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    omit 32d14374c69 Bump actions/upload-artifact from 2 to 3
     add 448184e80e6 MLTransform transform catalog snippets (#27709)
     add a46a35b52fc Replace synthetic field this$0 by explicit instance 
(#27868)
     add feb1cf73a09 Bump github.com/aws/aws-sdk-go-v2/credentials in /sdks 
(#28088)
     add 7a421c4356a [prism] support single external env pipelines. (#28083)
     add 6319d519c99 Loosen environment validation checks for RCs (#28100)
     add 01cd45390ba Pin hugging face docs (#28106)
     add 55638de40cd [BQ Python StorageWriteAPI] Enable writing rows with 
missing nullable fields (#28009)
     add c8afd9c2580 Bump google.golang.org/api from 0.137.0 to 0.138.0 in 
/sdks (#28056)
     add 6cae195d4ab Change GH Issue linked to ignored DICOM IT (#28097)
     add 99dfcef1427 Fix error condition checking (#28076)
     add cfd9662aebf Update `it` module. (#28113)
     add 395c4d15bb7 [Python] Get available python version and use it for 
Python SDK harness boot entry point  (#28046)
     add 8f65ba03f78 Bump github.com/proullon/ramsql from 0.0.1 to 0.1.1 in 
/sdks (#28089)
     add 50b087cb81e Bump github.com/google/uuid from 1.3.0 to 1.3.1 in /sdks 
(#28087)
     add 5ceed8eaf09 use google form for feedback (#28013)
     add 632f7d0800a Add integration tests to exercise large model (#28121)
     add 52275ebddf7 Add type hint to CounterCell (#27522)
     add b2d1c60dc77 is_service_runner now returns false  with 
dataflow_endpoint=localhost (#28128)
     add c5a9eef23a4 Bump github.com/aws/aws-sdk-go-v2/feature/s3/manager in 
/sdks (#28117)
     add 095cf278b4e Bump github.com/aws/aws-sdk-go-v2/config in /sdks (#28140)
     add 58ac71f5994 Update TF notebook example to auto-restart the runtime 
after dependency installation (#28132)
     add c5404a1c079 Bump github.com/aws/aws-sdk-go-v2/feature/s3/manager in 
/sdks (#28138)
     add 0c6ef7dd478 Pass BQ coder to underlying avro source (#28143)
     add 6bfb4693acf Bump cloud.google.com/go/spanner from 1.47.0 to 1.49.0 in 
/sdks (#28144)
     add 6ca4110e16d Always proxy RunInference with large models (#27989)
     add d93200dde1e Free disk space before running build_release_candidate 
(#28123)
     add 2abff20dbe1 Add Java Neo4j IO Direct job (#28090)
     new 43118b47925 Bump actions/upload-artifact from 2 to 3

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Summary of changes:
 .github/workflows/README.md                        |   1 +
 ...yml => beam_PreCommit_Java_Neo4j_IO_Direct.yml} |  26 +-
 .github/workflows/build_release_candidate.yml      |   2 +
 .../beam-ml/run_inference_tensorflow.ipynb         | 383 ++++++++++-----------
 .../it/cassandra/CassandraResourceManager.java     |  28 +-
 .../it/cassandra/CassandraResourceManagerTest.java |   3 +
 .../ElasticsearchResourceManager.java              |  27 +-
 .../ElasticsearchResourceManagerTest.java          |   3 +
 it/google-cloud-platform/build.gradle              |  13 +-
 .../org/apache/beam/it/gcp/IOLoadTestBase.java     |   2 +-
 .../java/org/apache/beam/it/gcp/LoadTestBase.java  |   6 +-
 .../beam/it/gcp/artifacts/ArtifactClient.java      |   8 +
 .../it/gcp/bigtable/BigtableResourceManager.java   |  54 ++-
 .../it/gcp/dataflow/DefaultPipelineLauncher.java   |  13 +-
 .../beam/it/gcp/datagenerator/DataGenerator.java   |   4 +-
 .../beam/it/gcp/datagenerator/package-info.java    |   1 +
 .../it/gcp/datastore/matchers/package-info.java    |   1 +
 .../apache/beam/it/gcp/kms/KMSResourceManager.java |   4 +-
 .../beam/it/gcp/pubsub/PubsubResourceManager.java  |   2 +
 .../beam/it/gcp/storage/GcsResourceManager.java    |   8 +-
 .../apache/beam/it/gcp/bigquery/BigQueryIOLT.java  |   6 +-
 .../gcp/bigquery/BigQueryResourceManagerTest.java  |   3 +-
 .../gcp/bigtable/BigtableResourceManagerTest.java  |  47 +--
 .../it/gcp/dataflow/ClassicTemplateClientTest.java |   2 +-
 .../gcp/dataflow/DefaultPipelineLauncherTest.java  |   2 +-
 .../it/gcp/dataflow/FlexTemplateClientTest.java    |   2 +-
 .../gcp/datastore/DatastoreResourceManagerIT.java  |   7 +-
 .../datastream/DatastreamResourceManagerTest.java  |   3 +-
 .../beam/it/gcp/kms/KMSResourceManagerIT.java      |   3 +-
 .../beam/it/gcp/kms/KMSResourceManagerTest.java    |   3 +-
 .../it/gcp/spanner/SpannerResourceManagerTest.java |  18 -
