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IncidentOps Simulation Engine.
Tracks live service states and translates agent commands into state mutations
and rich terminal-style output. This module is the 'physics engine' of the
environment β it knows how services respond to restarts, config changes, etc.
"""
from __future__ import annotations
import textwrap
from typing import Any, Dict, List, Optional, Tuple
from .scenarios import Scenario, ServiceState
# ---------------------------------------------------------
# Helpers
# ---------------------------------------------------------
def _bar(value: float, max_val: float, width: int = 20) -> str:
"""Render a text progress bar, e.g. [########----] 73%"""
filled = int(round(width * value / max(max_val, 0.001)))
filled = min(filled, width)
bar = "#" * filled + "-" * (width - filled)
pct = value / max(max_val, 0.001) * 100
return f"[{bar}] {pct:.1f}%"
def _severity_icon(severity: str) -> str:
icons = {
"critical": "[CRIT]",
"high": "[HIGH]",
"medium": "[MED]",
"low": "[LOW]",
}
return icons.get(severity, "[NONE]")
def _status_icon(status: str) -> str:
icons = {
"running": "[OK]",
"degraded": "[WARN] ",
"down": "[ERROR]",
}
return icons.get(status, "[?]")
# ---------------------------------------------------------
# SimulationEngine
# ---------------------------------------------------------
class SimulationEngine:
"""
Manages the live state of all services in a scenario and processes
agent commands, returning human-readable terminal output.
"""
AVAILABLE_COMMANDS = [
("help", "List all available commands"),
("status", "System-wide dashboard of all services"),
("alerts", "Show active alerts with severity and details"),
("logs <service>", "View recent log entries for a service"),
("metrics <service>", "View CPU / memory / latency / error-rate"),
("trace <request_id>", "Follow a request through the service mesh"),
("diagnose <service>", "Run a full diagnostic report on a service"),
("restart <service>", "Restart a service (brings healthy replicas up)"),
("scale <service> <replicas>", "Scale service to N replicas"),
("rollback <service>", "Roll back service to the previous deployment"),
("failover <service>", "Promote standby and demote primary"),
("config <service> <key> <value>", "Update a live configuration value"),
("notify <channel> <message>", "Post a status update (e.g. notify oncall 'msg')"),
("resolve", "Declare the incident resolved and end the episode"),
]
def __init__(self, scenario: Scenario) -> None:
self._scenario = scenario
# Deep-copy service states so mutations don't affect the scenario definition
self._services: Dict[str, ServiceState] = {
k: v for k, v in scenario.services.items()
}
self._resolved = False
self._actions_taken: List[str] = []
self._notified_channels: List[str] = []
self._alert_list = list(scenario.alerts) # mutable copy
# -- Accessors --------------------------------------
@property
def resolved(self) -> bool:
return self._resolved
@property
def actions_taken(self) -> List[str]:
return list(self._actions_taken)
@property
def active_alerts(self) -> list:
return list(self._alert_list)
@property
def affected_services(self) -> List[str]:
return [
name for name, svc in self._services.items()
if svc.status in ("degraded", "down")
]
@property
def current_severity(self) -> str:
sevs = [a.severity for a in self._alert_list]
for level in ("critical", "high", "medium", "low"):
if level in sevs:
return level
return "none"
# -- Command dispatcher -----------------------------
def execute(self, command: str) -> Tuple[str, float, bool]:
"""
Execute a command string.
