Conditioning
Make the model’s controls explicit. Read about category conditions, latent controls, semantic layouts, and target style domains. These guides examine what the supplied control represents and whether the actual model can support the behavior an API exposes.
Use this collection when a design includes a reference input, a category selector, or a parameter that promises control over the result. Document allowed values, validate the representation, and test the effect. Do not accept a control merely for interface symmetry when the chosen checkpoint ignores it or interprets it differently.
Image Translation and Semantic Layouts: Preserve What Matters
Compare image-to-image and layout-conditioned workflows, with explicit class maps, alignment rules, and preservation tests.
Read the guide
Evaluating CTGAN: More Than a Realistic-Looking Table
Check validity, relationships, downstream utility, and disclosure risk before accepting a synthetic dataset.
Read the guide
Style Transfer APIs: Change the Look, Preserve the Brief
Build a domain-based stylization workflow with supported controls, explicit preservation rules, and useful creative review.
Read the guide
Image Generation APIs: Seeds, Latent Controls, and Reproducibility
Expose controls that match the checkpoint, preserve artifact provenance, and evaluate diversity alongside visual quality.
Read the guide