File size: 8,333 Bytes
c4f5819 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 | """Synthetic security-log generator (diverse, non-repeating).
Ported from Data/files/gen_logs.py but defaults to an *unseeded* RNG so every
call produces a different mix — used by the "Generate CSV" and "Send mock"
buttons to exercise the realtime pipeline with fresh data each time.
"""
from __future__ import annotations
import csv
import io
import random
from datetime import datetime, timedelta, timezone
from typing import Any, Callable
USERS = ["root", "admin", "oppa", "somchai", "nattapong",
"svc_backup", "www-data", "deploy", "guest", "postgres"]
ADMIN_USERS = {"root", "admin", "oppa"}
BAD_IPS = ["45.137.21.9", "193.27.228.114", "185.220.101.34",
"91.219.236.18", "209.141.56.12"]
PORTS = [22, 80, 443, 3306, 5432, 8080, 3389, 21, 25, 53, 6379, 27017]
HOSTS = ["web-01", "app-02", "db-03", "bastion-01"]
SQLI = ["' OR '1'='1", "UNION SELECT username,password FROM users--",
"'; DROP TABLE sessions;--", "1' AND SLEEP(5)--"]
XSS = ["<script>alert(1)</script>", "<img src=x onerror=alert(document.cookie)>"]
NORMAL_PATHS = ["/", "/login", "/api/products", "/dashboard", "/static/app.js",
"/api/orders?page=2", "/health"]
# Columns used when exporting CSV.
CSV_FIELDS = ["timestamp", "source", "category", "severity", "message",
"src_ip", "dst_ip", "user", "dst_port", "path", "action"]
def _internal_ip() -> str:
return f"10.0.{random.randint(0, 5)}.{random.randint(2, 254)}"
def _external_ip() -> str:
return f"{random.randint(11, 223)}.{random.randint(0, 255)}.{random.randint(0, 255)}.{random.randint(1, 254)}"
def _rec(t: datetime, source: str, category: str, severity: str, message: str, **extra: Any) -> dict[str, Any]:
r = {"timestamp": t.isoformat(timespec="seconds"), "source": source,
"category": category, "severity": severity, "message": message}
r.update(extra)
return r
def _ev_benign(t):
pick = random.choice(["auth", "web", "fw"])
if pick == "auth":
u, ip = random.choice(USERS), _internal_ip()
msg = f"Accepted password for {u} from {ip} port {random.randint(40000, 60000)} ssh2"
return [_rec(t, "auth", "benign", "info", msg, src_ip=ip, user=u, action="login_success")]
if pick == "web":
ip, path = _external_ip(), random.choice(NORMAL_PATHS)
msg = f'{ip} - - "GET {path} HTTP/1.1" 200 {random.randint(200, 8000)}'
return [_rec(t, "nginx", "benign", "info", msg, src_ip=ip, status=200, path=path)]
ip, dport = _external_ip(), random.choice([80, 443])
msg = f"ALLOW IN={ip} OUT= PROTO=TCP DPT={dport}"
return [_rec(t, "firewall", "benign", "info", msg, src_ip=ip, dst_port=dport, action="allow")]
def _ev_brute_force(t):
u, ip = random.choice(USERS), random.choice(BAD_IPS + [_external_ip()])
out = []
n = random.randint(8, 25)
for i in range(n):
tt = t + timedelta(seconds=i * random.randint(1, 3))
msg = f"Failed password for {u} from {ip} port {random.randint(40000, 60000)} ssh2"
out.append(_rec(tt, "auth", "brute_force", "high", msg, src_ip=ip, user=u, action="login_failed"))
if random.random() < 0.3:
tt = t + timedelta(seconds=n * 2)
out.append(_rec(tt, "auth", "brute_force", "critical",
f"Accepted password for {u} from {ip} port 51234 ssh2",
src_ip=ip, user=u, action="login_success", note="success_after_bruteforce"))
return out
def _ev_port_scan(t):
ip = random.choice(BAD_IPS + [_external_ip()])
out = []
for i, p in enumerate(random.sample(PORTS, k=random.randint(8, 12))):
tt = t + timedelta(milliseconds=i * random.randint(50, 400))
msg = f"DROP IN={ip} OUT= PROTO=TCP DPT={p} FLAGS=SYN"
out.append(_rec(tt, "firewall", "port_scan", "medium", msg, src_ip=ip, dst_port=p, action="drop"))
return out
def _ev_web_attack(t):
ip = random.choice(BAD_IPS + [_external_ip()])
if random.random() < 0.5:
payload, kind = random.choice(SQLI), "sqli"
path = f"/api/products?id={payload}"
status = random.choice([500, 403, 200])