Returns:
(output_text, incremental_reward, done)
"""
cmd = command.strip()
if not cmd:
return "[WARN] Empty command. Type 'help' to see available commands.", 0.0, False
self._actions_taken.append(cmd)
parts = cmd.split(None, 3)
verb = parts[0].lower()
dispatch = {
"help": self._cmd_help,
"status": self._cmd_status,
"alerts": self._cmd_alerts,
"logs": self._cmd_logs,
"metrics": self._cmd_metrics,
"trace": self._cmd_trace,
"diagnose": self._cmd_diagnose,
"restart": self._cmd_restart,
"scale": self._cmd_scale,
"rollback": self._cmd_rollback,
"failover": self._cmd_failover,
"config": self._cmd_config,
"notify": self._cmd_notify,
"resolve": self._cmd_resolve,
}
handler = dispatch.get(verb)
if handler is None:
return (
f"[ERROR] Unknown command: '{verb}'. Type 'help' to see available commands.",
0.0,
False,
)
try:
return handler(parts)
except Exception as exc:
return f"[ERROR] Command error: {exc}", 0.0, False
# -- Individual command handlers --------------------
def _cmd_help(self, parts: list) -> Tuple[str, float, bool]:
lines = ["", "+------------------------------------------------------β"]
lines.append( "| IncidentOps Command Reference |")
lines.append( "+------------------------------------------------------β")
lines.append("")
for cmd, desc in self.AVAILABLE_COMMANDS:
lines.append(f" {cmd:<42} {desc}")
lines.append("")
lines.append("TIP: Start with 'status' and 'alerts' to orient yourself.")
return "\n".join(lines), 0.0, False
def _cmd_status(self, parts: list) -> Tuple[str, float, bool]:
lines = [
"",
"+------------------------------------------------------β",
"| System Status Dashboard |",
f"| Sim Time: {self._scenario.start_time:<43}|",
"+------------------------------------------------------β",
"",
f" Active Alerts: {len(self._alert_list)} "
f"Severity: {self.current_severity.upper()} "
f"Affected Services: {len(self.affected_services)}",
"",
f" {'SERVICE':<28} {'STATUS':<12} {'ERR%':<8} {'P99ms':<8} {'CPU%':<8}",
" " + "-" * 68,
]
for name, svc in self._services.items():
icon = _status_icon(svc.status)
m = svc.metrics
lines.append(
f" {icon} {svc.display_name:<26} {svc.status:<12} "
f"{m.error_rate_pct:<8.1f} {m.latency_p99_ms:<8.0f} {m.cpu_pct:<8.1f}"
)
lines.append("")
return "\n".join(lines), 0.02, False
def _cmd_alerts(self, parts: list) -> Tuple[str, float, bool]:
if not self._alert_list:
return "\n [OK] No active alerts. All systems nominal.\n", 0.02, False
lines = [
"",
"+------------------------------------------------------β",
"| Active Alerts |",
"+------------------------------------------------------β",
"",
]
for alert in sorted(self._alert_list, key=lambda a: ["critical","high","medium","low"].index(a.severity)):
icon = _severity_icon(alert.severity)
lines.append(f" {icon} [{alert.severity.upper()}] {alert.title}")
lines.append(f" Service: {alert.service}")
lines.append(f" Fired at: {alert.fired_at}")
lines.append(f" Details: {alert.description}")
lines.append("")
return "\n".join(lines), 0.03, False
def _cmd_logs(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 2:
return "Usage: logs <service>\nExample: logs api-gateway", 0.0, False
service_name = parts[1].lower()
svc = self._find_service(service_name)
if svc is None:
return self._unknown_service(service_name), 0.0, False
# Determine investigative value
is_root_cause = svc.name == self._scenario.root_cause_service
is_affected = svc.status in ("degraded", "down")
reward = 0.05 if is_root_cause else (0.03 if is_affected else 0.01)
lines = [
"",
f" Log stream β {svc.display_name} ({svc.name})",
f" Status: {svc.status} | Version: {svc.version} | Restarts: {svc.restart_count}",
" " + "-" * 60,
"",
]
if not svc.logs:
lines.append(" (no log entries)")
else:
for entry in svc.logs:
lines.append(f" {entry}")
lines.append("")
return "\n".join(lines), reward, False
