--- description: Discover detailed information on ImageEncoderViT, PositionEmbeddingRandom, Attention, window_partition, get_rel_pos and more in Ultralytics models encoders documentation. keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, PositionEmbeddingRandom, Attention, window_partition, get_rel_pos --- # Reference for `ultralytics/models/sam/modules/encoders.py` !!! note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.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/encoders.py) 🛠️. Thank you 🙏! --- ## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT

--- ## ::: ultralytics.models.sam.modules.encoders.PromptEncoder

--- ## ::: ultralytics.models.sam.modules.encoders.PositionEmbeddingRandom

--- ## ::: ultralytics.models.sam.modules.encoders.Block

--- ## ::: ultralytics.models.sam.modules.encoders.Attention

--- ## ::: ultralytics.models.sam.modules.encoders.PatchEmbed

--- ## ::: ultralytics.models.sam.modules.encoders.window_partition

--- ## ::: ultralytics.models.sam.modules.encoders.window_unpartition

--- ## ::: ultralytics.models.sam.modules.encoders.get_rel_pos

--- ## ::: ultralytics.models.sam.modules.encoders.add_decomposed_rel_pos