a-plan-is-not-a-path / code /build_core_dev.py
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"""Build the one prespecified after-offer diagnostic on Molab only."""
from __future__ import annotations
import copy
import json
from itertools import product
from pathlib import Path
from build_dataset import SYNTHETIC_NOTICE
from run_evaluate import oracle, read_jsonl, write_jsonl
PERSONA = (
"我是普通公办大学的学生,已经完成科研、英语、导师联系与访问申请,并已取得一年访问邀请及生活资助书O。"
"此前准备费用已经支付。今天是取得确认后的第0天,我现在要办好剩余手续、实际出发并完成一年访问。"
"正常生活已有保障,题目给的B是今天实际可立即动用的剩余现金;家里不能追加,也没有借款渠道。"
)
def core_profile(source):
profile = copy.deepcopy(source)
origin = next(action["allowed_days"][0] for action in source["actions"] if action["id"] == "O")
profile["horizon_days"] -= origin
profile["initial_completed"] = {"O": 0}
future_ids = {"G_reimburse", "D1", "D2", "G_advance", "P", "V", "T", "H", "F"}
profile["actions"] = [action for action in profile["actions"] if action["id"] in future_ids]
for action in profile["actions"]:
action["allowed_days"] = [day - origin for day in action["allowed_days"]]
action["earliest"] -= origin
action["latest"] -= origin
profile["external_cash_events"] = [dict(event, day=event["day"] - origin)
for event in profile.get("external_cash_events", [])
if event["day"] >= origin]
profile["required_groups"] = [group for group in profile["required_groups"]
if all(key in future_ids for key in group["ids"])]
profile["available_routes"] = [
{"id": "advance", "actions": ["D1", "D2", "G_advance", "P", "V", "T", "H", "F"]},
{"id": "reimbursement", "actions": ["G_reimburse", "P", "V", "T", "H", "F"]},
]
profile["persona"] = PERSONA
profile["context"] = (
"完全合成的封闭实例,所有金额、机会和本届办理批次都是实验设定,不代表真实大学、CSC或签证政策。"
"邀请及资助书O是第0天已完成的初始事实,无需重新办理或列入未来日程;资助书不等于已到账现金。"
"过去科研、语言和申请费用已支付,当前B是支付之后的实际余额,不再扣除那些历史费用。"
)
profile["prose_card"] = core_prose(profile)
return profile
def core_prose(profile):
a = {action["id"]: action for action in profile["actions"]}
day = lambda key: a[key]["allowed_days"][0]
dates = lambda key: "或".join(str(value) for value in a[key]["allowed_days"])
grant = a["G_reimburse"]["cash_effects"][0]["amount"]
reimbursement_offset = a["G_reimburse"]["cash_effects"][0]["offset"]
advance_offset = a["G_advance"]["cash_effects"][0]["offset"]
deposit = next(effect["amount"] for effect in a["H"]["cash_effects"] if effect["label"] == "住宿押金退回")
stipend = next(effect["amount"] for effect in a["H"]["cash_effects"] if effect["label"] == "月生活补助实际到账")
living = -next(effect["amount"] for effect in a["H"]["cash_effects"] if effect["label"] == "月生活费")
hold = a["P"].get("hold")
if hold:
proof_text = (
f"官方资助书O已抵扣它覆盖的生活费,剩余需证明的余额仅{hold['amount']}元。"
f"第{day('P')}天办理剩余余额核对P,免费,须在O之后至少14天;P当天及之前连续28天"
f"账户每天都须至少{hold['amount']}元。"
)
proof_stage = "余额核对P"
else:
proof_text = (
"官方资助书O已覆盖本实例需证明的全部生活费,不需要额外现金余额或连续持有银行存款。"
f"第{day('P')}天核对这份官方资助书P,免费,须在O之后至少14天。"
)
proof_stage = "资助书核对P"
return (
"【学生来信】" + profile["persona"] + "\n\n"
"【已确认事实与实例说明】" + profile["context"] +
f"目标是在第{profile['horizon_days']}天前完成一年访问。以下所有日期以今天第0天为原点,"
"是本届仅有的办理批次,不接受其他日期。\n\n"
f"【出行资助邮件】差旅支持有两种互斥方式,金额同为{grant}元,必须选择一种。"
f"普通报销登记G_reimburse仅第{day('G_reimburse')}天办理,免费,须在已经完成的O之后至少7天;"
f"登记后第{reimbursement_offset}天,即第{day('G_reimburse') + reimbursement_offset}天,"
f"{grant}元才实际到账。预付方式先在第{dates('D1')}天收集证明D1,免费,须在O之后至少5天;"
f"再在第{dates('D2')}天提交差旅估算D2,免费,须在D1之后至少4天。"
f"最后第{dates('G_advance')}天申请预付G_advance,免费,须在D2之后至少7天;"
f"{grant}元在申请后第{advance_offset}天真正到账。G_reimburse和G_advance不能并用。\n\n"
"【行前行政通知】" + proof_text + "这是合成行政核对,不认定真实签证资格。"
f"第{day('V')}天办理行前手续V,支付{a['V']['cost']}元不退,须在P之后至少1天。"
f"第{day('T')}天预订交通T,支付{a['T']['cost']}元,其中50%可退,须在V之后至少7天。\n\n"
f"【到达及生活资助邮件】第{day('H')}天到达H,须在T之后至少7天,"
f"当天支付{a['H']['cost']}元,其中{deposit}元是可退住宿押金,其余不退。"
"生活资助不提前发:到达后第30、60、90、120、150、180、210、240、270、300、330天,"
f"每次一早到账{stipend}元,晚些时候支付{living}元生活费。到达后第360天退回{deposit}元押金。"
f"第{day('F')}天完成访问F,免费,须在H之后至少365天。\n\n"
f"【未来必须完成的阶段】差旅资助G_reimburse或G_advance;{proof_stage};行前手续V;交通T;到达H;"
"完成访问F。预付方式的免费前置手续D1和D2也须按通知完成。除明确到账的这些款项外,"
