Methods, systems, and apparatus, including computer programs encoded on a computer-readable storage medium for persistent format conversions. The device has control means which configure first and second memories according to the number of transforms used during a first processing. This contrasts with behavior common to decision-tree based approaches. Another embodiment of the method includes also distilling crude acrylic acid in the presence of a reactive drying agent.