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LLM chip design loops

Does the ABC synthesis script matter as much as the written RTL structure for adder and multiplier area and depth?

research/chip-abc-sweep

Sweeps five ABC scripts over five adder and eight multiplier structures (all proved equivalent): the script moves cells×depth by up to 1.75× for one adder, while all eight multiplier structures score identically (stylised, generic-gate).

4 tests

What it found

A follow-up to chip-ppa-loop: five ABC scripts are applied to five written 16-bit adder structures and eight 6×6 multiplier structures, each proved equivalent to its reference by a Yosys miter. For the adder, cells×depth moves by up to 1.75× with the script for one structure and 1.18–1.94× across structures for a fixed script; the best pair is 0.48× the default-script plain adder. All eight multiplier structures score identically under each script, yet the script alone moves them by 1.17×. Stylised: two designs, one Yosys version, generic-gate counts rather than layout.

A figure from its own output

Figure produced by research/chip-abc-sweep: add16_product
chip-abc-sweep/experiments/add16_product.svg, written by the project's own experiment code.

Paper, code and results

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Produced with AI assistance (Claude). Results are from the code in this repository and are simulated or stylised unless the abstract says otherwise; nothing here implies affiliation with or endorsement by any lab, researcher or company cited. MIT licensed.