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from __future__ import annotations
import copy
import random
from dataclasses import dataclass, field
from typing import Any, Dict, List, Optional
@dataclass
class Process:
pid: str
name: str
cpu_percent: float = 0.0
memory_mb: float = 0.0
status: str = "running"
malicious: bool = False
@dataclass
class Service:
name: str
status: str = "healthy" # healthy, degraded, down
cpu_percent: float = 15.0
memory_percent: float = 30.0
latency_ms: float = 50.0
error_rate: float = 0.0
disk_usage_percent: float = 40.0
logs: List[str] = field(default_factory=list)
processes: List[Process] = field(default_factory=list)
network_connections: List[Dict[str, str]] = field(default_factory=list)
config: Dict[str, str] = field(default_factory=dict)
deployment_version: str = "v1.0.0"
previous_version: str = "v0.9.0"
credentials_rotated: bool = False
restart_count: int = 0
was_rolled_back: bool = False
@dataclass
class Alert:
severity: str # critical, warning, info
service: str
message: str
timestamp: str
is_noise: bool = False
ttl: int = -1 # steps until auto-resolve, -1 = permanent
class Cluster:
def __init__(self):
self.services: Dict[str, Service] = {}
self.dependency_graph: Dict[str, List[str]] = {}
self.alerts: List[Alert] = []
self.step_count: int = 0
self.root_cause_service: str = ""
self.root_cause_issue: str = ""
self.fix_actions_taken: List[Dict[str, Any]] = []
self.investigation_history: List[Dict[str, Any]] = []
self.diagnosis_submitted: Optional[Dict[str, Any]] = None
self.degradation_rate: float = 0.02
self.rng: random.Random = random.Random(42)
def reset(self, scenario: Dict[str, Any], seed: Optional[int] = None) -> None:
if seed is not None:
self.rng = random.Random(seed)
else:
self.rng = random.Random(42)
self.step_count = 0
self.fix_actions_taken = []
self.investigation_history = []
self.diagnosis_submitted = None
self.services = {}
self.alerts = []
self.dependency_graph = scenario.get("dependency_graph", {})
self.root_cause_service = scenario.get("root_cause", {}).get("service", "")
self.root_cause_issue = scenario.get("root_cause", {}).get("issue", "")
self.degradation_rate = scenario.get("degradation_rate", 0.02)
for svc_def in scenario.get("services", []):
processes = [
Process(**p) for p in svc_def.get("processes", [])
]
svc = Service(
name=svc_def["name"],
status=svc_def.get("status", "healthy"),
cpu_percent=svc_def.get("cpu_percent", 15.0),
memory_percent=svc_def.get("memory_percent", 30.0),
latency_ms=svc_def.get("latency_ms", 50.0),
error_rate=svc_def.get("error_rate", 0.0),
disk_usage_percent=svc_def.get("disk_usage_percent", 40.0),
logs=list(svc_def.get("logs", [])),
processes=processes,
network_connections=list(svc_def.get("network_connections", [])),
config=dict(svc_def.get("config", {})),
deployment_version=svc_def.get("deployment_version", "v1.0.0"),
previous_version=svc_def.get("previous_version", "v0.9.0"),
)
self.services[svc.name] = svc
for alert_def in scenario.get("alerts", []):
self.alerts.append(Alert(**alert_def))
def tick(self) -> None:
"""Advance simulation one step β degrade unhealthy services, cascade."""
