---
website/generated-content/performance/index.html | 2 +-
.../index.html | 22 ++++++++++++----------
.../mltransform-image-embedding-cpu/index.xml | 1 +
.../index.html | 22 ++++++++++++----------
.../mltransform-image-embedding-gpu/index.xml | 1 +
.../{ => mltransform-text-embedding}/index.html | 20 ++++++++++----------
.../mltransform-text-embedding/index.xml | 1 +
website/generated-content/sitemap.xml | 2 +-
8 files changed, 39 insertions(+), 32 deletions(-)
diff --git a/website/generated-content/performance/index.html
b/website/generated-content/performance/index.html
index 25605c74969..d0a872a0606 100644
--- a/website/generated-content/performance/index.html
+++ b/website/generated-content/performance/index.html
@@ -40,7 +40,7 @@ various IOs.</p><h1 id=available-metrics>Available
Metrics</h1><p>Various metric
<a href=/documentation/programming-guide/#metrics>Metrics API</a>
from a pipeline Job running on <a
href=/documentation/runners/dataflow/>Dataflow</a>.</p><p>See the <a
href=/performance/glossary>glossary</a> for a list of the metrics and their
definition.</p><h1 id=measured-beam-java-ios>Measured Beam Java IOs</h1><p>See
the following pages for performance measures recorded when reading from and
-writing to various Beam IOs.</p><ul><li><a
href=/performance/bigquery>BigQuery</a></li><li><a
href=/performance/bigtable>BigTable</a></li><li><a
href=/performance/textio>TextIO</a></li></ul><h1
id=measured-beam-python-ml-pipelines>Measured Beam Python ML
Pipelines</h1><p>See the following pages for performance measures recorded when
running various Beam ML pipelines.</p><h2 id=streaming>Streaming</h2><ul><li><a
href=/performance/pytorchbertsentimentstreaming>PyTorch Sentiment Analysis St
[...]
+writing to various Beam IOs.</p><ul><li><a
href=/performance/bigquery>BigQuery</a></li><li><a
href=/performance/bigtable>BigTable</a></li><li><a
href=/performance/textio>TextIO</a></li></ul><h1
id=measured-beam-python-ml-pipelines>Measured Beam Python ML
Pipelines</h1><p>See the following pages for performance measures recorded when
running various Beam ML pipelines.</p><h2 id=streaming>Streaming</h2><ul><li><a
href=/performance/pytorchbertsentimentstreaming>PyTorch Sentiment Analysis St
[...]
<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/performance/index.html
b/website/generated-content/performance/mltransform-image-embedding-cpu/index.html
similarity index 55%
copy from website/generated-content/performance/index.html
copy to
website/generated-content/performance/mltransform-image-embedding-cpu/index.html
index 25605c74969..d0cb13cf0df 100644
--- a/website/generated-content/performance/index.html
+++
b/website/generated-content/performance/mltransform-image-embedding-cpu/index.html
@@ -1,4 +1,4 @@
-<!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>Beam IO
Performance</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 Sp [...]
+<!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>MLTransform Image Embedding
CPU Performance</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 Patte [...]
<script type=text/javascript
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src=/js/section-nav.min.1405fd5e70fab5f6c54037c269b1d137487d8f3d1b3009032525f6db3fbce991.js
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defer></script>
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href=/feed.xml><link rel=canonical href=/performance/ data-proofer-ignore><link
rel="shortcut icon" type=image/x-icon href=/images/favicon.ico><link
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[...]
+<link rel=alternate type=application/rss+xml title="Apache Beam"
href=/feed.xml><link rel=canonical
href=/performance/mltransform-image-embedding-cpu/ data-proofer-ignore><link
rel="shortcut icon" type=image/x-icon href=/images/favicon.ico><link
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class=body data-spy=scroll data-target=.page-nav data-offset=0><nav
class="navigation-bar-mobile header navbar navbar-fixed-top"><div class [...]
<a class=navbar-link href=/get-started/>Get Started</a>
<a class=navbar-link href=/documentation/>Documentation</a>
@@ -20,7 +20,7 @@
<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
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t,n="012923275103528129024:4emlchv9wzi",e=document.createElement("script");e.type="text/javascript",e.async=!0,e.src="https://cse.google.com/cse.js?cx="+n,t=document.getElementsByTagName("script")[0],t.parentNode.insertBefore(e,t)})()</script><gcse:search></gcse:search></div></li><li><a
class=navbar-link href=/about>About</a></li><li><a class=navbar-link
href=/get-start [...]
+<span class=icon-bar></span></button><ul class="nav navbar-nav"><li><div
class=searchBar-mobile><script>(function(){var
t,n="012923275103528129024:4emlchv9wzi",e=document.createElement("script");e.type="text/javascript",e.async=!0,e.src="https://cse.google.com/cse.js?cx="+n,t=document.getElementsByTagName("script")[0],t.parentNode.insertBefore(e,t)})()</script><gcse:search></gcse:search></div></li><li><a
class=navbar-link href=/about>About</a></li><li><a class=navbar-link
href=/get-start [...]
