[Enhancement] Enable dictionary to improve zstd compress performance

[ferrirW]

Before Creating the Enhancement Request

• I have confirmed that this should be classified as an enhancement rather than a bug/feature.

Summary

When the message body is too large or has fixed characteristics, using dictionaries can further improve the compression rate and thus improve the throughput.

Motivation

The compressed message body is more than 10KB, but with dictionaries it can be reduced to about 5KB

Describe the Solution You'd Like

1. design a dictionary management mechanism between client and broker
2. add the attribute of whether to enable dictionary and which dictionary to use for compression/decompression
3. implement a new ZstdDictCompressor interface and compression and decompression based on dictionary-related configurations

Describe Alternatives You've Considered

The question that can be discussed is how to manage dictionaries
There may be several choices

1. The dictionary file is passed in as the client configuration
2. The dictionary is dynamically trained, generated, and managed by the broker
3. The training and management of the dictionary are handled by a third-party component

Additional Context

No response