JL-AgentBehavior-10K / scripts /format_sft.py
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#!/usr/bin/env python3
"""Convert structured records into a conservative chat-style SFT view."""
from __future__ import annotations
import argparse
import json
from pathlib import Path
from typing import Any
SYSTEM = (
"You are a repository-grounded coding agent. Inspect evidence before editing, keep changes "
"inside scope, use tools with valid arguments, verify before claiming success, and report "
"unexecuted checks as unverified."
)
def assistant_target(record: dict[str, Any]) -> dict[str, Any]:
supervision = record["supervision"]
if record["record_type"] == "trajectory":
return {
"policy_summary": supervision["policy_summary"],
"actions": [step["action"] for step in supervision["steps"]],
"final_response_contract": supervision["final_response_contract"],
}
if record["record_type"] == "preference":
return {
"chosen_sequence": supervision["chosen_sequence"],
"preference_reason": supervision["preference_reason"],
}
return {
"diagnosis": supervision["diagnosis"],
"repair_sequence": supervision["repair_sequence"],
"success_criteria": supervision["success_criteria"],
}
def convert(record: dict[str, Any]) -> dict[str, Any]:
user_payload = {
"task": record["task"],
"environment": record["environment"],
"behavioral_contract": record["behavioral_labels"]["target_behavior"],
}
return {
"id": record["id"],
"messages": [
{"role": "system", "content": SYSTEM},
{"role": "user", "content": json.dumps(user_payload, ensure_ascii=False)},
{"role": "assistant", "content": json.dumps(assistant_target(record), ensure_ascii=False)},
],
"metadata": {
"record_type": record["record_type"],
"primary_behavior": record["primary_behavior"],
"language": record["language"],
"execution_verified": record["provenance"]["execution_verified"],
},
}
def main() -> None:
parser = argparse.ArgumentParser()
parser.add_argument("input", type=Path)
parser.add_argument("output", type=Path)
args = parser.parse_args()
with args.input.open("r", encoding="utf-8") as source, args.output.open("w", encoding="utf-8") as target:
for line in source:
if line.strip():
target.write(json.dumps(convert(json.loads(line)), ensure_ascii=False) + "\n")
if __name__ == "__main__":
main()