def _cmd_metrics(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 2:
return "Usage: metrics <service>\nExample: metrics payment-processor", 0.0, False
service_name = parts[1].lower()
svc = self._find_service(service_name)
if svc is None:
return self._unknown_service(service_name), 0.0, False
is_root_cause = svc.name == self._scenario.root_cause_service
is_affected = svc.status in ("degraded", "down")
reward = 0.05 if is_root_cause else (0.03 if is_affected else 0.01)
m = svc.metrics
lines = [
"",
f" Metrics β {svc.display_name} ({svc.name})",
f" Status: {_status_icon(svc.status)} {svc.status} | Version: {svc.version}",
" " + "-" * 60,
"",
f" CPU Usage {_bar(m.cpu_pct, 100)} {m.cpu_pct:.1f}%",
f" Memory {_bar(m.memory_mb, m.memory_limit_mb)} {m.memory_mb:.0f}/{m.memory_limit_mb:.0f} MB",
"",
f" Latency P50: {m.latency_p50_ms:.0f} ms",
f" Latency P99: {m.latency_p99_ms:.0f} ms",
f" Error Rate: {m.error_rate_pct:.1f}%",
f" Throughput: {m.rps:.0f} req/s",
f" Replicas: {m.replica_count}/{m.max_replicas}",
]
if svc.oom_killed:
lines.append("")
lines.append(" [WARN] OOMKilled: YES β container was terminated due to memory limit exceeded")
if svc.config.current:
lines.append("")
lines.append(" Configuration:")
for k, v in svc.config.current.items():
desired = svc.config.desired.get(k)
flag = " [WARN] DRIFTED" if desired is not None and str(v) != str(desired) else ""
lines.append(f" {k}: {v}{flag}")
if svc.dependencies:
lines.append("")
lines.append(f" Dependencies: {', '.join(svc.dependencies)}")
lines.append("")
return "\n".join(lines), reward, False
def _cmd_trace(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 2:
return "Usage: trace <request_id>\nExample: trace req-48219", 0.0, False
req_id = parts[1]
valid_ids = self._scenario.request_ids
if req_id not in valid_ids:
return (
f"[ERROR] Request ID '{req_id}' not found in traces.\n"
f" Known request IDs: {', '.join(valid_ids[:3])} ...",
0.0,
False,
)
scenario_name = self._scenario.name
lines = [
"",
f" Distributed Trace β {req_id}",
" " + "-" * 60,
"",
]
if scenario_name == "service-restart":
lines += [
f" api-gateway β RECEIVED {req_id} +0ms",
f" api-gateway β ROUTING /api/v1/payments +1ms",
f" payment-processor β TIMEOUT upstream not responding +5000ms",
f" api-gateway β RESPONDED 503 Service Unavailable +5001ms",
"",
" [CRIT] Trace shows payment-processor as the failing upstream.",
]
elif scenario_name == "config-drift":
lines += [
f" api-gateway β RECEIVED {req_id} +0ms",
f" api-gateway β POOL WAIT awaiting connection slot +4200ms",
f" api-gateway β TIMEOUT connection pool exhausted +4201ms",
f" api-gateway β RESPONDED 504 Gateway Timeout +4202ms",
"",
" [HIGH] Trace shows api-gateway connection pool starvation.",
" Pool size config may have regressed (check 'metrics api-gateway').",
]
else: # cascading-failure
lines += [
f" api-gateway β RECEIVED {req_id} +0ms",
f" api-gateway β ROUTING /api/v1/products +1ms",
f" read-service β CACHE-HIT? NO β cache miss +2ms",
f" cache-layer β TIMEOUT 12,000ms wait +12002ms",
f" read-service β DB-FETCH falling back to replica +12003ms",
f" database-replica β STALE DATA lag=182s +12050ms",
f" api-gateway β RESPONDED 503 upstream error +12100ms",
"",
" [CRIT] Trace shows: cache miss β cache timeout β stale DB replica.",
" The underlying cause is further upstream β check database-primary.",
]
return "\n".join(lines), 0.05, False
def _cmd_diagnose(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 2:
return "Usage: diagnose <service>\nExample: diagnose database-primary", 0.0, False
service_name = parts[1].lower()
svc = self._find_service(service_name)
if svc is None:
return self._unknown_service(service_name), 0.0, False
is_root_cause = svc.name == self._scenario.root_cause_service
reward = 0.08 if is_root_cause else 0.02
lines = [
"",