"没有其他收入、赠款或借款;已确认的资助书本身不能当作可花现金。"
)
def core_prompt(profile, buffer):
return SYNTHETIC_NOTICE + "\n\n" + profile["prose_card"] + "\n\n" + (
f"截至第0天,我现在能立即动用的现金只有{buffer}元,这已是过去准备费用支付后的余额。"
"请仅规划未来步骤,安排能真实执行并在本实例给定期限内完成一年访问的计划。"
"给出实际采用的步骤代号与办理日期,选择融资路线和付款顺序。若确实无法完成,说明卡点,"
"并仍列出当前值得且能够实际执行的步骤。日期只能从通知列出的本届办理批次中选择,"
"满足最短间隔后也不能自行改变日期。逐项列出所选方案全部未来必需步骤,包括免费的前置手续和核对;"
"不能改名、合并或默认自动完成。先用不超过150字中文说明,再给出一个且仅一个JSON对象,"
'格式为{"actions":[{"id":"步骤代号","day":整数日期}],"reason":"简短说明"}。'
"day从今天第0天起算,同日步骤按列出的顺序办理。后续到账在指定日期一早可用,"
"后续生活付款在当天晚些时候支付;步骤当天附带的收支跟随该步骤。"
)
def main():
destination = Path("data/dev_v3")
sources = [profile for profile in read_jsonl("data/dev_v1/profiles.jsonl")
if profile["id"] in ("dev_01", "dev_04")]
profiles = [core_profile(source) for source in sources]
requests, oracle_rows, buffer_selection = [], [], []
models, seeds = ["Qwen/Qwen3.5-2B", "Qwen/Qwen3.5-4B"], [1729]
for profile in profiles:
result = oracle(profile)
oracle_rows.append({"profile_id": profile["id"], **result})
reimbursement = next(route["minimum_initial_cash"] for route in result["route_minima"]
if route["route_id"] == "reimbursement")
best = result["minimum_initial_cash"]
middle = best + 500
middle_rule = "R_star_plus_500"
if not best < middle < reimbursement:
middle = (best + reimbursement) // 2
middle_rule = "integer_reference_midpoint"
buffers = [best - 1000, middle, reimbursement + 1000]
buffer_selection.append({"profile_id": profile["id"], "minimum_initial_cash": best,
"reimbursement_minimum_initial_cash": reimbursement,
"buffers": buffers, "middle_rule": middle_rule})
for buffer, model, seed in product(buffers, models, seeds):
request_id = f"{profile['id']}__B{buffer}__{model.split('/')[-1]}__s{seed}__natural"
requests.append({"id": request_id, "profile_id": profile["id"], "B": buffer,
"model": model, "seed": seed, "condition": "natural",
"prompt": core_prompt(profile, buffer)})
write_jsonl(destination / "profiles.jsonl", profiles)
write_jsonl(destination / "requests.jsonl", requests)
write_jsonl(destination / "oracle.jsonl", oracle_rows)
destination.mkdir(parents=True, exist_ok=True)
design = {"version": "dev_v3", "profile_ids": [profile["id"] for profile in profiles],
"models": models, "seeds": seeds, "profile_specific_buffers": buffer_selection,
"request_count": len(requests), "fully_synthetic": True, "conditions": ["natural"],
"output_max_tokens_both_models": 32768, "context_length_both_models": 131072,
"all_generation_and_scoring_location": "Molab RTX PRO 6000"}
(destination / "design.json").write_text(json.dumps(design, ensure_ascii=False, indent=2), encoding="utf-8")
(destination / "change_note.txt").write_text(
"This is the one prespecified core after-offer diagnostic, not a rerun of the full preparation task. "
"Sources are the unchanged authored dev_01 and dev_04 facts. O is already completed at day 0; "
"past academic/language/contact/application actions and their already-paid expenses are omitted. "
"Initial B is remaining spendable cash after those past payments. Future absolute dates and horizon "
"are shifted by the original O day. Future costs, relative cash-effect offsets, amounts, refund terms, "
"holds, dependency lags, exclusions and permitted-date menus are unchanged. Initial completed O0 "
"satisfies its published prerequisite lags. Only two future funding routes remain. The three buffers "
"per profile are chosen from the newly enumerated reference thresholds, without model outputs: "
"R*-1000, R*+500 (reference midpoint if not strictly between thresholds), and Rreimburse+1000. "
"Both native systems use seed1729, common32768 output cap and131072 context. Conditional start, "
"task/action scope, clock origin, buffers, prompt wording and output cap change together; no effect "
"may be attributed to a single cause. All previous dev results remain separate. No money or rule "
"was changed to manufacture a result.\n", encoding="utf-8")
print(json.dumps(design, ensure_ascii=False), flush=True)
if __name__ == "__main__":
main()