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9 changes: 6 additions & 3 deletions docs/onnx-pack.md
Original file line number Diff line number Diff line change
Expand Up @@ -112,9 +112,12 @@ model.

## Where the numbers live

The device measurements (tokens/s with our EP on q/k/v vs the CPU-EP control, and KL(forward‖ort)
against `1bit npu-run`) belong in `~/briefs/TORTEP-STATE.md` under deliverable 4, with the exact
commands. This note is the design; the state file is the evidence.
The measurements live in the tree, with the commands that produced them:
[onnx/BENCHMARK-PARITY.md](../onnx/BENCHMARK-PARITY.md) holds the CPU rows (ryzen and Strix Halo, five
prompt lengths, default and `--cached` exports) and the NPU row taken with the AMD `model_benchmark`
protocol through `onnx/bench_npu.sh`; the execution-provider proof (MatMul on the NPU within 0.5 % of
the CPU provider, the A8W8 QDQ pattern byte-identical) is on [ONNX Runtime](onnx.md). This note is the
design; those two pages are the evidence.

## A8W8 QDQ, the shape Quark emits

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