If it's a X/Xs/11. It's on the initial lock screen. The bottom left of 2 buttons has a flashlight icon. You just touch the phone to wake it up then click the flashlight.

Thank God that setting does not persist through reboots!

Seriously though, swipe up from the bottom of the screen and the control center will appear, a button to turn the flashlight on or off should be there.