If You want, You can test the individual caps by setting Your meter to ohms, unplugging the amp from the mains of course, and attach the test leads on either side of the caps, so the caps get charged by the battery in Your meter. Switch the leads, and the opposite happens.
If they react like this, at least the caps most likely are ok.