 .../apache/beam/it/gcp/storage/FileBasedIOLT.java  |   2 +-
 .../beam/it/jdbc/MSSQLResourceManagerTest.java     |   2 +
 .../beam/it/jdbc/MySQLResourceManagerTest.java     |   2 +
 .../beam/it/jdbc/OracleResourceManagerTest.java    |   2 +
 .../beam/it/jdbc/PostgresResourceManagerTest.java  |   2 +
 .../apache/beam/it/kafka/KafkaResourceManager.java |   3 +-
 .../java/org/apache/beam/it/kafka/KafkaIOLT.java   |   2 +-
 .../beam/it/kafka/KafkaResourceManagerTest.java    |   2 +
 .../it/mongodb/MongoDBResourceManagerTest.java     |   2 +
 .../beam/it/neo4j/Neo4jResourceManagerTest.java    |   2 +
 .../beam/it/splunk/conditions/package-info.java    |  22 +-
 .../beam/it/splunk/matchers/package-info.java      |  22 +-
 .../org/apache/beam/it/splunk/package-info.java    |  22 +-
 .../beam/it/splunk/SplunkResourceManagerTest.java  |   2 +
 .../it/splunk/SplunkResourceManagerUtilsTest.java  |   2 +-
 .../TestContainerResourceManager.java              |   7 +-
 .../TestContainerResourceManagerTest.java          |  11 +
 .../runners/spark/SparkNativePipelineVisitor.java  |   2 +-
 .../runners/spark/SparkRunnerDebuggerTest.java     |  41 +++
 sdks/go.mod                                        |  44 +--
 sdks/go.sum                                        |  99 +++---
 .../core/runtime/xlangx/expansionx/download.go     |  15 +-
 .../runtime/xlangx/expansionx/download_test.go     |  32 ++
 sdks/go/pkg/beam/runners/prism/internal/execute.go |  18 +-
 .../apache/beam/sdk/transforms/MapElements.java    |   4 +
 .../sdk/io/gcp/bigquery/BigQuerySourceBase.java    |  28 +-
 ...ueryStorageWriteApiSchemaTransformProvider.java |  46 ---
 .../sdk/io/gcp/bigquery/BigQueryIOReadTest.java    |  19 +
 .../gcp/bigquery/BigQueryIOStorageQueryTest.java   |  13 +
 ...StorageWriteApiSchemaTransformProviderTest.java |  67 ----
 .../beam/sdk/io/gcp/healthcare/DicomIOReadIT.java  |   2 +-
 .../apache/beam/sdk/io/neo4j/Neo4jTestUtil.java    |   3 +-
 .../inference/huggingface_language_modeling.py     |  12 +-
 .../inference/pytorch_language_modeling.py         |  10 +-
 .../inference/sklearn_mnist_classification.py      |  10 +-
 .../inference/tensorflow_mnist_classification.py   |  11 +-
 .../inference/xgboost_iris_classification.py       |  10 +-
 .../snippets/transforms/elementwise/mltransform.py | 121 +++++++
 .../transforms/elementwise/mltransform_test.py     |  90 +++++
 sdks/python/apache_beam/io/gcp/bigquery.py         |   4 +-
 sdks/python/apache_beam/io/gcp/bigquery_tools.py   |  27 +-
 .../apache_beam/io/gcp/bigquery_tools_test.py      |   5 +
 sdks/python/apache_beam/metrics/cells.py           |   7 +-
 sdks/python/apache_beam/ml/inference/base.py       |   7 +-
 .../ml/inference/huggingface_inference.py          |   4 +
 .../ml/inference/huggingface_inference_it_test.py  |  35 ++
 .../apache_beam/ml/inference/pytorch_inference.py  |   1 +
 .../ml/inference/pytorch_inference_it_test.py      |  35 ++
 .../ml/inference/sklearn_inference_it_test.py      |  32 ++
 .../ml/inference/tensorflow_inference_it_test.py   |  31 ++
 .../ml/inference/xgboost_inference_it_test.py      |  34 ++
 .../options/pipeline_options_validator.py          |  10 +-
 .../options/pipeline_options_validator_test.py     |  12 +-
 .../apache_beam/runners/worker/bundle_processor.py |  13 +-
 .../runners/worker/bundle_processor_test.py        |  20 ++
 sdks/python/container/boot.go                      |  13 +-
 sdks/python/container/piputil.go                   |  19 +-
 sdks/python/expansion-service-container/boot.go    |   9 +-
 sdks/python/tox.ini                                |   8 +-
 .../transforms/python/elementwise/mltransform.md   | 119 +++++++
 .../en/documentation/transforms/python/overview.md |   2 +
 website/www/site/layouts/partials/feedback.html    |   2 +-
 .../partials/section-menu/en/documentation.html    |   1 +
 94 files changed, 1339 insertions(+), 602 deletions(-)
 copy .github/workflows/{beam_PreCommit_Java_JDBC_IO_Direct.yml => 
beam_PreCommit_Java_Neo4j_IO_Direct.yml} (80%)
 create mode 100644 
sdks/python/apache_beam/examples/snippets/transforms/elementwise/mltransform.py
 create mode 100644 
sdks/python/apache_beam/examples/snippets/transforms/elementwise/mltransform_test.py
 create mode 100644 
website/www/site/content/en/documentation/transforms/python/elementwise/mltransform.md

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