Update apache-spark-rapids-gpu.md

Removing all instances of Azure for Apache Spark 3.1 and 3.2 runtime content as per leadership team. Any questions please contact [email protected]

Author: jeacla

articles/synapse-analytics/spark/apache-spark-rapids-gpu.md

@@ -23,11 +23,6 @@ spark.conf.set('spark.rapids.sql.enabled','true/false')
 > [!NOTE]
 > The Preview for Azure Synapse GPU-enabled pools has now been deprecated.
 
-> [!CAUTION]
-> Deprecation and disablement notification for GPUs on the Azure Synapse Runtime for Apache Spark 3.1 and 3.2
-> - The GPU accelerated preview is now deprecated on the [Apache Spark 3.2 (deprecated) runtime](../spark/apache-spark-32-runtime.md). Deprecated runtimes will not have bug and feature fixes. This runtime and the corresponding GPU accelerated preview on Spark 3.2 has been retired and disabled as of July 8, 2024.
-> - The GPU accelerated preview is now deprecated on the [Azure Synapse 3.1 (deprecated) runtime](../spark/apache-spark-3-runtime.md). Azure Synapse Runtime for Apache Spark 3.1 has reached its end of support as of January 26, 2023, with official support discontinued effective January 26, 2024, and no further addressing of support tickets, bug fixes, or security updates beyond this date.
-
 ## RAPIDS Accelerator for Apache Spark
 
 The Spark RAPIDS accelerator is a plugin that works by overriding the physical plan of a Spark job by supported GPU operations, and running those operations on the GPUs, thereby accelerating processing. This library is currently in preview and doesn't support all Spark operations (here is a list of [currently supported operators](https://nvidia.github.io/spark-rapids/docs/supported_ops.html), and more support is being added incrementally through new releases).