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[PROFILE] The circuit profile should be compressed #5624

@mihaibudiu

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@mihaibudiu

The profile can become very large and exceed the allowed message size: payload reached size limit
The bundle is zipped, but the profile sent between the workers and the manager is JSON; it should be compressed (zip or snappy).
We also keep adding new metrics to the profile.

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    high priorityTask should be tackled first, added in the current sprint if necessaryprofilerIssues related to the profiler and it's APIs

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