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burtenshaw HF Staff
Publish procedural SQL investigation tasks and reproducible environment source
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"""Replay Arena admission actions and reward oracles against a running server."""
from __future__ import annotations
import argparse
import json
import sys
import time
from pathlib import Path
from urllib.parse import urlsplit, urlunsplit
from urllib.request import urlopen
from websockets.sync.client import connect
sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
from sql_investigation.tasks import TASK_IDS, build_task
EXAMPLE_ACTIONS = [
{"op": "query", "sql": "SELECT 1 AS ready"},
{"op": "finish"},
]
def exchange(socket, message: dict) -> dict:
socket.send(json.dumps(message))
response = json.loads(socket.recv(timeout=15))
assert response.get("type") == "observation", response
data = response["data"]
assert isinstance(data["done"], bool), data
reward = data["reward"]
assert isinstance(reward, (int, float)) and not isinstance(reward, bool), data
assert 0 <= reward <= 1, data
assert isinstance(data["observation"], dict), data
return data
def websocket_url(base_url: str) -> str:
parsed = urlsplit(base_url)
if parsed.scheme not in {"http", "https"}:
raise ValueError("--url must use http:// or https://")
return urlunsplit(
(
"wss" if parsed.scheme == "https" else "ws",
parsed.netloc,
parsed.path.rstrip("/") + "/ws",
"",
"",
)
)
def run(base_url: str, output: Path) -> None:
base_url = base_url.rstrip("/")
output.parent.mkdir(parents=True, exist_ok=True)
with urlopen(f"{base_url}/schema", timeout=15) as response:
schema = json.load(response)
for field in ("action", "observation", "state"):
assert isinstance(schema.get(field), dict), f"Missing {field} schema"
submission_schema = {key: schema[key] for key in ("action", "observation")}
(output.parent / "schema.json").write_text(json.dumps(submission_schema, indent=2) + "\n")
report = {
"passed": False,
"url": base_url,
"seed": 42,
"example_actions": EXAMPLE_ACTIONS,
"episodes": [],
}
started = time.monotonic()
try:
for task_id in TASK_IDS:
task = build_task(task_id, 42)
try:
# Admission uses this identical sequence for every named task.
with connect(websocket_url(base_url), open_timeout=15, close_timeout=5) as socket:
reset = exchange(
socket,
{"type": "reset", "data": {"task_id": task_id, "seed": 42}},
)
assert not reset["done"], (task_id, reset)
assert task.oracle_sql not in json.dumps(reset), task_id
for action in EXAMPLE_ACTIONS:
example_result = exchange(socket, {"type": "step", "data": action})
assert example_result["done"], (task_id, example_result)
assert example_result["reward"] == 0.0, (task_id, example_result)
# A fresh session also proves that the actual solution gets 1.
with connect(websocket_url(base_url), open_timeout=15, close_timeout=5) as socket:
exchange(
socket,
{"type": "reset", "data": {"task_id": task_id, "seed": 42}},
)
oracle_result = exchange(
socket,
{
"type": "step",
"data": {"op": "submit", "sql": task.oracle_sql},
},
)
assert oracle_result["done"], (task_id, oracle_result)
assert oracle_result["reward"] == 1.0, (task_id, oracle_result)
report["episodes"].append(
{
"task_id": task_id,
"example": {
"steps": len(EXAMPLE_ACTIONS),
"done": example_result["done"],
"reward": example_result["reward"],
},
"oracle": {
"steps": 1,
"done": oracle_result["done"],
"reward": oracle_result["reward"],
},
}
)
finally:
task.connection.close()
report["passed"] = True
finally:
report["duration_s"] = round(time.monotonic() - started, 3)
output.write_text(json.dumps(report, indent=2) + "\n")
print(f"Passed example and oracle episodes for all {len(TASK_IDS)} tasks: {output}")
if __name__ == "__main__":
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument("--url", default="http://127.0.0.1:8000")
parser.add_argument("--output", type=Path, default=Path("artifacts/episodes.json"))
args = parser.parse_args()
run(args.url, args.output)