revise the inputs and output of MLD

[cshjin]

Input: part of the buses are perturbed in pd and qd

• [x] replace the pertueb pd/qd

  # TODO: replace the net_data['load'] with buses in mods file
  for k in net_data['load']:
  # update pd/qd with augmented config
  mpc['bus'].loc[mpc['bus']['bus_i'] == int(k), "Pd"] = net_data['load'][k]['pd'] * 100
  mpc['bus'].loc[mpc['bus']['bus_i'] == int(k), "Qd"] = net_data['load'][k]['qd'] * 100

output:

• [x] reg - only consider the buses (load) with active status
  • [x] replace y = [res_data['solution']['load'][k]['qd'] for k in sorted(res_data['solution']['load'].keys())] with keys in mods only
  • [x] update the output from forward function with aligned keys only
• [x] clf - all buses

[cshjin]

• [ ] predict the buses with type=1 (deprecated)

[cshjin]

Now clf on buses, and use keys to readout the load buses in predictor