docs: replace all ASCII/Unicode diagram blocks with matplotlib SVG figures

Browse Source

Replace 23 ASCII/Unicode text diagram code-blocks in mathematical_foundations.md
with professionally rendered matplotlib SVG figures.

Changes:
- Add docs/source/_gen_diagrams.py: Python script generating all 23 SVG figures
  with consistent styling (white bg, blue/orange/green/red palette, scipy/numpy/
  matplotlib Agg backend)
- Add docs/source/_static/diagrams/*.svg: 23 rendered SVG figures covering:
  §1 DE/random-walk/BM/GBM, §2 Ito/Picard/FP/EM/OU, §3 Poisson/Merton/Levy,
  §6 Kalman, §7 MCMC, §9 KL/Fisher, §10 curvatures/natural-gradient
- Update mathematical_foundations.md: all ASCII art code-blocks replaced with
  MyST {figure} directives pointing to the generated SVGs
- Sphinx build: clean success, all 23 SVGs copied to build, 1 pre-existing warning

Resolves: user request for professional publication-quality figures instead of
  ASCII/Unicode art (which was too low-level for publication)

...

This commit is contained in:

ThotDjehuty

2026-03-07 11:29:14 +01:00

parent e80d717aa7

commit 5d06f0ab57

25 changed files with 75446 additions and 488 deletions

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