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description: Learn about Ultralytics ViT encoder, position embeddings, attention, window partition, and more in our comprehensive documentation.
keywords: Ultralytics YOLO, ViT Encoder, Position Embeddings, Attention, Window Partition, Rel Pos Encoding
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## ImageEncoderViT
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### ::: ultralytics.vit.sam.modules.encoders.ImageEncoderViT
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## PromptEncoder
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### ::: ultralytics.vit.sam.modules.encoders.PromptEncoder
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## PositionEmbeddingRandom
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### ::: ultralytics.vit.sam.modules.encoders.PositionEmbeddingRandom
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## Block
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### ::: ultralytics.vit.sam.modules.encoders.Block
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## Attention
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### ::: ultralytics.vit.sam.modules.encoders.Attention
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## PatchEmbed
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### ::: ultralytics.vit.sam.modules.encoders.PatchEmbed
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## window_partition
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### ::: ultralytics.vit.sam.modules.encoders.window_partition
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## window_unpartition
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### ::: ultralytics.vit.sam.modules.encoders.window_unpartition
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## get_rel_pos
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### ::: ultralytics.vit.sam.modules.encoders.get_rel_pos
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## add_decomposed_rel_pos
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### ::: ultralytics.vit.sam.modules.encoders.add_decomposed_rel_pos
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