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# COMPUTE_BUDGET.md

Resource Plan Measured / status
Compute node M3U96a (Mac Studio M3 Ultra, 28 cores, 96 GB RAM) — FinData API on localhost load 1.5–1.9 before start
Scratch ~/wp39-cache on the internal SSD (319 GB free; FinData hard floor 60 GB) streaming design keeps < 5 GB
API exports ≈ 2 × 4,300 symbol-chunks, ≈ 1 s each server-side, 4 concurrent pilot measured 1.0 s / 860 k rows
Fundamentals calls 5,451 × 2 ms each
Feature computation Polars per symbol (≈ 1.7 M rows → 4 frequency tables), 8 worker processes to be measured in the pilot
Models logistic ridge (seconds) ; LightGBM 24 trials × 5 information sets × (1 chronological + 11 walk-forward folds) ≈ 1,440 fits, early stopping; ≈ 2–4 h on 28 cores —
Bootstrap 1,000 stationary-bootstrap draws over 23 test quarters per contrast — seconds —
LaTeX laptop (TeX Live, latexmk) available
AI usage none in the pipeline (no LLM features, no neural B7/B8); Claude Code used only as the engineer owner instruction 2026-11-02

Pilot (Phase 2 gate): 300 firms stratified by first-fundamentals year and size, full history → validates throughput, feature sanity and label base rates before the full run.

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