else:
payload, kind = random.choice(XSS), "xss"
path = f"/search?q={payload}"
status = random.choice([200, 403])
msg = f'{ip} - - "GET {path} HTTP/1.1" {status} {random.randint(0, 500)}'
return [_rec(t, "nginx", "web_attack", "high", msg, src_ip=ip, status=status, path=path, attack_kind=kind)]
def _ev_priv_esc(t):
u = random.choice([x for x in USERS if x not in ADMIN_USERS])
host = random.choice(HOSTS)
cmd = random.choice(["/bin/bash", "/usr/bin/cat /etc/shadow", "/usr/bin/passwd root", "/bin/su -"])
msg = f"sudo: {u} : TTY=pts/0 ; PWD=/home/{u} ; USER=root ; COMMAND={cmd}"
return [_rec(t, "system", "priv_esc", "critical", msg, user=u, host=host, command=cmd, action="sudo")]
def _ev_data_exfil(t):
ip = random.choice(BAD_IPS)
src = _internal_ip()
mb = random.randint(500, 8000)
msg = (f"OUTBOUND src={src} dst={ip} bytes={mb * 1024 * 1024} proto=TCP dport=443 "
f"duration={random.randint(60, 600)}s")
return [_rec(t, "firewall", "data_exfil", "critical", msg, src_ip=src, dst_ip=ip, bytes_mb=mb,
off_hours=(t.hour < 6 or t.hour > 22))]
def _ev_c2_beacon(t):
ip = random.choice(BAD_IPS)
src = _internal_ip()
out = []
interval = random.choice([30, 60, 300])
for i in range(random.randint(5, 10)):
tt = t + timedelta(seconds=i * interval)
msg = (f"CONN src={src} dst={ip} dport=443 bytes={random.randint(200, 900)} interval={interval}s")
out.append(_rec(tt, "firewall", "c2_beacon", "critical", msg, src_ip=src, dst_ip=ip, beacon_interval=interval))
return out
GENERATORS: dict[str, Callable] = {
"benign": _ev_benign, "brute_force": _ev_brute_force, "port_scan": _ev_port_scan,
"web_attack": _ev_web_attack, "priv_esc": _ev_priv_esc, "data_exfil": _ev_data_exfil,
"c2_beacon": _ev_c2_beacon,
}
PROFILES = {
"mixed": {"benign": 0.70, "brute_force": 0.06, "port_scan": 0.06, "web_attack": 0.07,
"priv_esc": 0.04, "data_exfil": 0.03, "c2_beacon": 0.04},
"realistic": {"benign": 0.92, "brute_force": 0.025, "port_scan": 0.02, "web_attack": 0.02,
"priv_esc": 0.006, "data_exfil": 0.004, "c2_beacon": 0.005},
"attack": {"benign": 0.20, "brute_force": 0.16, "port_scan": 0.14, "web_attack": 0.16,
"priv_esc": 0.12, "data_exfil": 0.10, "c2_beacon": 0.12},
}
def generate(count: int, profile: str = "mixed", days: int = 7,
seed: int | None = None, now: datetime | None = None) -> list[dict[str, Any]]:
"""Generate up to `count` log records.
seed=None (default) -> different output every call (uses process RNG).
Pass an int seed only when you need reproducible data.
"""
if seed is not None:
random.seed(seed)
profile_weights = PROFILES.get(profile, PROFILES["mixed"])
cats = list(profile_weights.keys())
weights = [profile_weights[c] for c in cats]
base = (now or datetime.now(timezone.utc)) - timedelta(days=days)
span = max(days, 1) * 24 * 3600
records: list[dict[str, Any]] = []
guard = 0
while len(records) < count and guard < count * 4 + 50:
guard += 1
cat = random.choices(cats, weights=weights, k=1)[0]
t = base + timedelta(seconds=random.randint(0, span))
records.extend(GENERATORS[cat](t))
records.sort(key=lambda r: r["timestamp"])
return records[:count]
def generate_live(count: int, profile: str = "mixed") -> list[dict[str, Any]]:
"""Generate records stamped at 'now' for realtime emission (unique each call)."""
now = datetime.now(timezone.utc)
records = generate(count, profile=profile, days=0, seed=None, now=now)
# Re-stamp close to now so the live feed shows current time.
for offset, rec in enumerate(records):
rec["timestamp"] = (now + timedelta(milliseconds=offset)).isoformat(timespec="seconds")
return records
def to_csv(records: list[dict[str, Any]]) -> str:
buf = io.StringIO()
writer = csv.DictWriter(buf, fieldnames=CSV_FIELDS, extrasaction="ignore")
writer.writeheader()
for rec in records:
writer.writerow({k: rec.get(k, "") for k in CSV_FIELDS})
return buf.getvalue()
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