Actor Critic Method has no Bug but it fails to increase total reward

Question

I First defined the pytorch Module:

class ActorCriticNetwork(nn.Module):
    def __init__(self, lr, input_dims, n_actions, fc1_dims=256, fc2_dims=256):
        su