| # RQ2 (Agent-Time / LLM-Share Breakdown) |
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| 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. |
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| ## What’s inside |
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| - **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. |
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| - **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. |
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| - **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. |
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| - **Batch plot outputs** |
| - `z_Agent-Time-UnifiedY/`: exported PDFs for time-share plots. |
| - `z_ECDF/`: exported PDFs for ECDF plots. |
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| ## How to reproduce (typical) |
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| Run from the repository root (or with `RQ2/` as your working directory): |
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| ```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 |
| ``` |
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| ## Notes |
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| - 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. |
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