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    from 2f93d8bc199 fix: cover bigquery datetime fraction 1 to 6 or absent 
(#32146)
     add 780eef98083 Replace StateTag.StateBinder to top level StateBinder in 
SparkStateInternals (#31798)
     add ab4ada4ff40 Skip most bigtableIO write error handling test on Dataflow 
runner (#32048)
     add 29de91383f3 Bump cloud.google.com/go/bigtable from 1.28.0 to 1.29.0 in 
/sdks (#32151)
     add f4e43148118 Bump cloud.google.com/go/pubsub from 1.40.0 to 1.41.0 in 
/sdks (#32149)
     add 8b6f37b2874 Fix broken Beam Quest URL in README.md (#32145)
     add 2ce0ee34470 Added insertion and enrichment pipeline (#31657)
     add 9aaf7e41dec fix link (#32156)
     add edf4c4f5f19 Bump golang.org/x/sys from 0.23.0 to 0.24.0 in /sdks 
(#32150)
     add df106091290 Update names.py with container image tag (#32160)
     add 74668038c02 Support withFormatRecordOnFailureFunction() for BigQuery 
STORAGE_WRITE_API and STORAGE_API_AT_LEAST_ONCE methods (#31659)

No new revisions were added by this update.

Summary of changes:
 ...beam_PostCommit_Java_ValidatesRunner_Spark.json |    3 +-
 ...a_ValidatesRunner_SparkStructuredStreaming.json |    3 +-
 ...stCommit_Java_ValidatesRunner_Spark_Java11.json |    3 +-
 CHANGES.md                                         |    1 +
 README.md                                          |    2 +-
 .../beam-ml/rag_usecase/beam_rag_notebook.ipynb    | 1795 ++++++++++++++++++++
 .../beam-ml/rag_usecase/chunks_generation.py       |  129 ++
 .../beam-ml/rag_usecase/redis_connector.py         |  349 ++++
 .../beam-ml/rag_usecase/redis_enrichment.py        |  110 ++
 .../org/apache/beam/runners/core/StateTag.java     |    5 +-
 runners/google-cloud-dataflow-java/build.gradle    |   17 +-
 .../spark/stateful/SparkStateInternals.java        |  108 +-
 sdks/go.mod                                        |   26 +-
 sdks/go.sum                                        |   60 +-
 .../beam/sdk/io/gcp/bigquery/BigQueryIO.java       |   18 +-
 .../sdk/io/gcp/bigquery/SplittingIterable.java     |   18 +-
 .../io/gcp/bigquery/StorageApiConvertMessages.java |    8 +-
 .../bigquery/StorageApiDynamicDestinations.java    |    2 +-
 .../StorageApiDynamicDestinationsBeamRow.java      |   16 +-
 ...StorageApiDynamicDestinationsGenericRecord.java |   20 +-
 .../StorageApiDynamicDestinationsProto.java        |   31 +-
 .../StorageApiDynamicDestinationsTableRow.java     |   16 +-
 .../io/gcp/bigquery/StorageApiWritePayload.java    |   22 +-
 .../bigquery/StorageApiWriteUnshardedRecords.java  |   65 +-
 .../bigquery/StorageApiWritesShardedRecords.java   |   26 +-
 .../sdk/io/gcp/bigquery/BigQueryIOWriteTest.java   |  336 +++-
 .../apache_beam/runners/dataflow/internal/names.py |    2 +-
 27 files changed, 3028 insertions(+), 163 deletions(-)
 create mode 100644 
examples/notebooks/beam-ml/rag_usecase/beam_rag_notebook.ipynb
 create mode 100644 examples/notebooks/beam-ml/rag_usecase/chunks_generation.py
 create mode 100644 examples/notebooks/beam-ml/rag_usecase/redis_connector.py
 create mode 100644 examples/notebooks/beam-ml/rag_usecase/redis_enrichment.py

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