Forces from the Hashed al-Shaabi (Popular Mobilisation), a paramilitary organisation dominated by Shiite militia groups, said the Islamic State group used tanks in their bid to break out of Tal Afar.
"The attack by the Daesh (IS) terrorist gangs started at around 7:00 pm (1600 GMT on Sunday), the fighting lasted around six hours," their spokesman Ahmed al-Assadi told AFP.
Hashed forces have been deployed in desert areas west of Mosul since federal forces launched a massive operation to retake the city from IS on October 17.
"This was an attempt by Daesh to open a breach, flee to the Syria border and exfiltrate some leaders and fighters," Assadi said.
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He said that Hashed forces received support from army aviation helicopters when IS attacked them. He added that the fighting left around 50 IS members killed and 17 of their vehicles destroyed.
Assadi did not provide a casualty figure for the Hashed al-Shaabi following the attack, which took place around 20 kilometres southwest of Tal Afar.
After retaking the eastern side of Mosul last month, Iraqi forces are preparing to launch an assault on the west bank of the city.
The early stages of the Mosul offensive saw IS move fighters between Mosul and the Syrian city of Raqa, its other major urban stronghold, but their supply lines have now been cut off.
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