Files
graylog-ops/tools/backfill_behavior.py

127 lines
4.7 KiB
Python

#!/usr/bin/env python3
"""Backfill behaviour detection for a historical range (service-off gap).
Runs the independent behaviour analyzer against an absolute time range and
stores flagged profiles with historical=1 so later live runs keep them.
"""
import argparse
import datetime
import json
import os
import sys
ROOT = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
sys.path.insert(0, ROOT)
from graylog_ops import behavior, watch # noqa: E402
from graylog_ops.client import GraylogClient # noqa: E402
from graylog_ops.http import HttpClient # noqa: E402
from graylog_ops.judge import build_fields, load_profile # noqa: E402
STREAM_ID = "6ac83059a6878e26256fcacc"
def parse_local(value):
text = value.strip()
if text.endswith("Z"):
stamp = datetime.datetime.fromisoformat(text.replace("Z", "+00:00"))
elif "T" in text and ("+" in text[10:] or text.endswith("00")):
stamp = datetime.datetime.fromisoformat(text)
else:
stamp = datetime.datetime.strptime(text, "%Y-%m-%d %H:%M").astimezone()
if stamp.tzinfo is None:
stamp = stamp.astimezone()
return stamp.astimezone(datetime.timezone.utc)
def utc_iso(stamp):
return stamp.strftime("%Y-%m-%dT%H:%M:%S.000Z")
def main():
parser = argparse.ArgumentParser()
parser.add_argument("--from", dest="from_ts", required=True)
parser.add_argument("--to", dest="to_ts", required=True)
parser.add_argument("--db", default=os.path.join(ROOT, "data", "ips.db"))
parser.add_argument("--profile", default=os.path.join(ROOT, "profiles", "f5.json"))
parser.add_argument("--config", default=os.path.join(ROOT, "graylog-ops.json"))
parser.add_argument("--stream", default=STREAM_ID)
parser.add_argument("--dry-run", action="store_true")
args = parser.parse_args()
from_dt, to_dt = parse_local(args.from_ts), parse_local(args.to_ts)
if to_dt <= from_dt:
raise SystemExit("结束时间必须晚于开始时间")
cfg = json.load(open(args.config, encoding="utf-8"))
client = GraylogClient(HttpClient(cfg["url"], username=cfg["token"],
password="token", timeout=120, retries=2))
fields = build_fields(load_profile(args.profile))
filter_str = "streams:" + args.stream
behavior.set_range(utc_iso(from_dt), utc_iso(to_dt))
store = watch.Store(args.db)
analyzer = behavior.BehaviorAnalyzer(client, store, fields, filter_str,
root=ROOT, notifier=None)
try:
items = analyzer.analyze()
finally:
behavior.clear_range()
flagged = [item for item in items if item.get("verdict") == "建议封禁"]
for item in items:
try:
last = client.search_absolute(
query='%s:"%s"' % (fields["client_ip"], item["ip"]),
from_ts=utc_iso(from_dt), to_ts=utc_iso(to_dt),
limit=1, sort="timestamp:desc", fields=["timestamp"],
filter_str=filter_str)
stamp = (last or [{}])[0].get("timestamp")
if stamp:
item["last_ts"] = datetime.datetime.fromisoformat(
str(stamp).replace("Z", "+00:00")).astimezone(
datetime.timezone.utc).strftime("%Y-%m-%dT%H:%M:%SZ")
except Exception as exc:
print("时间查询 %s 失败: %s" % (item["ip"], exc), file=sys.stderr)
print("行为违规 %d 个,建议封禁 %d 个" % (len(items), len(flagged)),
file=sys.stderr)
for item in sorted(flagged, key=lambda x: -x["score"])[:20]:
print(" %-16s 评分 %-5s %-10s %s" % (
item["ip"], item["score"], item.get("asn_brand") or "",
item.get("reason_text") or ""), file=sys.stderr)
if args.dry_run:
print(json.dumps({"violations": len(items),
"flagged": len(flagged),
"ips": [i["ip"] for i in flagged]},
ensure_ascii=False, indent=2))
store.close()
return 0
store.upsert_historical_profiles(items)
before = {row["ip"] for row in store.conn.execute(
"SELECT ip FROM ip_fused")}
store.sync_fused()
added = [i["ip"] for i in flagged
if i["ip"] not in before]
stamp = watch.now_iso()
if added:
with store.lock, store.conn:
store.conn.executemany(
"UPDATE ip_fused SET last_pushed_at=? WHERE ip=?",
[(stamp, ip) for ip in added])
print(json.dumps({
"range": [utc_iso(from_dt), utc_iso(to_dt)],
"violations": len(items),
"flagged": len(flagged),
"newly_fused": len(added),
"new_ips": sorted(added),
}, ensure_ascii=False, indent=2))
store.close()
return 0
if __name__ == "__main__":
raise SystemExit(main())