torchlayers is a library that extends PyTorch with automatic shape inference for nn layers, removing the need for manual dimension specification. It implements current state-of-the-art architecture building blocks such as those used in EfficientNet. The library functions similarly to Keras in terms of layer construction while remaining fully compatible with native PyTorch.