Abstract: A computer-implemented method includes obtaining a base prompt and an edit prompt; converting the base and edit prompts to base and edit embeddings; repeating, for a plurality of iterations the following. Determining new edit embeddings based on: the base and edit embeddings, a time step relating to the iteration, and a weight that controls mixing of the base and edit embeddings and dependent on the time step. Inputting the base embeddings into a diffusion model in a base reverse process to update a base latent relating to the base image. Inputting the new edit embeddings into the diffusion model in an edit reverse process to update an edit latent relating to an edited image. Cross-attention maps generated from the diffusion model in the base reverse process are input into the diffusion model in the edit reverse process. Finally, the edit latent is converted to the edited image and output.

Abstract: A workload of a database may be evaluated to provide a database migration recommendation. A request for a recommendation to migrate a database to a new host may be received. An evaluation of the workload of a client application of the database at a current host may be performed. The migration recommendation may be returned based on the evaluation of the workload of the client application of the database. In some embodiments, the migration recommendation may trigger an automated migration of the database to the new host.