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@QingyueMeng Did you manage to solve the problem, or is it still causing you problems. I think that the initial problem ended up being due to a different PNG library used by CentOS, but perhaps an updated version of that library or matplotlib will help?
Matplotlib 3.1.1 doesn't seem to play well with this at the moment, specifically complaining with
AttributeError: module 'cairo' has no attribute 'version_info'
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