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3 changes: 2 additions & 1 deletion skills/kev-finetune/scripts/split_data.py
Original file line number Diff line number Diff line change
Expand Up @@ -117,7 +117,8 @@ def dedupe(records):
seen.add(fingerprint)
key = state_key(r["state"])
for qid, q in r["questions"].items():
previous = by_state[key].setdefault((qid, json.dumps(q.get("instructions"), sort_keys=True)), label_key(q))
question = json.dumps({k: q.get(k) for k in ("type", "instructions", "criteria")}, sort_keys=True)
previous = by_state[key].setdefault((qid, question), label_key(q))
if previous != label_key(q): conflicts.add(key)
kept.append(r)
dropped_dupes = len(records) - len(kept)
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41 changes: 41 additions & 0 deletions tests/test_skill_scripts.py
Original file line number Diff line number Diff line change
Expand Up @@ -105,6 +105,47 @@ def test_dedupe_drops_exact_copies_and_conflicting_states():
assert [r["state"] for r in kept] == ["login broken"]


@pytest.mark.parametrize("left,right", [
({"type": "score", "criteria": ["bad", "good"], "label": 1},
{"type": "score", "criteria": ["bad", "neutral", "good"], "label": 2}),
({"type": "choice", "criteria": {"a": "billing", "b": "shipping"}, "label": "a"},
{"type": "choice", "criteria": {"a": "shipping", "b": "billing"}, "label": "b"}),
({"type": "noul", "label": True},
{"type": "choice", "criteria": {"yes": "yes", "no": "no"}, "label": "yes"}),
])
def test_dedupe_preserves_different_question_definitions(left, right):
rows = [{"state": "same input", "questions": {"answer": {"instructions": "Assess this input", **q}}} for q in (left, right)]
assert all(split_data.check_record(row) == [] for row in rows)
assert split_data.dedupe(rows) == (rows, 0, 0)


def test_dedupe_still_detects_conflicts_with_reordered_criteria_keys():
first = {"type": "choice", "instructions": "Route this", "criteria": {"a": "billing", "b": "shipping"}, "label": "a"}
second = {**first, "criteria": {"b": "shipping", "a": "billing"}, "label": "b"}
rows = [{"state": "same input", "questions": {"answer": q}} for q in (first, second)]
assert split_data.dedupe(rows) == ([], 0, 1)


def test_split_cli_keeps_question_variants_in_the_same_partition(tmp_path, monkeypatch):
rows = [{"state": f"case {i}", "questions": {"rating": {
"type": "score", "instructions": "Rate the experience", "criteria": levels, "label": len(levels) - 1}}}
for i in range(60) for levels in (["bad", "good"], ["bad", "neutral", "good"])]
src, out = tmp_path / "variants.jsonl", tmp_path / "out"
src.write_text("".join(json.dumps(row) + "\n" for row in rows), encoding="utf-8")
monkeypatch.setattr(sys, "argv", ["split_data.py", str(src), "--out", str(out)])
assert split_data.main() == 0
summary = json.loads((out / "summary.json").read_text(encoding="utf-8"))
assert summary["records"] == 120 and summary["conflicting_states_dropped"] == 0
states = []
for name in ("train", "calibration", "development"):
part = [json.loads(line) for line in (out / f"{name}.jsonl").read_text(encoding="utf-8").splitlines()]
counts = Counter(split_data.state_key(row["state"]) for row in part)
assert set(counts.values()) == {2}
states.append(set(counts))
assert sum(map(len, states)) == 60
assert not (states[0] & states[1] or states[0] & states[2] or states[1] & states[2])


def test_split_keeps_states_together_and_is_deterministic():
rows = [record(f"ticket {i % 40}", dept=["returns", "shipping", "billing", "account"][i % 4]) for i in range(80)]
parts = split_data.split(rows, {"calibration": 0.2, "development": 0.2}, seed=3)
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