self.step_count += 1
# Remove expired noise alerts
self.alerts = [
a for a in self.alerts
if not (a.is_noise and a.ttl > 0 and self.step_count > a.ttl)
]
for name, svc in self.services.items():
if svc.status == "down":
svc.error_rate = min(100.0, svc.error_rate + 5.0)
svc.latency_ms = min(30000.0, svc.latency_ms * 1.1)
elif svc.status == "degraded":
svc.cpu_percent = min(100.0, svc.cpu_percent + self.degradation_rate * 100)
svc.memory_percent = min(100.0, svc.memory_percent + self.degradation_rate * 50)
svc.latency_ms = min(30000.0, svc.latency_ms * (1.0 + self.degradation_rate))
svc.error_rate = min(100.0, svc.error_rate + self.degradation_rate * 10)
if svc.cpu_percent > 95 or svc.memory_percent > 95 or svc.error_rate > 50:
svc.status = "down"
svc.logs.append(f"[CRITICAL] {name} is DOWN β resource exhaustion")
# Cascade: if a service depends on a down service, it degrades
if self.step_count > 2:
for name, deps in self.dependency_graph.items():
if name in self.services and self.services[name].status == "healthy":
for dep in deps:
if dep in self.services and self.services[dep].status == "down":
self.services[name].status = "degraded"
self.services[name].error_rate += 10.0
self.services[name].latency_ms *= 2.0
self.services[name].logs.append(
f"[ERROR] Dependency {dep} is down β {name} degrading"
)
def get_system_health(self) -> float:
if not self.services:
return 100.0
scores = []
for svc in self.services.values():
if svc.status == "healthy":
scores.append(100.0)
elif svc.status == "degraded":
scores.append(max(0, 50.0 - svc.error_rate))
else:
scores.append(0.0)
return round(sum(scores) / len(scores), 1)
def get_services_status(self) -> Dict[str, str]:
return {name: svc.status for name, svc in self.services.items()}
def get_active_alerts(self) -> List[Dict[str, Any]]:
return [
{
"severity": a.severity,
"service": a.service,
"message": a.message,
"timestamp": a.timestamp,
}
for a in self.alerts
]
def get_snapshot(self) -> Dict[str, Any]:
return {
"services": {
name: {
"status": svc.status,
"cpu_percent": svc.cpu_percent,
"memory_percent": svc.memory_percent,
"error_rate": svc.error_rate,
"restart_count": svc.restart_count,
"was_rolled_back": svc.was_rolled_back,
"credentials_rotated": svc.credentials_rotated,
"disk_usage_percent": svc.disk_usage_percent,
"processes": [
{"pid": p.pid, "name": p.name, "status": p.status, "malicious": p.malicious}
for p in svc.processes
],
}
for name, svc in self.services.items()
},
"fix_actions_taken": self.fix_actions_taken,
"investigation_history": self.investigation_history,
"diagnosis_submitted": self.diagnosis_submitted,
"step_count": self.step_count,
}
def execute_command(self, command: str, target: str, parameters: Dict[str, Any]) -> str:
self.investigation_history.append({
"step": self.step_count,
"command": command,
"target": target,
"parameters": parameters,
})
handler = getattr(self, f"_cmd_{command}", None)
if handler is None:
return f"Unknown command: {command}. Available: {', '.join(AVAILABLE_COMMANDS)}"
return handler(target, parameters)
# ββ Investigation Commands βββββββββββββββββββββββββββββββββββββββ
def _cmd_check_logs(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found. Available: {', '.join(self.services.keys())}"
lines = params.get("lines", 20)
recent = svc.logs[-lines:]
if not recent:
return f"[{target}] No log entries."
return f"[{target}] Recent logs:\n" + "\n".join(recent)
def _cmd_get_metrics(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found. Available: {', '.join(self.services.keys())}"
return (
f"[{target}] Metrics:\n"
f" Status: {svc.status}\n"
f" CPU: {svc.cpu_percent:.1f}%\n"
f" Memory: {svc.memory_percent:.1f}%\n"
f" Disk: {svc.disk_usage_percent:.1f}%\n"
f" Latency: {svc.latency_ms:.0f}ms\n"
f" Error Rate: {svc.error_rate:.1f}%\n"
f" Restarts: {svc.restart_count}\n"
f" Version: {svc.deployment_version}"
)
def _cmd_list_alerts(self, target: str, params: Dict) -> str:
active = self.get_active_alerts()
if not active:
return "No active alerts."
lines = []
for a in active:
lines.append(f" [{a['severity'].upper()}] {a['service']}: {a['message']} ({a['timestamp']})")
return f"Active alerts ({len(active)}):\n" + "\n".join(lines)
def _cmd_check_dependencies(self, target: str, params: Dict) -> str:
if target and target in self.dependency_graph:
deps = self.dependency_graph[target]
dep_status = []
for d in deps:
s = self.services.get(d)
dep_status.append(f" {d}: {s.status if s else 'unknown'}")
return f"[{target}] depends on:\n" + "\n".join(dep_status) if dep_status else f"[{target}] has no dependencies."
