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temp build/analysis scripts (54 py files) backup before prune
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"""V2 authoring: fix the bridge-ordering logic bug.
The v1 'bridge' confirmed the action the customer was ABOUT to request, which
produced a time-travel contradiction (agent: "I've filed the claim" -> user:
"please file the claim" -> agent files it). C3 caught ~94% of tail turns on that.
V2 schema makes every acknowledgement PAST-TENSE and about its OWN turn's action
only. An ack is only ever shown once its turn is completed, so no confirmation
can precede its request:
{
"q1": "<turn-1 user message: auth + lookups + the first action>",
"ack1": "<agent confirms ONLY what turn 1 did, past tense>",
"turns":[ {"user":"<request for tail call k>", "ack":"<agent confirms THAT
call, past tense>"}, ... ] # one per tail call, in order
}
Cache -> out/authored_v2.json (idempotent; re-fills only missing/failed).
Run: python -u temp/story_remediation/unbundle/author_splits_v2.py
"""
from __future__ import annotations
import json, re, sys, threading, logging
from concurrent.futures import ThreadPoolExecutor
from pathlib import Path
import yaml
HERE = Path(__file__).resolve().parent
ROOT = HERE.parents[2]
sys.path.insert(0, str(ROOT))
for _n in ("azure", "azure.identity", "azure.core.pipeline.policies.http_logging_policy"):
logging.getLogger(_n).setLevel(logging.WARNING)
from datasetreview.llm_client import make_judge # noqa: E402
N100 = ROOT / "distractor_generation_2" / "datasets" / "n100" / "trajectories.jsonl"
AUTHORED = HERE / "out" / "authored_v2.json"
cfg = yaml.safe_load(open(ROOT / "datasetreview" / "config.yaml", encoding="utf-8"))
WORKERS = 8
SYS = (
"You rewrite ONE retail customer-support conversation so it reads as a natural, "
"coherent multi-turn dialogue instead of a single giant request. The conversation "
"must make perfect sense read start to finish.\n\n"
"You are given the customer's original bundled message and the ordered backend "
"actions the agent took (tool name + arguments). The FIRST GROUP of actions "
"(authentication + lookups + the first real action) all happen in TURN 1. Each "
"remaining TAIL action becomes its own separate later turn, in order.\n\n"
"Return a JSON object EXACTLY like:\n"
'{ "q1": "<turn-1 customer message>", "ack1": "<agent reply AFTER turn 1>",\n'
' "turns": [ {"user":"<customer message>","ack":"<agent reply AFTER doing it>"}, ... ] }\n\n'
"THE #1 RULE (this is what you are fixing): An agent reply may ONLY confirm actions "
"that have ALREADY been performed. It must be PAST TENSE and describe ONLY its own "
"turn's action. NEVER let an agent say it did something the customer has not yet "
"asked for. Do not preview or promise the next step.\n"
" - ack1 confirms ONLY the turn-1 actions. It must NOT mention any tail action.\n"
" - Each turns[k].ack confirms ONLY that same turn's single action.\n\n"
"Other rules:\n"
"1. q1 motivates ONLY the turn-1 actions. Do NOT mention or hint at any tail action.\n"
"2. Exactly one entry in \"turns\" per tail action, same order. Each \"user\" message "
"naturally triggers exactly that one action and nothing else.\n"
"3. The customer is ALREADY authenticated after turn 1. Later turns must NOT re-verify "
"identity or re-share name / ZIP / email / phone (unless an action's arguments are "
"about a DIFFERENT person, e.g. looking up a relative, which is fine).\n"
"4. Do NOT re-request anything already done in an earlier turn.\n"
"5. Copy every identifier verbatim from the arguments: order ids (#W...), item / "
"product numbers, gift card ids, dollar amounts, exact quoted message or review text. "
"NEVER invent, drop, or alter an id.\n"
"6. Natural, human, concise. Vary follow-up phrasing ('Thanks, one more thing', 'Got "
"it, could you also', 'Perfect, now'). Contractions are good.\n"
"7. Absolutely NO em dashes or en dashes. Use commas, periods, or parentheses.\n"
"Return ONLY the JSON object."
