When a river of lava flows, the top tends to cool faster than the rest of the flow because it's exposed to the relatively cool air. It can solidify and form a ceiling over the rest of the flow, which stays liquid. When the lava stops flowing in that direction, it drains out of the channel, leaving a cylindrical empty space behind.
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