Ramadi is 70 miles (115 kilometres) west of Baghdad.
The clashes erupted in the Husaybah al-Sharqiya area of the city.
In early July the Iraqi military launched a large-scale operation to dislodge militants from Anbar, where the Islamic State group holds most of the biggest cities.
