--- description: Learn about Ultralytics transformer encoder, layer, MLP block, LayerNorm2d and the deformable transformer decoder layer. Expand your understanding of these crucial AI modules. keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, TransformerLayer, MLPBlock, LayerNorm2d, DeformableTransformerDecoderLayer --- # Reference for `ultralytics/nn/modules/transformer.py` !!! success "Improvements" This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
## ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer



## ::: ultralytics.nn.modules.transformer.AIFI



## ::: ultralytics.nn.modules.transformer.TransformerLayer



## ::: ultralytics.nn.modules.transformer.TransformerBlock



## ::: ultralytics.nn.modules.transformer.MLPBlock



## ::: ultralytics.nn.modules.transformer.MLP



## ::: ultralytics.nn.modules.transformer.LayerNorm2d



## ::: ultralytics.nn.modules.transformer.MSDeformAttn



## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoderLayer



## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoder