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Equation 1 · Part 6 · Comparing the Main Approaches to AI Accelerator Architecture

multiplication

Tachieved=Tpeak⋅Uhw⋅UcompilerT_{\mathrm{achieved}} = T_{\mathrm{peak}} \cdot U_{\mathrm{hw}} \cdot U_{\mathrm{compiler}}
multiplication

What this part means

Multiply the quantities on either side.

Its job in the formula

Multiply the quantities on either side.

The passage around this formula

It is tempting to compare these four families by a single number — peak operations per second, or operations per watt — and the rest of this article explains why that number, alone, is close to meaningless. A more useful decomposition separates what a device can theoretically do from what a piece of software actually gets it to do, and splits that gap into two distinct causes: Tachieved=Tpeak⋅Uhw⋅UcompilerT_{\mathrm{achieved}} = T_{\mathrm{peak}} \cdot U_{\mathrm{hw}} \cdot U_{\mathrm{compiler}}. Here TpeakT_{\mathrm{peak}} is the arithmetic identity fixed at design time, UhwU_{\mathrm{hw}} ∈\in (0,1] is the fraction of cycles the hardware keeps its arithmetic units genuinely busy on whatever workload is thrown at it, and UcompilerU_{\mathrm{compiler}} ∈\in (0,1] is the fraction of a program’s theoretically…

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Learn the underlying idea

Multiplication scales one quantity by another. A dot, a cross, or adjacent symbols can indicate a product.

Open the illustrated multiplication: combining factors guide →

Sources cited in the surrounding passage

These citations provide research context; check each source for the exact claim it supports.