--- description: Explore detailed documentation of various SAM 2 modules such as MaskDownSampler, CXBlock, and more, available in Ultralytics' repository. keywords: Ultralytics, SAM 2 encoder, DropPath, MaskDownSampler, CXBlock, Fuser, TwoWayTransformer, TwoWayAttentionBlock, RoPEAttention, MultiScaleAttention, MultiScaleBlock. PositionEmbeddingSine, do_pool --- # Reference for `ultralytics/models/sam2/modules/sam2_blocks.py` !!! Note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam2/modules/sam2_blocks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam2/modules/sam2_blocks.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/sam2/modules/sam2_blocks.py) 🛠️. Thank you 🙏!
## ::: ultralytics.models.sam2.modules.sam2_blocks.DropPath



## ::: ultralytics.models.sam2.modules.sam2_blocks.MaskDownSampler



## ::: ultralytics.models.sam2.modules.sam2_blocks.CXBlock



## ::: ultralytics.models.sam2.modules.sam2_blocks.Fuser



## ::: ultralytics.models.sam2.modules.sam2_blocks.TwoWayAttentionBlock



## ::: ultralytics.models.sam2.modules.sam2_blocks.TwoWayTransformer



## ::: ultralytics.models.sam2.modules.sam2_blocks.RoPEAttention



## ::: ultralytics.models.sam2.modules.sam2_blocks.MultiScaleAttention



## ::: ultralytics.models.sam2.modules.sam2_blocks.MultiScaleBlock



## ::: ultralytics.models.sam2.modules.sam2_blocks.PositionEmbeddingSine



## ::: ultralytics.models.sam2.modules.sam2_blocks.do_pool