DiamondLightSource / blueapi

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Correct configuration dataset creation #574

Open stan-dot opened 1 month ago

stan-dot commented 1 month ago

Scientists on the beamline know when the shape of the graph is right as expected, and that then the beamline configuration is correct.

It is said to be a long-developed high level skill that our control systems cannot replicate at the moment.

The shape of a problem looks like for a Reinforcement Learning use case. This would need to start with data procurement - necessarily by recording those human decisions. Some button and capture pipeline could record mappings of desired config - data quality - human evaluation.

callumforrester commented 1 month ago

@stan-dot Presume you want to write an adaptive plan to do this work? If so, is this not an issue for https://github.com/DiamondLightSource/i18-bluesky/?

stan-dot commented 1 month ago

I guess, though I had i22 in mind