lines = []
for svc, deps in self.dependency_graph.items():
if deps:
lines.append(f" {svc} -> {', '.join(deps)}")
return "Dependency graph:\n" + "\n".join(lines) if lines else "No dependencies defined."
def _cmd_check_network(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found."
if not svc.network_connections:
return f"[{target}] No active network connections."
lines = [f" {c.get('src', '?')} -> {c.get('dst', '?')} ({c.get('state', '?')})" for c in svc.network_connections]
return f"[{target}] Network connections:\n" + "\n".join(lines)
def _cmd_check_processes(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found."
if not svc.processes:
return f"[{target}] No running processes."
lines = []
for p in svc.processes:
flag = " [SUSPICIOUS]" if p.cpu_percent > 80 else ""
lines.append(f" PID {p.pid}: {p.name} (CPU: {p.cpu_percent:.1f}%, MEM: {p.memory_mb:.0f}MB, {p.status}){flag}")
return f"[{target}] Processes:\n" + "\n".join(lines)
# ββ Remediation Commands βββββββββββββββββββββββββββββββββββββββββ
def _cmd_restart_service(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found."
self.fix_actions_taken.append({"command": "restart_service", "target": target})
svc.restart_count += 1
# Restart only helps if root cause is fixed or it IS the root cause with a simple fix
root_fixed = self._is_root_cause_addressed()
if target == self.root_cause_service and root_fixed:
svc.status = "healthy"
svc.cpu_percent = 15.0
svc.memory_percent = 30.0
svc.latency_ms = 50.0
svc.error_rate = 0.0
svc.logs.append(f"[INFO] {target} restarted successfully β service recovered")
self._try_recover_dependents()
return f"[{target}] Service restarted. Status: healthy"
elif target == self.root_cause_service:
# Temporary fix, will degrade again
svc.status = "degraded"
svc.cpu_percent = max(svc.cpu_percent - 20, 30.0)
svc.memory_percent = max(svc.memory_percent - 20, 30.0)
svc.error_rate = max(svc.error_rate - 10, 5.0)
svc.logs.append(f"[WARN] {target} restarted but root cause not fixed β will degrade again")
return f"[{target}] Service restarted. Status: degraded (root cause not resolved)"
elif svc.status != "healthy":
# Non-root-cause service: check if its dependency is fixed
deps = self.dependency_graph.get(target, [])
deps_ok = all(
self.services.get(d, Service(name=d)).status == "healthy"
for d in deps
)
if deps_ok:
svc.status = "healthy"
svc.error_rate = 0.0
svc.latency_ms = 50.0
svc.logs.append(f"[INFO] {target} restarted β dependencies healthy, recovered")
return f"[{target}] Service restarted. Status: healthy"
else:
svc.logs.append(f"[WARN] {target} restarted but dependencies still unhealthy")
return f"[{target}] Service restarted but dependencies are still down. Status: {svc.status}"
else:
svc.logs.append(f"[INFO] {target} restarted (was already healthy)")
return f"[{target}] Service was already healthy. Restarted anyway."
def _cmd_scale_service(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found."
replicas = params.get("replicas", 2)
self.fix_actions_taken.append({"command": "scale_service", "target": target, "replicas": replicas})
if svc.status == "degraded":
svc.latency_ms = max(50.0, svc.latency_ms / replicas)
svc.error_rate = max(0, svc.error_rate - 5.0 * replicas)
svc.logs.append(f"[INFO] {target} scaled to {replicas} replicas")
return f"[{target}] Scaled to {replicas} replicas."
def _cmd_rollback_service(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found."
self.fix_actions_taken.append({"command": "rollback_service", "target": target})
svc.was_rolled_back = True
svc.deployment_version = svc.previous_version
# Remove malicious processes on rollback
svc.processes = [p for p in svc.processes if not p.malicious]
if target == self.root_cause_service:
svc.cpu_percent = max(20.0, svc.cpu_percent - 40)
svc.logs.append(f"[INFO] {target} rolled back to {svc.previous_version}")
else:
svc.logs.append(f"[INFO] {target} rolled back to {svc.previous_version}")
return f"[{target}] Rolled back to {svc.previous_version}."
