How much drama is too much drama in a brand new relationship?

Everything is great and then bam, worst night of my life. Too drunk, too much anger, too much crying and asking for forgiveness, too much ultimatum and its been less than six months and happened twice. Do I look over it and pursue with patience and help the cause or do I drop em like its hot and potentially move on to something worse because let's be honest, dating nowadays is a pain in the fucking ass.
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