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[Fix] Add the backup png figure for pdf compilation (#1135)

* Fix figure links (also to fix pdf compilation)

* Hack pdf doc compilation

* Hack pdf doc compilation

* Set the priority of figure formats when building html, add png format fig to fix pdf compilation

* Add png file for pdf compilation