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description: >-
  Explore the detailed implementation of TinyViT architecture including
  Conv2d_BN, PatchEmbed, MBConv, and more in Ultralytics.
keywords: >-
  Ultralytics, TinyViT, Conv2d_BN, PatchEmbed, MBConv, Attention, PyTorch, YOLO,
  Deep Learning

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

!!! Note

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). 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/models/sam/modules/tiny_encoder.py) 🛠️. 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.TinyViT