Equation 10 · Part 5 · How AI Accelerator Architecture Actually Works
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What this part means
Approximately equal to; the equality is not exact.
Its job in the formula
Approximately equal to; the equality is not exact.
Full expression→≈→Article meaning
The passage around this formula
Consider an idealised r c array holding one operand stationary, with a second operand streamed through in a sequence of length L — for instance, L activation vectors passed through a weight-stationary array of r input rows and c output columns. Before the first result emerges, the data has to propagate across the array’s diagonal, costing roughly r + c - 2 cycles; after the last input enters, the same number of cycles is needed to drain the pipeline. Total latency is therefore approximately . while the useful work performed is r c L multiply-accumulates — one per cell, once per streamed step, in steady state. Dividing useful work by the total cell-cycles…
Learn the underlying idea
A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.
Open the illustrated variables: a letter stands for a value guide →
Sources cited in the article section
- [7] Roofline: An Insightful Visual Performance Model for Floating-Point Programs and Multicore Architectures ↗
- [2] In-Datacenter Performance Analysis of a Tensor Processing Unit ↗
- [6] SCALE-Sim: Systolic CNN Accelerator Simulator ↗
These citations provide research context; check each source for the exact claim it supports.