# RQ2 (Agent-Time / LLM-Share Breakdown)

This folder contains the analysis artifacts for **RQ2**: how overall agent runtime is distributed across LLM calls vs. tool/external time, and how this differs across frameworks (A2A / H_A2A / MCP) and models.

## What’s inside

- **Per-task subfolders** (e.g., `BookWriter-*`, `SQLAssistant-*`, `LandingPageGenerator-*`)
  - `agent_map.md` / `FRAMEWORK_map.yaml`: agent/tool mapping used for classification.
  - `agent_llm_tool_breakdown_by_model.csv`: per-model time/token breakdowns used by the plots.
  - `analyze_performance_breakdown*.py`: task-specific aggregation scripts.

- **Aggregated outputs (repo-level for RQ2)**
  - `llm_share_summary.csv`: consolidated LLM-share summary table.
  - `llm_share_heatmap.pdf`: heatmap visualization of LLM share.
  - `model_overhead_bars_a2a.pdf`, `model_overhead_bars_mix.pdf`: model-level overhead bar charts.
  - `framework_overhead_ratio_mix_vs_a2a.pdf`: framework overhead ratio comparison.

- **Plotting scripts**
  - `aggregate_llm_share.py`: merges per-task outputs into `llm_share_summary.csv`.
  - `plot_llm_share_heatmap.py`: generates `llm_share_heatmap.pdf`.
  - `plot_model_overhead_bars_a2a.py`, `plot_model_overhead_bars_mix.py`: bar charts.
  - `plot_framework_overhead_ratio_mix_vs_a2a.py`: ratio comparison plot.
  - `plot_agent_time_share_bars_unified_y_by_series.py`: unified-y time-share plots.
  - `plot_total_classified_ecdf.py`: ECDF plots for classified time.

- **Batch plot outputs**
  - `z_Agent-Time-UnifiedY/`: exported PDFs for time-share plots.
  - `z_ECDF/`: exported PDFs for ECDF plots.

## How to reproduce (typical)

Run from the repository root (or with `RQ2/` as your working directory):

```bash
python aggregate_llm_share.py
python plot_llm_share_heatmap.py
python plot_model_overhead_bars_a2a.py
python plot_model_overhead_bars_mix.py
python plot_framework_overhead_ratio_mix_vs_a2a.py
python plot_agent_time_share_bars_unified_y_by_series.py
python plot_total_classified_ecdf.py
```

## Notes

- Some scripts expect the per-task CSVs to already exist inside each task folder.
- All PDFs/CSVs in this directory are treated as **generated analysis artifacts** for RQ2.