Eurostar (www.eurostar.com) Think this is really to get from London to Paris & around but might work: Paris, Lyon, Avignon, Marseille 
Bewildering array of fares
For best deals, buy a return ticket, stay over a Sat night, book up to 120 days in advance & don’t mind non-exchangeability & non-refundability.