Do graphic cards have instruction sets of their own?
I assume they do, but I have been wondering if they are proprietary or if there is some sort of open standard.

Is every GPU instruction preceded by a CPU instruction or is it seamless?

That is, does OpenGL or DirectX call on the driver layer via the CPU which then sends a GPU instruction down the bus or is it more elaborate?