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