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"
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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
@@ -28,19 +28,21 @@
<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
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href=https://github.com/apache/beam/edit/master/website/www/site/content/en/perfo
[...]
+<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"
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href=https://github.com/apache/beam/edit/master/website/www/site/content/en/perfo
[...]
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"
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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=
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class=header-push></div><div class="top-banners swiper"><div
class=swiper-wrapper><div class=swiper-slide><a
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Beam"></a></div><div class=swiper-slide><a
href=https://beam.apache.org/documentation/ml/overview/><img
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e,t=document.querySelector(".searchBar");t.classList.add("disappear"),e=document.querySelector("#iconsBar"),e.classList.remove("disappear")}function
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-various IOs.</p><h1 id=available-metrics>Available Metrics</h1><p>Various
metrics were gathered using the Beam SDK
-<a href=/documentation/programming-guide/#metrics>Metrics API</a>
-from a pipeline Job running on <a
href=/documentation/runners/dataflow/>Dataflow</a>.</p><p>See the <a
href=/performance/glossary>glossary</a> for a list of the metrics and their
-definition.</p><h1 id=measured-beam-java-ios>Measured Beam Java IOs</h1><p>See
the following pages for performance measures recorded when reading from and
-writing to various Beam IOs.</p><ul><li><a
href=/performance/bigquery>BigQuery</a></li><li><a
href=/performance/bigtable>BigTable</a></li><li><a
href=/performance/textio>TextIO</a></li></ul><h1
id=measured-beam-python-ml-pipelines>Measured Beam Python ML
Pipelines</h1><p>See the following pages for performance measures recorded when
running various Beam ML pipelines.</p><h2 id=streaming>Streaming</h2><ul><li><a
href=/performance/pytorchbertsentimentstreaming>PyTorch Sentiment Analysis St
[...]
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+<strong>Accelerator</strong>: CPU with Dataflow Prime right-fitting (16 GB min
RAM)
+<strong>Host</strong>: Dataflow Prime with throughput-based
autoscaling</p><p>This batch pipeline reads image URIs from GCS, decodes images
with Pillow,
+generates image embeddings through <code>MLTransform</code> with
+<code>SentenceTransformerEmbeddings(image_model=True)</code>, and writes
results to
+BigQuery using batch file loads.</p><p>See the <a
href=/performance/glossary>glossary</a> for definitions.</p><p>Full pipeline
implementation is available
+<a
href=https://github.com/apache/beam/blob/master/sdks/python/apache_beam/examples/ml_transform/mltransform_image_embedding.py>here</a>.</p><h2
id=what-is-the-estimated-cost-to-run-the-pipeline>What is the estimated cost
to run the pipeline?</h2><div><h4>RunTime and EstimatedCost</h4><div
class=performance><img
src=/images/performance/looks/111/dxnGs2xD2vNH4Y6HbFMDd5Hc2d5cqVWc.png
alt="RunTime and EstimatedCost" loading=lazy></div></div><h2
id=how-has-various-metrics-changed-when-runnin [...]
+for the Tesla T4 GPU variant of this pipeline.</p><div class=feedback><p
class=update>Last updated on 2026/07/07</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="https://docs.google.com/forms/d/e/1FAIpQLSfID7abne3GE6k6RdJIyZhPz2Gef7UkpggUEhTIDjjplHuxSA/viewform?usp=header_link";
target=_blank>SEND FEEDBACK</a></button></div></div>< [...]
<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/performance/mltransform-image-embedding-cpu/index.xml
b/website/generated-content/performance/mltransform-image-embedding-cpu/index.xml
new file mode 100644
index 00000000000..d90bb74a048
--- /dev/null
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b/website/generated-content/performance/mltransform-image-embedding-cpu/index.xml
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\ No newline at end of file
diff --git a/website/generated-content/performance/index.html
b/website/generated-content/performance/mltransform-image-embedding-gpu/index.html
similarity index 55%
copy from website/generated-content/performance/index.html
copy to
website/generated-content/performance/mltransform-image-embedding-gpu/index.html
index 25605c74969..8a006eadd74 100644
--- a/website/generated-content/performance/index.html
+++
b/website/generated-content/performance/mltransform-image-embedding-gpu/index.html
@@ -1,4 +1,4 @@
-<!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>Beam IO
Performance</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 Sp [...]
+<!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>MLTransform Image Embedding
GPU Performance</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 Patte [...]
<script type=text/javascript
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[...]
+<link rel=alternate type=application/rss+xml title="Apache Beam"
href=/feed.xml><link rel=canonical
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class=body data-spy=scroll data-target=.page-nav data-offset=0><nav
class="navigation-bar-mobile header navbar navbar-fixed-top"><div class [...]
