--- 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` !!! note Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏! --- ## ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer <br><br> --- ## ::: ultralytics.nn.modules.transformer.AIFI <br><br> --- ## ::: ultralytics.nn.modules.transformer.TransformerLayer <br><br> --- ## ::: ultralytics.nn.modules.transformer.TransformerBlock <br><br> --- ## ::: ultralytics.nn.modules.transformer.MLPBlock <br><br> --- ## ::: ultralytics.nn.modules.transformer.MLP <br><br> --- ## ::: ultralytics.nn.modules.transformer.LayerNorm2d <br><br> --- ## ::: ultralytics.nn.modules.transformer.MSDeformAttn <br><br> --- ## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoderLayer <br><br> --- ## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoder <br><br>