damccorm commented on code in PR #25083:
URL: https://github.com/apache/beam/pull/25083#discussion_r1085485321


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website/www/site/layouts/partials/section-menu/en/documentation.html:
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@@ -1,13 +1,13 @@
 {{/*
- Licensed under the Apache License, Version 2.0 (the "License");
- you may not use this file except in compliance with the License.
- You may obtain a copy of the License at
-   http://www.apache.org/licenses/LICENSE-2.0
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License. See accompanying LICENSE file.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License. See accompanying LICENSE file.

Review Comment:
   Could you please undo these indentation changes (they look accidental)?



##########
website/www/site/content/en/documentation/ml/overview.md:
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@@ -90,4 +90,5 @@ You can find examples of end-to-end AI/ML pipelines for 
several use cases:
 * [Multi model pipelines in Beam](/documentation/ml/multi-model-pipelines): 
Explains how multi-model pipelines work and gives an overview of what you need 
to know to build one using the RunInference API.
 * [Online Clustering in Beam](/documentation/ml/online-clustering): 
Demonstrates how to set up a real-time clustering pipeline that can read text 
from Pub/Sub, convert the text into an embedding using a transformer-based 
language model with the RunInference API, and cluster the text using BIRCH with 
stateful processing.
 * [Anomaly Detection in Beam](/documentation/ml/anomaly-detection): 
Demonstrates how to set up an anomaly detection pipeline that reads text from 
Pub/Sub in real time and then detects anomalies using a trained HDBSCAN 
clustering model with the RunInference API.
-* [Large Language Model Inference in 
Beam](/documentation/ml/large-language-modeling): Demonstrates a pipeline that 
uses RunInference to perform translation with the T5 language model which 
contains 11 billion parameters.
\ No newline at end of file
+* [Large Language Model Inference in 
Beam](/documentation/ml/large-language-modeling): Demonstrates a pipeline that 
uses RunInference to perform translation with the T5 language model which 
contains 11 billion parameters.
+* [Cross-language RunInference in 
Beam](/documentation/ml/multi-language-inference): Demonstrates a 
cross-language java pipeline that uses custom python transform to do 
preprocessing, postprocessing, and inference.

Review Comment:
   ```suggestion
   * [Cross-language RunInference in 
Beam](/documentation/ml/multi-language-inference): Demonstrates a 
cross-language java pipeline that uses a custom python transform to do 
preprocessing, postprocessing, and inference.
   ```



##########
website/www/site/layouts/partials/section-menu/en/documentation.html:
##########
@@ -1,13 +1,13 @@
 {{/*
- Licensed under the Apache License, Version 2.0 (the "License");
- you may not use this file except in compliance with the License.
- You may obtain a copy of the License at
-   http://www.apache.org/licenses/LICENSE-2.0
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License. See accompanying LICENSE file.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License. See accompanying LICENSE file.

Review Comment:
   Actually, could you just remove the non-content changes to this page? Looks 
like you may have had an autoformatter change things



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