<a class=navbar-link href=/get-started/>Get Started</a>
<a class=navbar-link href=/documentation/>Documentation</a>
@@ -20,7 +20,7 @@
<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
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-various IOs.</p><h1 id=available-metrics>Available Metrics</h1><p>Various
metrics were gathered using the Beam SDK
-<a href=/documentation/programming-guide/#metrics>Metrics API</a>
-from a pipeline Job running on <a
href=/documentation/runners/dataflow/>Dataflow</a>.</p><p>See the <a
href=/performance/glossary>glossary</a> for a list of the metrics and their
-definition.</p><h1 id=measured-beam-java-ios>Measured Beam Java IOs</h1><p>See
the following pages for performance measures recorded when reading from and
-writing to various Beam IOs.</p><ul><li><a
href=/performance/bigquery>BigQuery</a></li><li><a
href=/performance/bigtable>BigTable</a></li><li><a
href=/performance/textio>TextIO</a></li></ul><h1
id=measured-beam-python-ml-pipelines>Measured Beam Python ML
Pipelines</h1><p>See the following pages for performance measures recorded when
running various Beam ML pipelines.</p><h2 id=streaming>Streaming</h2><ul><li><a
href=/performance/pytorchbertsentimentstreaming>PyTorch Sentiment Analysis St
[...]
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+<strong>Accelerator</strong>: NVIDIA Tesla T4 GPU
+<strong>Host</strong>: Dataflow Prime with throughput-based
autoscaling</p><p>This batch pipeline reads image URIs from GCS, decodes images
with Pillow,
+generates image embeddings through <code>MLTransform</code> with
+<code>SentenceTransformerEmbeddings(image_model=True)</code>, and writes
results to
+BigQuery using batch file loads.</p><p>See the <a
href=/performance/glossary>glossary</a> for definitions.</p><p>Full pipeline
implementation is available
+<a
href=https://github.com/apache/beam/blob/master/sdks/python/apache_beam/examples/ml_transform/mltransform_image_embedding.py>here</a>.</p><h2
id=what-is-the-estimated-cost-to-run-the-pipeline>What is the estimated cost
to run the pipeline?</h2><div><h4>RunTime and EstimatedCost</h4><div
class=performance><img
src=/images/performance/looks/110/zQZzvdcy3srprGq5qxqmRRN4GRHpdRDX.png
alt="RunTime and EstimatedCost" loading=lazy></div></div><h2
id=how-has-various-metrics-changed-when-runnin [...]
+for the CPU right-fitting variant of this pipeline.</p><div class=feedback><p
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+<!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>MLTransform Text Embedding
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-various IOs.</p><h1 id=available-metrics>Available Metrics</h1><p>Various
metrics were gathered using the Beam SDK
-<a href=/documentation/programming-guide/#metrics>Metrics API</a>
-from a pipeline Job running on <a
href=/documentation/runners/dataflow/>Dataflow</a>.</p><p>See the <a
href=/performance/glossary>glossary</a> for a list of the metrics and their
-definition.</p><h1 id=measured-beam-java-ios>Measured Beam Java IOs</h1><p>See
the following pages for performance measures recorded when reading from and
-writing to various Beam IOs.</p><ul><li><a
href=/performance/bigquery>BigQuery</a></li><li><a
href=/performance/bigtable>BigTable</a></li><li><a
href=/performance/textio>TextIO</a></li></ul><h1
id=measured-beam-python-ml-pipelines>Measured Beam Python ML
Pipelines</h1><p>See the following pages for performance measures recorded when
running various Beam ML pipelines.</p><h2 id=streaming>Streaming</h2><ul><li><a
href=/performance/pytorchbertsentimentstreaming>PyTorch Sentiment Analysis St
[...]
+<script>function showSearch(){addPlaceholder();var
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+<strong>Accelerator</strong>: CPU only
+<strong>Host</strong>: 10 × n1-standard-4 (4 vCPUs, 15 GB RAM)</p><p>This
batch pipeline reads text lines from GCS, generates sentence embeddings
+through <code>MLTransform</code> with
<code>SentenceTransformerEmbeddings</code>, and writes JSONL
+results to GCS.</p><p>See the <a href=/performance/glossary>glossary</a> for
definitions.</p><p>Full pipeline implementation is available
+<a
href=https://github.com/apache/beam/blob/master/sdks/python/apache_beam/examples/ml_transform/mltransform_text_embedding.py>here</a>.</p><h2
id=what-is-the-estimated-cost-to-run-the-pipeline>What is the estimated cost
to run the pipeline?</h2><div><h4>RunTime and EstimatedCost</h4><div
class=performance><img
src=/images/performance/looks/109/wm4mr82Q6MGcJZbvQF32MQB6vYMh3pBM.png
alt="RunTime and EstimatedCost" loading=lazy></div></div><h2
id=how-has-various-metrics-changed-when-running [...]
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Foundation.</div></div><div class="footer__cols__col
footer__cols__col__logos"><div class=footer__cols__col--group><div
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