The flames were reported shortly after 2 a.m. in the 33100 block of North Lake Hughes Road.
No injuries or structural damage were immediately reported.
The blaze was 50% contained as of 6 a.m., according to Angeles National Forest officials.
The cause of the fire was under investigation.