For those coming across this the fix is to modify your launch.json sourceMapPathOverrides as follows:
"sourceMapPathOverrides": {
"webpack:/*": "${webRoot}/*"
}
This fixed it for me with the latest @angular/cli (version 1.7.3).
Answer was found here.