clickhouse-obfuscator: allow to save and load models.

[alexey-milovidov]

Use case

Generate models once and reuse them.

Describe the solution you'd like

Add command line options:

--save file - write serialized models on disk after training and before generating the data; the user can set --limit to 0 to only train the models and save them without proceeding to data generation;
--load file - instead of training the models, load the prepared models from the file and start generating the data.

Serialization format: one byte for version (equals to 0), then simple binary serialization of all the models; the whole file is compressed with ZSTD level 1 using CompressedWriteBuffer (no need to allow any compression options to choose).