When you need to approximately match objects and you have a distance function that satisfies the triangular inequality.
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Because it is the only distributed similarity search index available in the open source market right now. Also, because OBSearch uses SMAP, a simple but effective technique for indexing any type of object. Other programs you could use are:
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