import torch import torch.nn as nn class PendulumController(nn.Module): def __init__(self): super().__init__() self.net = nn.Sequential( nn.Linear(4, 64), nn.ReLU(), nn.Linear(64, 64), nn.ReLU(), nn.Linear(64, 1) ) def forward(self, x): raw_torque = self.net(x) return torch.clamp(raw_torque, -250, 250)