Simplify/clean sampler interface & use#235
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Updated ball drop notebook to use this interface.
Calibrators now pass in all arguments required by samplers in a quasi sampler-agnostic way, which should help if we want to allow for user-provided samplers.
All samplers now take the same four mandatory arguments with no default values in sight. This is the same interface that we would impose on user-provided samplers. Note that the fourth argument is a dictionary that contains all sampler-specific information. Therefore, this interface is sufficiently generic and flexible. The tools and test suite files in the tools folder are now simpler and cleaner as a result of these changes. I take that as a good sign that we are moving in the right direction. The ball drop notebook is now somewhat easier to read.
The final calibration in the fourth example is bad with a very low acceptance rate.
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Implementing lessons learned form last sampler branch and looking forward to allowing users to pass custom sampler to
calibratoras asamplerargument.PR Self-review