Add a plugin system

[yairyairyair]

Add a plugin system, can add plugins to a cog model that can run before predict, after predict and more Use cases:

• Observability
• Logs
• Third party integration
• More

i see it as something like this:

either in command line: cog build --plugin rate-limit my-model or via yaml:

plugins:
    - rate-limit