f" -- Diagnostic Report: {svc.display_name} ------------------",
f" Status: {_status_icon(svc.status)} {svc.status.upper()}",
f" Version: {svc.version}",
f" Restarts: {svc.restart_count}",
"",
]
if svc.name == "payment-processor" and svc.oom_killed:
lines += [
" ROOT CAUSE INDICATORS:",
" β OOMKilled: Container exceeded memory limit and was killed by the OS.",
" β Replicas: 0/4 healthy (CrashLoopBackOff)",
" β Heap usage: Was at 430MB / 480MB limit before OOM event",
"",
" RECOMMENDATION: Restart payment-processor to restore service.",
" (Consider increasing heap limit in a follow-up change.)",
]
elif svc.name == "api-gateway" and self._scenario.name == "config-drift":
lines += [
" ANOMALY DETECTED:",
" β Connection pool exhausted: pool_size=5 (expected: 100)",
" β Deployment v3.1.5 occurred 8 min ago β config may have regressed",
" β CPU and memory are within normal bounds",
" β No code changes β config-only regression suspected",
"",
" RECOMMENDATION: Rollback api-gateway OR fix config:",
" config api-gateway pool_size 100",
]
elif svc.name == "database-primary" and self._scenario.name == "cascading-failure":
lines += [
" ROOT CAUSE INDICATORS:",
" β Disk I/O: iowait=82% β disk throughput severely degraded",
" β WAL writes: Checkpoint taking 45s (normal: 2s)",
" β Replication: Lag building (182s) β replica serving stale data",
" β CPU/Memory: Within normal limits (disk I/O is the bottleneck)",
" β Standby: database-standby is healthy and ready for promotion",
"",
" RECOMMENDATION:",
" 1. failover database-primary (promote standby, reduce replication lag)",
" 2. restart cache-layer (flush stale cache, recover from stampede)",
]
else:
# Generic degraded service
m = svc.metrics
lines += [
f" Metrics Summary:",
f" {'cpu_pct':<20} {m.cpu_pct:.1f}%",
f" {'memory_mb':<20} {m.memory_mb:.0f}/{m.memory_limit_mb:.0f} MB",
f" {'error_rate_pct':<20} {m.error_rate_pct:.1f}%",
f" {'latency_p99_ms':<20} {m.latency_p99_ms:.0f} ms",
"",
" Config values:",
]
for k, v in svc.config.current.items():
desired = svc.config.desired.get(k)
flag = " β DRIFTED (expected: {})".format(desired) if desired is not None and str(v) != str(desired) else ""
lines.append(f" {k}: {v}{flag}")
lines.append("")
if svc.status == "running":
lines.append(" [OK] No anomalies detected. This service appears healthy.")
else:
lines.append(" [WARN] Service is degraded but no direct root cause identified here.")
lines.append(" Check its dependencies.")
lines.append("")
return "\n".join(lines), reward, False
def _cmd_restart(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 2:
return "Usage: restart <service>\nExample: restart payment-processor", 0.0, False
service_name = parts[1].lower()
svc = self._find_service(service_name)
if svc is None:
return self._unknown_service(service_name), 0.0, False
scenario = self._scenario
is_correct = service_name in [s.lower() for s in scenario.resolution_services]
if svc.status == "running":
# Restarting a healthy service is penalised
return (
f" [WARN] {svc.display_name} is already healthy (status: running).\n"
f" Restarting a healthy service may cause unnecessary downtime.\n"
f" Restart aborted. Use 'status' to review which services need attention.\n",
-0.05,
False,
)
# Perform restart
svc.restart_count += 1
was_oom = svc.oom_killed
if is_correct and "restart" in " ".join(scenario.resolution_actions):
# Resolving restart
svc.status = "running"
svc.oom_killed = False
svc.metrics.error_rate_pct = 0.1
svc.metrics.latency_p50_ms = 14
svc.metrics.latency_p99_ms = 52
svc.metrics.rps = svc.metrics.rps if svc.metrics.rps > 0 else 200
svc.metrics.replica_count = max(svc.metrics.replica_count, 1)
# Clear alerts for this service
self._alert_list = [a for a in self._alert_list if a.service != service_name]
suffix = "\n [OK] Service successfully restarted. Replicas healthy. Alerts cleared."
