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David is a genious, I already told you that. His ideas are elegant. Simple. But nobody came up with that before him.
Wrt why the original implementation is not working: einsum is just not optimized enough for matrix multiplication. Threads, batch multiplication, optimization for loading to CPU/GPU in torch’s matrix multiplication just beats whatever advantage we have in the quantity of operations using einsum. We multiply 6 matrix at once using einsum and it is always beaten by the performance of 3 consecutive operations of matrix multiplication in the original transformer.
David is a genious, I already told you that. His ideas are elegant. Simple. But nobody came up with that before him.
Wrt why the original implementation is not working: einsum is just not optimized enough for matrix multiplication. Threads, batch multiplication, optimization for loading to CPU/GPU in torch’s matrix multiplication just beats whatever advantage we have in the quantity of operations using einsum. We multiply 6 matrix at once using einsum and it is always beaten by the performance of 3 consecutive operations of matrix multiplication in the original transformer.
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