| # `scripts/` — recompute every number in this repository |
|
|
| Standard library only; nothing to install. **Run from the repository root.** |
|
|
| ## Quick start |
|
|
| ```bash |
| git clone https://huggingface.co/datasets/Gyubeum/AndroidFlux_Evaluation_Output |
| cd AndroidFlux_Evaluation_Output |
| |
| python3 scripts/reproduce.py --check # recount every cell and compare with its header |
| python3 scripts/score_tables.py --root . --all # regenerate the paper tables |
| ``` |
|
|
| --- |
|
|
| ## `reproduce.py` — a small, readable reproducer |
|
|
| **It answers one question:** does the number in a cell's stored header come out of the |
| per-episode results? |
|
|
| ```bash |
| python3 scripts/reproduce.py # recompute every cell |
| python3 scripts/reproduce.py --check # ... and compare with the headers (exit 1 on any mismatch) |
| python3 scripts/reproduce.py --csv out.csv # one line per cell |
| python3 scripts/reproduce.py --cell human_verified/replay_65/t/ma3_7b |
| ``` |
|
|
| Example output: |
|
|
| ``` |
| human_verified/replay_65/t/ma3_7b 23/65 35.38% valid=True issues=0 |
| ``` |
|
|
| Cells whose **denominator differs from the expected one**, and cells that **have no |
| per-episode rows and therefore fall back to the header**, are flagged in place. The header |
| is never trusted silently. |
|
|
| ## `score_tables.py` — regenerate the paper tables |
| |
| Holds the model registry, the AndroidWorld axis, and all diagnostics. |
| |
| ```bash |
| python3 scripts/score_tables.py --root . --all # all four tables |
| python3 scripts/score_tables.py --root . --verify # recompute every cell; exit != 0 on a fatal defect |
| python3 scripts/score_tables.py --root . --table tab:hvlvcomparison |
| python3 scripts/score_tables.py --root . --cell human_verified/replay_65/t_plus_1_pos/ma3_32b --explain |
| python3 scripts/score_tables.py --root . --aw-root <AW tree> --table aw --show-counts |
| ``` |
| |
| **`--verify` does not check the AndroidWorld axis.** It only recomputes the axes that are |
| re-scored per episode (human-verified and LLM-verified). Running `--verify` with only an |
| AndroidWorld tree prints `0 cell(s) recomputed, 0 fatal` and **exits 0**, which means |
| *not checked*, not *passed*. For AndroidWorld, confirm that `--table aw --show-counts` |
| produces values. |
| |
| ## `scratch_80_tasks.txt` · `scratch_65_tasks.txt` · `snapshot_15_tasks.txt` |
| |
| `scratch_80` is the **union** of the 65 tasks of `replay_65` and the 15 tasks of |
| `snapshot_15`. The two sets have an **empty intersection** and the union is exactly 80. |
| The list was derived independently in three places and matched byte for byte. |
| |
| --- |
| |
| ## Scoring rules — the two families differ |
| |
| ``` |
| validation.json · per_episode.json success = score > 0 (0.5 counts as success) |
| sr_summary.json (AndroidWorld) success = score >= 1 (0.5 counts as failure) |
| read from ["total"]["successes"] |
| (not the top level, not score_points) |
| ``` |
| |
| The fields of an episode record differ between cells. The fallback order is |
| `is_successful` → `success` → `score`, and **`is_successful` may be `null`** (the task died |
| with an exception before it was judged). **`null` is a failure, not an exclusion**: do not |
| shrink the denominator. |
| |
| The difference matters on AndroidWorld. One tree's per-task score distribution was |
| `0.0 → 4939 · 1.0 → 4730 · null → 155 · 0.5 → 36`; counting with `> 0` would flip those |
| 36 to successes. |
| |
| ## Denominators are fixed |
| |
| ``` |
| replay_65 clean · t_minus_5 · t_minus_3 · t_minus_1 · t 65 |
| t_plus_1_pos · t_plus_1_neg 52 each |
| snapshot_15 clean · t_minus_1 · t 15 |
| replay_312 clean · t 312 (104 tasks × 3 source trajectories) |
| androidworld 116 (including the ~6 tasks that die with an exception) |
| ``` |
| |
| **`t_minus_3` and `t_minus_5` do not drop episodes whose prefix is too short.** They are |
| clamped and stay in the denominator of 65: t−3 has 39 feasible + 26 clamped, t−5 has 21 + 44. |
|
|
| **A run that loaded fewer tasks does not get a smaller denominator.** One AndroidWorld run |
| loaded 115 of 116 (`episodes=115 != expected_tasks=116`); the missing task counts as a |
| failure. Do not pad `per_task.json` to 116 rows. |
|
|
