Fatal error: Out of memory, but I do have plenty of memory (PHP)

Question

Since my question is getting longer and longer, I decide to re-write the whole question to make it better and shorter.

I run my website on dedicated server with 8GB

Answer 1

I would say the server is running out of physical/swap memory, so PHP can't allocate enough memory.

Can you paste the output of free here?