Is the canonical form of LP programs unambiguous?

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Is the canonical form of LP programs unambiguous?

Because oddly I've seen some notes describe the canonical form as replacing $\leq$ constraints with $=$. While some other notes said that canonical forms "only have $\leq$ constraints".

So what's the canonical form of LP programs?