Three drivers lost their lives when a co-worker opened fire during a company meeting last Wednesday.
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Many people have left tributes for Mike Lefiti, Benson Louie, and Wayne Chan.
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The gunman also died after shooting himself.
Monday's service was planned for noon-outside the UPS building on San Bruno Avenue near 17th Street.
The group organizing it conducts prayer services for all murder victims in the city.
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