| # Reproduce |
|
|
| Environment, model digests, and suite/label SHA-256: `ENVIRONMENT.md`. |
|
|
| ## Harness |
|
|
| Public at `github.com/mobius-style/mmv`, directory `operate-fr-bench/` |
| (AGPL-3.0). The four profiles used here (`gemma4_12b_…`, |
| `gemma4_12b_qat_…`, `gemma4_26b_…`, `gemma4_26b_a4b_qat_…`, all |
| `…route_transformer_plus_validator_v3_1`) share identical governance |
| flags; both Q4_0 profiles pin `extra.num_ctx: 8192` because their |
| Modelfiles declare a 262,144-token context whose KV allocation fails on a |
| 16 GB card (load feasibility only — suite prompts are far below 8,192 |
| tokens). `think: false` everywhere. Unload the previous model |
| (`ollama stop <tag>`) between cells; a resident sibling model causes CUDA |
| allocation failure. |
|
|
| ## Models (Ollama tags) |
|
|
| `gemma4:12b` (PTQ Q4_K_M, 11.9B dense) · `gemma4:12b-it-qat` (QAT Q4_0, |
| 11.9B dense) · `gemma4:26b` (PTQ Q4_K_M, 25.8B MoE) · |
| `gemma4:26b-a4b-it-qat` (QAT Q4_0, 25.2B MoE, ~4B active). Content |
| digests in `ENVIRONMENT.md`. |
|
|
| ## Runs (sequential, one cell at a time, from `operate-fr-bench/`) |
|
|
| ```bash |
| python3 -m harness.run_eval --suite configs/suite_smoke.yaml --profile <PROFILE> --out reports/<CELL>.jsonl |
| python3 -m harness.score --results reports/<CELL>.jsonl --labels data/labels/smoke100_route_labels.jsonl --out reports/<CELL>_smoke_summary.json |
| python3 -m harness.run_eval --suite configs/suite_core500.yaml --profile <PROFILE> --out reports/<CELL>_core500.jsonl |
| python3 -m harness.score --results reports/<CELL>_core500.jsonl --labels data/labels/core500_route_labels.jsonl --out reports/<CELL>_core500_summary.json |
| ``` |
|
|
| Determinism baselines and controls: Smoke-100 repeats for **all four |
| cells** (12B same-day; 26B 8–10 h later across a date boundary; all |
| 100/100 byte-identical, including the CPU-offloaded 26B-PTQ cell), plus a |
| `num_ctx: 8192` control re-run of the 12B-PTQ cell (100/100 byte-identical |
| vs default context). |
|
|
| ## Suite availability |
|
|
| The OPERATE-FR Smoke-100 / Core-500-candidate items are project-local and |
| not redistributed (they are identified by SHA-256 in `ENVIRONMENT.md`). |
| Reproduction on the same items requires access to the private suite |
| archive; reproduction of the *design* on other routing suites requires |
| only the public harness. |
|
|
| ## Analysis |
|
|
| ```bash |
| OPFR_BENCH_ROOT=/path/to/operate-fr-bench python3 analysis/analyze_2x2.py |
| ``` |
|
|
| Deterministic (bootstrap seed 20260810; the interaction is reported with |
| a stem-clustered CI — primary, since Core-500 is 100 stems × 5 |
| paraphrases — and a task-iid CI). Regenerates every routing table in |
| `data/` from row level, including the per-family table (families read |
| from the suites' authoritative `family` fields). The safety rates quoted |
| in the paper come from the harness scorer's summary outputs, archived |
| privately with the raw rows. Row-level artifacts (13 runs, 2,900 rows, 0 |
| errored) are excluded from the public package (see `README.md`); their |
| SHA-256 hashes are in `data/RAW_ARTIFACT_HASHES.sha256`. |
|
|
