Floyd Mayweather Jr. -- JEWELRY SHOPPING SPREE ... At 3 Different NYC Shops

Floyd Mayweather Jr. was on the hunt for diamonds this week ... hittin' 3 different NYC jewelry stores in 2 days ... and dropping more than $500k at one of the shops ... TMZ Sports has learned.  It all started on Tuesday ... when Floyd…

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