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description: >-
  Get in-depth insights about Ultralytics Tiny Encoder Modules such as
  Conv2d_BN, MBConv, ConvLayer, Attention, BasicLayer, and TinyViT. Improve your
  understanding of machine learning model components.
keywords: >-
  Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention,
  BasicLayer, TinyViT, Machine learning modules, Ultralytics models

Reference for ultralytics/models/sam/modules/tiny_encoder.py

!!! note

Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!

::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN



::: ultralytics.models.sam.modules.tiny_encoder.PatchEmbed



::: ultralytics.models.sam.modules.tiny_encoder.MBConv



::: ultralytics.models.sam.modules.tiny_encoder.PatchMerging



::: ultralytics.models.sam.modules.tiny_encoder.ConvLayer



::: ultralytics.models.sam.modules.tiny_encoder.Mlp



::: ultralytics.models.sam.modules.tiny_encoder.Attention



::: ultralytics.models.sam.modules.tiny_encoder.TinyViTBlock



::: ultralytics.models.sam.modules.tiny_encoder.BasicLayer



::: ultralytics.models.sam.modules.tiny_encoder.LayerNorm2d



::: ultralytics.models.sam.modules.tiny_encoder.TinyViT