I have a puny bougainvillea -- how do I get it to grow and flower?

My bougainvillea plant is two years old and still i has only a few branches and will not bloom. I have fertilized it numerous times this season with epsom salts, have withheld water as suggested. When leaving it dry did nothing, I decided to water it regularly. Any suggestions would be appreciated.
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