"""Episode environment: the action API an on-call agent operates through. Read actions are free-form queries. Mutation actions change world state and advance the simulated clock. The episode ends when the agent submits a report or exhausts its action budget. """ from __future__ import annotations import json from . import world as W from . import faults as F PROMPT_VERSION = "v1" ACTIONS_DOC = """Actions (send one JSON object per turn): {"action":"list_services"} {"action":"get_service","service":""} {"action":"get_metrics","service":""} {"action":"get_deploys","service":""} {"action":"get_runbook","service":""} {"action":"query_logs","service":"","level":"ERROR|WARN|INFO","contains":"","limit":30} {"action":"restart","service":""} {"action":"rollback","service":""} {"action":"set_config","service":"","key":"","value":} {"action":"scale","service":"","replicas":} {"action":"rotate_secret","service":"","key":""} {"action":"peek_queue","queue":""} {"action":"purge_message","queue":"","message_id":""} {"action":"drain_host","host":""} {"action":"submit_report","cause":":","fix_summary":""} Rules: you have a limited action budget. All actions count, including reads. End the episode with submit_report. `cause` must be ":", where fault_type is exactly one of: bad_deploy, memory_leak, config_drift, dependency_outage, capacity_shortfall, secret_expiry, poison_message, host_failure and service is the PRIMARY affected service (the one whose fault it is). """ class Episode: def __init__(self, task: dict): self.task = task self.w = W.build_world(task["spec"]) self.budget = task["budget"] self.used = 0 self.done = False self.mutations_on_unrelated = 0 # ------------------------------------------------------------ helpers def _obs(self, obj) -> str: return W.to_json(obj) def _err(self, msg: str) -> str: return self._obs({"error": msg}) def _spend(self, n: float = 1.0) -> bool: self.used += 1 self.w["t"] += n if self.used >= self.budget: self.done = True return self.done def _managed(self, svc) -> str | None: if svc not in self.w["services"]: return f"unknown service '{svc}'" if self.w["services"][svc]["kind"] == "external": return f"'{svc}' is an external dependency; it is not managed by you" return None def _fault_services(self) -> set: out = set() for f in self.w["faults"]: out |= set(F.FAULT_TYPES[f["type"]].services(f["params"])) return out # ------------------------------------------------------------ actions def step(self, action: dict) -> str: if self.done: return self._err("episode already ended") name = action.get("action") fn = getattr(self, "act_" + str(name), None) if fn is None: return self._err(f"unknown action '{name}'") try: obs = fn(action) except (KeyError, TypeError, ValueError) as e: return self._err(f"bad arguments for '{name}': {e}") return obs def act_list_services(self, a): self._spend(0.2) rows = [] for name, s in self.w["services"].items(): if s["kind"] == "external": rows.append({"name": name, "kind": s["kind"], "status": s.get("status", "up")}) else: m = W.metrics(self.w, name) rows.append({"name": name, "kind": s["kind"], "replicas": s["replicas"], "error_pct": m["error_pct"], "p99_ms": m["p99_ms"], "degraded": m["degraded"]}) return self._obs({"services": rows}) def act_get_service(self, a): self._spend(0.2) svc = a["service"] if svc not in self.w["services"]: return self._err(f"unknown service '{svc}'") s = self.w["services"][svc] hosts = {h: {"healthy": self.w["hosts"][h]["healthy"] and h not in self.w["drained_hosts"], "region": self.w["hosts"][h]["region"], "replicas": W.replicas_on_host(self.w, svc, h)} for h in s["hosts"]} secrets = {k: dict(v) for k, v in s.get("secrets", {}).items()} return self._obs({"name": svc, "kind": s["kind"], "version": W.current_version(self.w, svc), "replicas": s["replicas"], "hosts": hosts, "config": s["config"], "depends": s.get("depends", {}), "secrets": secrets}) def act_get_metrics(self, a): self._spend(0.2) svc = a["service"] if svc not in self.w["services"]: return self._err(f"unknown service '{svc}'") m = W.metrics(self.w, svc) if self.w["services"][svc]["kind"] != "external": m["per_host"] = W.per_host_metrics(self.w, svc) return self._obs(m) def act_get_deploys(self, a): self._spend(0.2) svc = a["service"] if svc not in self.w["services"]: return self._err(f"unknown service '{svc}'") return self._obs({"deploys": self.w["services"][svc]["deploys"]}) def act_get_runbook(self, a): self._spend(0.2) svc = a["service"] if svc not in self.w["services"]: return self._err(f"unknown service '{svc}'") return self._obs(self.w["services"][svc]["runbook"]) def act_query_logs(self, a): self._spend(0.2) svc = a.get("service") limit = int(a.get("limit", 30)) level = a.get("level") contains = a.get("contains") rows = [e for e in self.w["events"] if (svc is None or e["svc"] == svc) and (level is None or e["level"] == level) and (contains is None or contains.lower() in e["msg"].lower())] rows.sort(key=lambda e: -e["t"]) return self._obs({"events": rows[:limit], "total": len(rows)}) def