Two tourists and an interpreter were slightly injured and taken to hospital, rescue workers said.
The attack occurred around 8:00 am (0600 GMT) as the tourists were loading their luggage onto a tour bus, police told AFP.
"Several bags and personal effects were taken," a police official said, adding that the thieves fled the scene and "several passengers were in shock".
Rescue workers said there were 27 Chinese tourists on a tour run by an Italian company and that the coach driver was Italian.
But in many countries, particularly France, their reputation for carrying large amounts of cash has made them a target of thieves.
French authorities tightened security around Chinese tourist groups in 2013 after Beijing expressed concern about the increasing number of incidents.
In September last year, a Chinese tourist guide was robbed of 25,000 euros (USD 28,300) in cash and his new Rolex watch after he had prevented two of his group from being robbed themselves outside a hotel in a Paris suburb.
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