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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

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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/transformer.py) 🛠️. 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