LearningDesigning Generative AI Systems: Architecture, Scale, and DeploymentHardware, Model Internals, and Generation Techniques
The CLIP Encoder and Multimodal Bridges
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The CLIP Encoder and Multimodal Bridges
A text query and an image use different representations. CLIP, short for Contrastive Language-Image Pretraining, learns encoders whose outputs can be compared in a shared vector space. This supports tasks such as retrieving images from a caption or ranking candidate labels for a picture. It does not itself generate a caption or execute a content policy.
Separate inputs, comparable outputs
Text enters as a token sequence. A digital image enters as a grid of sampled pixel values. Both are numerical inputs, but their raw coordinates do not provide a useful semantic comparison.
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