def _cmd_kill_process(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found."
pid = str(params.get("pid", ""))
if not pid:
return "Error: 'pid' parameter required."
self.fix_actions_taken.append({"command": "kill_process", "target": target, "pid": pid})
for p in svc.processes:
if p.pid == pid:
p.status = "killed"
if p.malicious:
svc.cpu_percent = max(15.0, svc.cpu_percent - 60)
svc.logs.append(f"[INFO] Killed malicious process {pid} ({p.name})")
return f"[{target}] Killed process {pid} ({p.name}). CPU usage dropped significantly."
else:
svc.logs.append(f"[WARN] Killed process {pid} ({p.name})")
return f"[{target}] Killed process {pid} ({p.name})."
return f"[{target}] Process {pid} not found."
def _cmd_update_config(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found."
key = params.get("key", "")
value = params.get("value", "")
if not key:
return "Error: 'key' parameter required."
self.fix_actions_taken.append({"command": "update_config", "target": target, "key": key, "value": value})
svc.config[key] = value
svc.logs.append(f"[INFO] Config updated: {key}={value}")
return f"[{target}] Config updated: {key}={value}"
def _cmd_rotate_credentials(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found."
self.fix_actions_taken.append({"command": "rotate_credentials", "target": target})
svc.credentials_rotated = True
svc.logs.append(f"[INFO] Credentials rotated for {target}")
return f"[{target}] Credentials rotated successfully."
def _cmd_clear_disk(self, target: str, params: Dict) -> str:
svc = self.services.get(target)
if not svc:
return f"Service '{target}' not found."
path = params.get("path", "/var/log")
self.fix_actions_taken.append({"command": "clear_disk", "target": target, "path": path})
svc.disk_usage_percent = max(20.0, svc.disk_usage_percent - 50)
if svc.disk_usage_percent < 80 and svc.status == "degraded":
svc.status = "healthy"
svc.error_rate = 0.0
svc.logs.append(f"[INFO] Disk cleared at {path}. Service recovered.")
return f"[{target}] Cleared {path}. Disk: {svc.disk_usage_percent:.0f}%. Service recovered."
svc.logs.append(f"[INFO] Disk cleared at {path}. Usage: {svc.disk_usage_percent:.0f}%")
return f"[{target}] Cleared {path}. Disk usage: {svc.disk_usage_percent:.0f}%"
def _cmd_submit_diagnosis(self, target: str, params: Dict) -> str:
root_cause = params.get("root_cause", "")
affected = params.get("affected_services", [])
if not root_cause:
return "Error: 'root_cause' parameter required."
self.diagnosis_submitted = {
"root_cause": root_cause,
"affected_services": affected,
}
self.fix_actions_taken.append({"command": "submit_diagnosis", "root_cause": root_cause})
return f"Diagnosis submitted: {root_cause}"
# ββ Helpers ββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def _is_root_cause_addressed(self) -> bool:
"""Check if the fix actions taken so far address the root cause."""
actions = {(a["command"], a.get("target", "")) for a in self.fix_actions_taken}
svc = self.services.get(self.root_cause_service)
if not svc:
return False
# Check if malicious processes are killed
has_active_malicious = any(
p.malicious and p.status != "killed" for p in svc.processes
)
if has_active_malicious:
return False
# Check disk issues
if svc.disk_usage_percent > 90:
return False
return True
def _try_recover_dependents(self) -> None:
"""After root cause is fixed, try to recover dependent services."""
for name, deps in self.dependency_graph.items():
svc = self.services.get(name)
if svc and svc.status in ("degraded", "down"):
all_deps_ok = all(
self.services.get(d, Service(name=d)).status == "healthy"
for d in deps
)
if all_deps_ok:
svc.status = "degraded" # Will need restart to fully recover
svc.error_rate = max(0, svc.error_rate - 20)
AVAILABLE_COMMANDS = [
"check_logs", "get_metrics", "list_alerts", "check_dependencies",
"check_network", "check_processes", "restart_service", "scale_service",
"rollback_service", "kill_process", "update_config", "rotate_credentials",
"clear_disk", "submit_diagnosis",
]
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