smart-plotting

Installed Root

Resolve the installed reasflow-dev skills root before running packaged scripts:

REASFLOW_SKILLS_ROOT="${REASFLOW_SKILLS_ROOT:-}"
if [ -z "$REASFLOW_SKILLS_ROOT" ]; then
  if [ -d ./.agents/skills ]; then
    REASFLOW_SKILLS_ROOT="$(pwd)/.agents/skills"
  elif [ -d "$HOME/.agents/skills" ]; then
    REASFLOW_SKILLS_ROOT="$HOME/.agents/skills"
  else
    echo "reasflow shared skills not found in ./.agents/skills or $HOME/.agents/skills" >&2
    exit 1
  fi
fi

REASFLOW_PRIVATE_SKILLS_ROOT="${REASFLOW_PRIVATE_SKILLS_ROOT:-}"
if [ -z "$REASFLOW_PRIVATE_SKILLS_ROOT" ]; then
  if [ -d ./.codex/reasflow-skills ]; then
    REASFLOW_PRIVATE_SKILLS_ROOT="$(pwd)/.codex/reasflow-skills"
  elif [ -d "$HOME/.codex/reasflow-skills" ]; then
    REASFLOW_PRIVATE_SKILLS_ROOT="$HOME/.codex/reasflow-skills"
  else
    echo "reasflow private skills not found in ./.codex/reasflow-skills or $HOME/.codex/reasflow-skills" >&2
    exit 1
  fi
fi

Smart Plotting

Overview

Two modes — always prefer request mode for new figures; use spec mode only when you already know the exact layout.

Set:

SKILL_ROOT="$REASFLOW_PRIVATE_SKILLS_ROOT/experiment/smart-plotting"

Request mode (recommended)

Pass a natural-language description. The script generates matplotlib code via LLM, executes it, scores quality with vision analysis (target ≥ 8.5), and iterates automatically up to --max-iterations times.

Alg_Exp/.venv/bin/python "$SKILL_ROOT/scripts/smart-plot.py" \
  --request "Convergence curves: X=iteration, Y=MSE log-scale, compare methods A B C with mean±std shading, 14pt font, DPI 300, paper style" \
  --data-sources Alg_Exp/data/results.csv \
  --output Alg_Exp/picture/convergence.png \
  --auto-analyze --max-iterations 3 \
  --metadata-output Alg_Exp/data/convergence_meta.json

If the user requests changes after the first run, pass the feedback:

Alg_Exp/.venv/bin/python "$SKILL_ROOT/scripts/smart-plot.py" \
  --request "same convergence figure" \
  --data-sources Alg_Exp/data/results.csv \
  --output Alg_Exp/picture/convergence_v2.png \
  --previous-feedback "legend overlaps the curves; move it outside the plot area" \
  --auto-analyze --max-iterations 3