reward = 0.35
else:
# Partial restart (wrong service or not the fix)
svc.metrics.restart_count = svc.restart_count
suffix = f"\n [WARN] {svc.display_name} restarted but root cause may still be present."
reward = -0.03
lines = [
"",
f" [RESTART] Restarting {svc.display_name} ...",
f" Sending SIGTERM to {svc.metrics.replica_count} pod(s) ...",
" Waiting for graceful shutdown (30s timeout) ...",
" Pulling image ... done",
" Starting new pod(s) ...",
" Health checks passing [OK]",
suffix,
"",
]
return "\n".join(lines), reward, False
def _cmd_scale(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 3:
return "Usage: scale <service> <replicas>\nExample: scale web-server 5", 0.0, False
service_name = parts[1].lower()
svc = self._find_service(service_name)
if svc is None:
return self._unknown_service(service_name), 0.0, False
try:
target = int(parts[2])
except ValueError:
return f"[ERROR] '{parts[2]}' is not a valid replica count.", 0.0, False
if target > svc.metrics.max_replicas:
return (
f" [ERROR] Cannot scale beyond max replicas ({svc.metrics.max_replicas}).\n"
f" Requested: {target}. Use a value β€ {svc.metrics.max_replicas}.",
0.0,
False,
)
old = svc.metrics.replica_count
svc.metrics.replica_count = target
return (
f"\n [OK] {svc.display_name} scaled from {old} β {target} replicas.\n",
0.02,
False,
)
def _cmd_rollback(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 2:
return "Usage: rollback <service>\nExample: rollback api-gateway", 0.0, False
service_name = parts[1].lower()
svc = self._find_service(service_name)
if svc is None:
return self._unknown_service(service_name), 0.0, False
scenario = self._scenario
is_correct = (
service_name in [s.lower() for s in scenario.resolution_services]
and any("rollback" in act for act in scenario.resolution_actions)
)
if svc.status == "running" and not is_correct:
return (
f" [WARN] {svc.display_name} appears healthy. Rollback unnecessary.\n"
f" Check 'metrics {service_name}' before rolling back.\n",
-0.02,
False,
)
if is_correct:
# Apply the desired config values
svc.config.current = dict(svc.config.desired)
svc.status = "running"
svc.metrics.error_rate_pct = 0.05
svc.metrics.latency_p50_ms = 10
svc.metrics.latency_p99_ms = 42
self._alert_list = [a for a in self._alert_list if a.service != service_name]
suffix = " [OK] Rollback successful. Config restored to previous known-good values."
reward = 0.35
else:
suffix = f" [WARN] {svc.display_name} rolled back but underlying problem may persist."
reward = -0.02
lines = [
"",
f" [ROLLBACK] Rolling back {svc.display_name} ...",
f" Previous version restore initiated ...",
" Config values reverted to pre-deployment snapshot ...",
" Health checks passing [OK]",
"",
suffix,
"",
]
return "\n".join(lines), reward, False
def _cmd_failover(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 2:
return "Usage: failover <service>\nExample: failover database-primary", 0.0, False
service_name = parts[1].lower()
svc = self._find_service(service_name)
if svc is None:
return self._unknown_service(service_name), 0.0, False
scenario = self._scenario
is_correct = (
service_name in [s.lower() for s in scenario.resolution_services]
and any("failover" in act for act in scenario.resolution_actions)
)
if is_correct:
svc.status = "degraded" # old primary now demoted
svc.metrics.iowait = 0 # type: ignore[attr-defined] β illustrative
# Promote standby if it exists
standby_key = service_name.replace("primary", "standby")
if standby_key in self._services:
self._services[standby_key].status = "running"
# Update replica too
replica_key = service_name.replace("primary", "replica")
if replica_key in self._services:
self._services[replica_key].metrics.latency_p99_ms = 25
self._services[replica_key].metrics.error_rate_pct = 0.0
self._alert_list = [
a for a in self._alert_list
if not (a.service == service_name and "replication" in a.title.lower())
]
suffix = (
" [OK] Failover complete. Standby promoted to primary.\n"
" Replication lag is now resolving. Cache should recover shortly."
