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Formula models, JSON candidates, training loop and control charts - #7

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BaptisteDE merged 2 commits into
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formula-models
Oct 1, 2026
Merged

BaptisteDE merged 2 commits into
mainfrom
formula-models

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  • FormulaModel: forward models declared as whitelisted text formulas (no eval), saved as their spec by PymcWrapper.save_model
  • models.py frozen; legacy_formulas maps the 23 legacy models to equivalent formulas (tested for exact equivalence)
  • candidates/training: candidate JSON config, fit/evaluate/compare and train_candidates loop (moved from sonergia)
  • control_charts: X-bar, EWMA, CUSUM stats and plots (moved from sonergia)
  • save_model/load_model accept str paths

- FormulaModel: forward models declared as whitelisted text formulas
  (no eval), saved as their spec by PymcWrapper.save_model
- models.py frozen; legacy_formulas maps the 23 legacy models to
  equivalent formulas (tested for exact equivalence)
- candidates/training: candidate JSON config, fit/evaluate/compare and
  train_candidates loop (moved from sonergia)
- control_charts: X-bar, EWMA, CUSUM stats and plots (moved from sonergia)
- save_model/load_model accept str paths

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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@BaptisteDE
BaptisteDE merged commit b7615fc into main Oct 1, 2026
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