from torch import nn
import torch

class FiLM(nn.Module):
    def __init__(self):
        super().__init__()
        
    def forward(self, x, gamma, beta):
        return gamma * x + beta


class BTFBroadcastedFiLM(nn.Module):
    def __init__(self):
        super().__init__()
        self.film = FiLM()
        
    def forward(self, x, gamma, beta):
        
        gamma = gamma[None, None, None, :]
        beta = beta[None, None, None, :]
        
        return self.film(x, gamma, beta)