)
_TOK = re.compile(r"#W\d+|gift_card_\w+|\bgc_\w+|\b\d{8,}\b")
def toks(*strings):
s = set()
for x in strings:
if x:
s |= set(_TOK.findall(x if isinstance(x, str) else json.dumps(x)))
return s
def build_user(row, K):
calls = row["calls"]
fmt = lambda c: {"tool": c["name"], "arguments": c.get("arguments", {})}
return json.dumps({
"original_customer_message": row["query"],
"turn1_actions": [fmt(c) for c in calls[:K]],
"tail_actions_each_its_own_turn": [fmt(c) for c in calls[K:]],
}, ensure_ascii=False, indent=2)
def validate(row, K, out):
calls = row["calls"]; tail = calls[K:]
if not isinstance(out, dict):
return "not a dict"
q1 = out.get("q1"); ack1 = out.get("ack1"); turns = out.get("turns")
if not isinstance(q1, str) or not q1.strip():
return "empty q1"
if not isinstance(ack1, str) or not ack1.strip():
return "empty ack1"
if not isinstance(turns, list) or len(turns) != len(tail):
return f"turns len {len(turns) if isinstance(turns,list) else '?'} != tail {len(tail)}"
texts = [q1, ack1]
for t in turns:
if not isinstance(t, dict) or not str(t.get("user", "")).strip() or not str(t.get("ack", "")).strip():
return "empty turn user/ack"
texts += [t["user"], t["ack"]]
for t in texts:
if "\u2014" in t or "\u2013" in t or " - " in t:
return "dash present"
allowed = toks(row["query"], *[c.get("arguments", {}) for c in calls])
new = toks(*texts) - allowed
if new:
return f"new ids {sorted(new)[:4]}"
tail_ids = (toks(*[c.get("arguments", {}) for c in tail])
- toks(*[c.get("arguments", {}) for c in calls[:K]]))
leak = toks(q1, ack1) & tail_ids
if leak:
return f"tail id leaked into q1/ack1 {sorted(leak)}"
return None
def main():
rows = {json.loads(l)["example_id"]: json.loads(l)
for l in open(N100, encoding="utf-8") if l.strip()}
cand = []
for eid, r in rows.items():
md = r.get("metadata") or {}; ad = md.get("anchor_depth")
calls = r.get("calls") or []
if ad is None or ad < 2 or len(calls) <= ad + 1:
continue
cand.append(eid)
cand.sort()
print(f"candidates: {len(cand)}")
authored = {}
if AUTHORED.exists():
authored = json.loads(AUTHORED.read_text(encoding="utf-8"))
todo = [e for e in cand if e not in authored or authored[e].get("_err")]
print(f"already done: {len(cand)-len(todo)} to author: {len(todo)}")
judge = make_judge(cfg["model"])
lock = threading.Lock(); done = [0]
def work(eid):
r = rows[eid]; K = r["metadata"]["anchor_depth"] + 1
user = build_user(r, K); last = None
for _ in range(3):
try:
out = judge.judge({"system": SYS, "user": user})
except Exception as e: # noqa
last = f"api:{e}"; continue
err = validate(r, K, out)
if err is None:
rec = {"q1": out["q1"].strip(), "ack1": out["ack1"].strip(),
"turns": [{"user": t["user"].strip(), "ack": t["ack"].strip()}
for t in out["turns"]]}
with lock:
authored[eid] = rec; done[0] += 1
if done[0] % 20 == 0:
AUTHORED.write_text(json.dumps(authored, ensure_ascii=False, indent=1), encoding="utf-8")
print(f" ...{done[0]}/{len(todo)}")
return
last = err
with lock:
authored[eid] = {"_err": last or "unknown"}
print(f" SKIP {eid}: {last}")
AUTHORED.parent.mkdir(parents=True, exist_ok=True)
with ThreadPoolExecutor(max_workers=WORKERS) as ex:
list(ex.map(work, todo))
AUTHORED.write_text(json.dumps(authored, ensure_ascii=False, indent=1), encoding="utf-8")
ok = sum(1 for e in cand if "q1" in authored.get(e, {}) and not authored.get(e, {}).get("_err"))
err = [e for e in cand if authored.get(e, {}).get("_err")]
print(f"\nauthored ok: {ok}/{len(cand)} failed/skipped: {len(err)}")
for e in err[:15]:
print(" ", e, authored[e]["_err"])
print(f"wrote {AUTHORED.relative_to(ROOT)}")
if __name__ == "__main__":
main()