def METHOD_NAME(self):
    config = OmegaConf.structured(encoders.ResNet18AudioEncoder.Config())
    encoder = encoders.ResNet18AudioEncoder(config)
    x = torch.rand((1, 1, 4778, 224))
    output = encoder(x)
    self.assertEqual(output.size(-1), config.out_dim)