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A general description is here.
‘Sweave()’ has options to produce PNG and JPEG figures, and to use a custom function to open a graphics device (see ‘?RweaveLatex’). (Based in part on the contribution of PR#14418.)
The default for ‘Sweave()’ is to produce only PDF figures (rather than both EPS and PDF).