act_restart(self, a): e = self._managed(a.get("service")) if e: return self._err(e) svc = a["service"] self.w["restarts"][svc] = self.w["t"] W.log(self.w, svc, "INFO", f"rolling restart initiated by oncall ({self.w['services'][svc]['replicas']} replicas)") done = self._spend(2) return self._obs({"ok": True, "restarted": svc, "episode_ended": done}) def act_rollback(self, a): e = self._managed(a.get("service")) if e: return self._err(e) svc = a["service"] dep = self.w["services"][svc]["deploys"] if len(dep) < 2: return self._err(f"no previous version for '{svc}'") prev = dep[-2]["version"] dep.append({"version": prev, "t": round(self.w["t"]), "by": "oncall-rollback"}) W.log(self.w, svc, "INFO", f"rollback to {prev} initiated by oncall") done = self._spend(5) return self._obs({"ok": True, "version": prev, "episode_ended": done}) def act_set_config(self, a): e = self._managed(a.get("service")) if e: return self._err(e) svc = a["service"] s = self.w["services"][svc] key, value = a.get("key"), a.get("value") allowed = set(s["config"]) | set(s["runbook"].get("recommended", {})) \ | {f"{d}.endpoint" for d in s.get("depends", {})} if key not in allowed: return self._err(f"unknown config key '{key}' for '{svc}'") old = s["config"].get(key) s["config"][key] = value W.log(self.w, svc, "INFO", f"config {key}: {old} -> {value} (oncall)") done = self._spend(1) return self._obs({"ok": True, "key": key, "old": old, "new": value, "episode_ended": done}) def act_scale(self, a): e = self._managed(a.get("service")) if e: return self._err(e) svc = a["service"] n = a.get("replicas") if not isinstance(n, int) or not 1 <= n <= 40: return self._err("replicas must be an integer in [1, 40]") old = self.w["services"][svc]["replicas"] self.w["services"][svc]["replicas"] = n W.log(self.w, svc, "INFO", f"scaled {old} -> {n} by oncall") done = self._spend(3) return self._obs({"ok": True, "replicas": n, "episode_ended": done}) def act_rotate_secret(self, a): e = self._managed(a.get("service")) if e: return self._err(e) svc, key = a["service"], a.get("key", "client_cert") s = self.w["services"][svc] if key not in s.get("secrets", {}): return self._err(f"no secret '{key}' on '{svc}'") s["secrets"][key]["rotated_at"] = round(self.w["t"], 1) W.log(self.w, svc, "INFO", f"secret '{key}' rotated by oncall") done = self._spend(2) return self._obs({"ok": True, "rotated": key, "episode_ended": done}) def act_peek_queue(self, a): q = a.get("queue") if q not in self.w["queues"]: return self._err(f"unknown queue '{q}'") self._spend(0.2) msgs = [{"id": m["id"], "payload": m["payload"], "redeliveries": m["redeliveries"]} for m in self.w["queues"][q]["messages"][:50]] return self._obs({"queue": q, "depth": len(self.w["queues"][q]["messages"]), "messages": msgs}) def act_purge_message(self, a): q, mid = a.get("queue"), a.get("message_id") if q not in self.w["queues"]: return self._err(f"unknown queue '{q}'") msgs = self.w["queues"][q]["messages"] before = len(msgs) self.w["queues"][q]["messages"] = [m for m in msgs if m["id"] != mid] if len(msgs) == before: return self._err(f"message '{mid}' not found in '{q}'") W.log(self.w, q, "INFO", f"message {mid} purged by oncall") done = self._spend(1) return self._obs({"ok": True, "purged": mid, "episode_ended": done}) def act_drain_host(self, a): h = a.get("host") if h not in self.w["hosts"]: return self._err(f"unknown host '{h}'") if h in self.w["drained_hosts"]: return self._err(f"host '{h}' already drained") survivors = [h2 for h2 in self.w["hosts"] if h2 != h and self.w["hosts"][h2]["healthy"]] if not survivors: return self._err("cannot drain the last healthy host") moved = {} for svc, s in self.w["services"].items(): if s["kind"] == "external" or h not in s["hosts"]: continue s["hosts"] = [h2 for h2 in s["hosts"] if h2 != h] + [survivors[0]] \ if s["hosts"] == [h] else [h2 for h2 in s["hosts"] if h2 != h] if not s["hosts"]: s["hosts"] = [survivors[0]] moved[svc] = s["replicas"] self.w["drained_hosts"].append(h) W.log(self.w, h, "INFO", f"host drained by oncall; migrated: {moved}") done = self._spend(6) return self._obs({"ok": True, "drained": h, "migrated": moved, "episode_ended": done}) def act_submit_report(self, a): cause = a.get("cause", "") if ":" not in str(cause): return self._err("cause must be ':'") self.w["report"] = {"cause": str(cause), "fix_summary": str(a.get("fix_summary", ""))[:500]} self.done = True return self._obs({"ok": True, "report": self.w["report"], "episode_ended": True}) # ------------------------------------------------------------ prompt def system_prompt(self) -> str: return ( "You are a senior on-call engineer. An alert page just fired:\n\n" f"ALERT: {self.task['alert']}\n\n" "You operate a simulated production fleet through the action API below. " "Diagnose the root cause, apply the minimal correct mitigation, and submit a report. " "Do not change anything unrelated to the incident: every unnecessary mutation is " "scored against you. Budget: " + str(self.budget) + " actions (reads count).\n\n" + ACTIONS_DOC )