[Bug]: Python Google cloud profiler broken on dev branch

[Abacn]

What happened?

The dependency was removed from the base image in #24599 (possibly unintended) and the base image now no longer contains google-cloud-profiler. Runner log show the following warning:

Unable to start google cloud profiler due to error: No module named 'googlecloudprofiler'. For how to enable Cloud Profiler
with Dataflow see https://cloud.google.com/dataflow/docs/guides/profiling-a-pipeline.For troubleshooting tips with Cloud
Profiler see https://cloud.google.com/profiler/docs/troubleshooting.

Issue Priority

Priority: 1 (data loss / total loss of function)

Issue Components

• Component: Python SDK
• Component: Java SDK
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• Component: Typescript SDK
• Component: IO connector
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• Component: Website
• Component: Spark Runner
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• Component: Samza Runner
• Component: Twister2 Runner
• Component: Hazelcast Jet Runner
• Component: Google Cloud Dataflow Runner

[Abacn]

CC: @AnandInguva