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The StableZero123_Conditioning_Batched node processes an input image and generates conditioning data for 3D model generation. It encodes the image using CLIP vision and VAE models, then creates camera embeddings based on elevation and azimuth angles to produce positive and negative conditioning along with latent representations for batch processing.

Inputs

ParameterDescriptionData TypeRequiredRange
clip_visionThe CLIP vision model used for encoding the input imageCLIP_VISIONYes-
init_imageThe initial input image to be processed and encodedIMAGEYes-
vaeThe VAE model used for encoding image pixels into latent spaceVAEYes-
widthThe output width for the processed image (default: 256, must be divisible by 8)INTNo16 to MAX_RESOLUTION
heightThe output height for the processed image (default: 256, must be divisible by 8)INTNo16 to MAX_RESOLUTION
batch_sizeThe number of conditioning samples to generate in the batch (default: 1)INTNo1 to 4096
elevationThe initial camera elevation angle in degrees (default: 0.0)FLOATNo-180.0 to 180.0
azimuthThe initial camera azimuth angle in degrees (default: 0.0)FLOATNo-180.0 to 180.0
elevation_batch_incrementThe amount to increment elevation for each batch item (default: 0.0)FLOATNo-180.0 to 180.0
azimuth_batch_incrementThe amount to increment azimuth for each batch item (default: 0.0)FLOATNo-180.0 to 180.0
Note: The width and height parameters must be divisible by 8 as the node internally divides these dimensions by 8 for latent space generation.

Outputs

Output NameDescriptionData Type
positiveThe positive conditioning data containing image embeddings and camera parametersCONDITIONING
negativeThe negative conditioning data with zero-initialized embeddingsCONDITIONING
latentThe latent representation of the processed image with batch indexing informationLATENT
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