--- 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 🙏! <br><br> ## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT <br><br> ## ::: ultralytics.models.sam.modules.encoders.PromptEncoder <br><br> ## ::: ultralytics.models.sam.modules.encoders.PositionEmbeddingRandom <br><br> ## ::: ultralytics.models.sam.modules.encoders.Block <br><br> ## ::: ultralytics.models.sam.modules.encoders.Attention <br><br> ## ::: ultralytics.models.sam.modules.encoders.PatchEmbed <br><br> ## ::: ultralytics.models.sam.modules.encoders.window_partition <br><br> ## ::: ultralytics.models.sam.modules.encoders.window_unpartition <br><br> ## ::: ultralytics.models.sam.modules.encoders.get_rel_pos <br><br> ## ::: ultralytics.models.sam.modules.encoders.add_decomposed_rel_pos <br><br>