even in the film he alludes to this when he says that that "to cheat death is a power only one has achieved" inferring that he knew plagueis personally
I'm pretty sure on his way back to the Temple Anakin put everything together. Especially since later he realized that Palpatine didn't actually have the power to save Padmè.
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