text: # Distribution DQN Ensemble Selection Process
  def paramdict():
      d = {
          "explore steps": int(250e3),
          "start epsilon": 1,
          "final epsilon": 0.01,
          "update freq": 4,
          "target update freq": int(10e3),
          "print freq": int(10e3),
          "save freq": int(100e3),
          "eval epsilon": 0.001,
          "eval steps": int(125e3),
          "gamma": 0.99,
          "learning rate": 0.00025,
          "adams epsilon": 3.125e-4,
          "mem size": int(0.9e6),
          "prefill size": int(50e3),
          "gamma": 0.99,
          "batch size": 32,
          "group": int(20e6)
      }
      return d
  