River rock are 4-12 inches or so long/wide/thick. As far as rocks go, they are cheap. Only fieldstone you collect yourself is cheaper.
I think what you want is "exposed aggregate". This is concrete where the top layer of cement is washed off, leaving the gravel exposed.
As Jay said, there are many options.
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