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Add _render_training_curves + matplotlib dep + plot deliverables in README
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# Training Curves
PNGs in this directory are auto-generated by
`physix.training.loop._render_training_curves` at end of every GRPO run, then
mirrored from the HF model repo via `physix-train/sync-plots.sh`.
Files:
- `loss.png` — GRPO surrogate loss over training steps.
- `reward.png` — Mean reward (with ±1σ band) over training steps.
- `reward_components.png` — Per-component reward (`match`, `match_dense`,
`correctness`, `simplicity`, `format`).
To regenerate locally after a job:
./physix-train/sync-plots.sh Pratyush-01/physix-3b-rl