File size: 4,277 Bytes
02039a4 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 | # `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.
|