Many abusive people make this threat as a way of getting their partner to stay in the relationship. It isn’t true.
What happens in the longer term with the children will depend on factors such as whether your partner is directly abusive to them, whether the children want to see their father / mother if you leave and whether contact can be arranged safely. We can offer expert advice on child contact and residency issues.