)
reward = 0.30
else:
suffix = (
f" [WARN] Failover for {svc.display_name} completed but may not be necessary.\n"
f" Verify with 'diagnose {service_name}'."
)
reward = -0.05
lines = [
"",
f" [FAILOVER] Initiating failover for {svc.display_name} ...",
" Verifying standby readiness ...",
" Promoting standby to primary ...",
" Updating DNS / connection strings ...",
" Draining connections from old primary ...",
" Failover complete [OK]",
"",
suffix,
"",
]
return "\n".join(lines), reward, False
def _cmd_config(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 4:
return (
"Usage: config <service> <key> <value>\n"
"Example: config api-gateway pool_size 100",
0.0,
False,
)
service_name = parts[1].lower()
key = parts[2]
value = parts[3]
svc = self._find_service(service_name)
if svc is None:
return self._unknown_service(service_name), 0.0, False
scenario = self._scenario
desired = svc.config.desired.get(key)
is_correct_service = service_name in [s.lower() for s in scenario.resolution_services]
is_correct_value = desired is not None and str(value) == str(desired)
old_value = svc.config.current.get(key, "N/A")
svc.config.current[key] = value
if is_correct_service and is_correct_value:
svc.status = "running"
svc.metrics.error_rate_pct = 0.05
svc.metrics.latency_p50_ms = 11
svc.metrics.latency_p99_ms = 44
self._alert_list = [a for a in self._alert_list if a.service != service_name]
suffix = f" [OK] Config applied and verified. Service recovering."
reward = 0.35
else:
suffix = f" [WARN] Config updated. Monitor service to confirm stability."
reward = 0.01
lines = [
"",
f" [CONFIG] Updating config on {svc.display_name} ...",
f" {key}: {old_value} β {value}",
" Hot-reload applied (no restart required) [OK]",
"",
suffix,
"",
]
return "\n".join(lines), reward, False
def _cmd_notify(self, parts: list) -> Tuple[str, float, bool]:
if len(parts) < 3:
return (
"Usage: notify <channel> <message>\n"
"Example: notify oncall 'investigating high error rate on payment-processor'",
0.0,
False,
)
channel = parts[1]
message = " ".join(parts[2:]).strip("'\"")
self._notified_channels.append(channel)
return (
f"\n [NOTIFY] Notification sent to #{channel}:\n"
f" \"{message}\"\n",
0.02,
False,
)
def _cmd_resolve(self, parts: list) -> Tuple[str, float, bool]:
self._resolved = True
lines = [
"",
"+------------------------------------------------------β",
"| Incident Resolved |",
"+------------------------------------------------------β",
"",
" The incident has been marked as resolved.",
" Final score will be calculated based on your investigation",
" and remediation quality.",
"",
]
return "\n".join(lines), 0.0, True
# -- Utilities --------------------------------------
def _find_service(self, name: str) -> Optional[ServiceState]:
# Exact match first
if name in self._services:
return self._services[name]
# Prefix / partial match
for key, svc in self._services.items():
if key.startswith(name) or name in key:
return svc
return None
def _unknown_service(self, name: str) -> str:
known = ", ".join(sorted(self._services.keys()))
return (
f"[ERROR] Service '{name}' not found.\n"
f" Known services: {known}"
)
|