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Manipulate batch image order with cyclic shift for dynamic reordering without altering images.
The BatchOffset node is designed to manipulate a batch of images by shifting their order based on a specified offset value. This node is particularly useful when you need to rearrange images within a batch, such as for data augmentation or to achieve a specific sequence for processing. By applying an offset, you can cyclically shift the images, meaning that images moved out of one end of the batch reappear at the other end. This functionality is essential for tasks that require a dynamic reordering of images without altering the images themselves. The node ensures that the batch remains intact, maintaining the same number of images, while providing flexibility in their arrangement.
The images
parameter expects a batch of images as input. This parameter is crucial as it represents the collection of images that you want to reorder. The node requires that the input is indeed a batch, meaning it should have a minimum of four dimensions, with the first dimension representing the batch size. If the batch size is less than or equal to one, the node will not perform any operation and will issue a warning. This parameter is essential for the node's operation, as it defines the dataset on which the offset will be applied.
The offset
parameter is an integer that determines how much the images in the batch should be shifted. The offset can be positive or negative, allowing for forward or backward shifts, respectively. The effective offset is calculated using the modulo operation with the batch size, ensuring that the shift wraps around the batch. The parameter has a default value of -1, which means each image is moved one position forward, and the first image is wrapped to the end. The offset value can range from -100 to 100, providing flexibility in how the images are reordered. This parameter is key to customizing the sequence of images in the batch.
The output of the BatchOffset node is a batch of images, denoted as IMAGE
. This output represents the reordered batch after applying the specified offset. The function of this output is to provide the same set of images but in a new order, as determined by the offset parameter. The importance of this output lies in its ability to facilitate tasks that require specific image sequences, such as temporal data analysis or creative image processing workflows. The output maintains the integrity of the original images, ensuring that only their order is altered.
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