The present tense of failed to keep in sight is fail to keep in sight.
The third-person singular simple present indicative form of fail to keep in sight is fails to keep in sight.
The present participle of fail to keep in sight is failing to keep in sight.
The past participle of fail to keep in sight is failed to keep in sight.