sound vanishing at rpm increase & no issues after warm up.
change the OIL Filter to OEM NEW , if the issue pop again ask your mechanic to carefully remove oil sump and check for any sludge deposit over oil pickup strainer. remove from engine & clean carefully reinstall & use fresh new oil.
If the issue persist change the oil pump.
by the symptoms you shared i reckon 
a. bad oil filter
b. dirty oil pickup strainer
c. worn out oil pump
@Xulfiqar @SER_GTR @dani_kk @rajaatta @rozzzzz