Minecraft wiki entry for Candle, associated text: Candles are similar to the concept of burnt-out torches from the Halloween Update.
Using the command /setblock ~ ~ ~ minecraft:candle[lit=true,waterlogged=true] allows for a both lit and waterlogged candle. The same thing can be done using the debug stick.
A single candle has the same width as iron bar or glass pane.