The full stay at home guidance note issued 23 Mar 20:

2020 Full guidance on staying at home and away from others

and issued at the same time a document on the closure of further businesses which expressly excludes food delivery and takeaway premises:

https://www.gov.uk/government/publications/further-businesses-and-premises-to-close