test+docs: gate a deeper [2,5,3,1] net learns; document the without-Vivado met-timing refinement (Refs #1764) - #1913
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…o met-timing refinement (Refs #1764) Adds a deeper [2,5,3,1] (3-layer, 158-step) learning assertion to the generator self-test (held-out 59/60, deterministic), extending the CI-gated "the method scales beyond XOR" claim. Also documents a measured partial open-flow refinement for "without Vivado": constraining the internal clk net to a met period (create_clock 50ns on [get_nets clk]) and building without --timing-allow-fail closes timing deterministically -- several seeds come up bit-exact at ep0 and seed-search finds a fully-stable build, but it does not kill the lottery and more settle stays non-monotonic. So met-timing + seed-search is the best open recipe; deterministic no-seed-search still needs commercial P&R. Free Vivado supports xc7a200t but is x86-only. Refs #1764 Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
… (Refs #1764) Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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Stack (V2): adds a deeper
[2,5,3,1](3-layer, 158-step) learning assertion to the generator self-test — held-out 59/60 (98%), deterministic init — so the CI learning gate now enforces generalization on a deeper and wider net.Answering "can we do it without Vivado?": documents a measured partial open-flow refinement. Constrain the internal clock net to a period nextpnr actually meets (
create_clock -period 50 [get_nets clk], ~20 MHz < the ~21 MHz fmax) and build without--timing-allow-fail, so P&R closes timing deterministically. Result: several seeds come up bit-exact at ep0 (vs glitching from the start), and seed-search still finds a fully-stable build (a met-timing seed trained XOR 4/4 through all 60 epochs). It does not eliminate the lottery and moresettlestays non-monotonic — so met-timing + seed-search is the best open recipe; deterministic no-seed-search closure still needs commercial P&R. Free Vivado (ML Standard) supports the xc7a200t but is x86-only.Rebased on latest master (resolved a NOW.md overlap with #1911). Refs #1764