← All parts of this equation

Equation 6 · Part 8 · What an AI Accelerator Actually Is: Silicon, Packaging, and the Memory It Can Reach

addition

Igemm=2mnks (mk+kn+mn),I_{\mathrm{gemm}} = \frac{2mnk}{s\,(mk + kn + mn)},
addition

What this part means

Add the term after the plus sign to the term or group before it.

Its job in the formula

Add the term after the plus sign to the term or group before it.

The passage around this formula

Multiplying an m ×\times k matrix by a k ×\times n matrix performs 2mnk floating-point operations while touching mk + kn + mn elements. If each element occupies s bytes, the ratio of work done to bytes moved is Igemm=2mnks (mk+kn+mn)I_{\mathrm{gemm}} = \frac{2mnk}{s\,(mk + kn + mn)}. which for large square matrices grows in proportion to the dimension. Double the matrix size and you roughly double the work performed per byte fetched. Almost nothing else in general-purpose computing behaves this way, and it is the entire economic basis for building a machine around one operation.

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Learn the underlying idea

Addition combines quantities; subtraction measures the signed difference between them. Parentheses show what is combined before the rest of the expression is evaluated.

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Sources cited in the article section

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