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I have done this exact thing. In order to use both the LDAP and Django default authentication, I included this code in my settings file:
AUTHENTICATION_BACKENDS = (
'django.contrib.auth.backends.ModelBackend',
'django_auth_ldap.backend.LDAPBackend',
)
Is your app automatically adding existing users to LDAP? If not, this should work fine.
Source:stackexchange.com