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PostgresML instantiates algorithm params from JSON passed in at runtime. This isn't quite the same as serde deserialization, since the JSON params may be incomplete, and the missing ones will be filled in by Default::default(). We're currently adding this functionality downstream, but wondered if you'd be interested in adopting this upstream as well.
An example is in this PR https://github.com/postgresml/postgresml/pull/332/files#diff-a1bcda73e2901512a661eebf9e868be4f33dd99ac4952a85957397a860ec2035
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