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processing/update_all.py

376 lines14,653 bytessha256 bdde3d1b5ed7
  1. """Reproducible fetch/update pipeline for every LEASH data source.
  3. One command re-fetches everything the dataset was built from (threat feeds,
  4. GLEIF registry slice, domain rankings, external ML/security datasets,
  5. enrichment lookups) and rebuilds all derived artifacts, so a fresh clone
  6. reproduces the data with:
  8. make setup && make update
  10. Weekly auto-update is opt-in (default OFF):
  12. make weekly-on # the scheduled runner picks this flag up (Mon 06:00)
  13. make weekly-off
  14. make weekly-status
  16. Freshness model
  17. ---------------
  18. - Dated feed files (openphish, urlhaus, threatfox, feodotracker, sanctions,
  19. malwarebazaar, tranco, majestic all use {today} filenames): same-day reruns
  20. are served from cache; the next day fetches fresh automatically.
  21. - GLEIF page cache is undated, so a normal update clears data/raw/gleif/
  22. page files and re-pulls the CH slice (new LEIs appear weekly). Disable via
  23. config/update.json policy.refresh_gleif=false.
  24. - Static research archives (TabFormer, IEEE-CIS, ULB, BIPIA, AgentDojo,
  25. TensorTrust, HackAPrompt, Viseca, Google taxonomy): request-key cached
  26. forever; pass --refresh-all to force re-download (large).
  27. - Enrichment (rdap/dns via build_dataset enrich, domain_health): resume-safe
  28. per-domain caches; only unseen domains cost network.
  30. Blocked/gated sources (Zefix, AbuseIPDB, MalwareBazaar-while-proxied, EU
  31. sanctions, HF-gated sets without token) are recorded per run as
  32. status=blocked/disabled and never fail the whole update.
  34. Usage:
  35. python -m processing.update_all # full update
  36. python -m processing.update_all --dry-run # plan only, no network
  37. python -m processing.update_all --refresh-all # + re-download archives
  38. python -m processing.update_all --sources threatfox,feodotracker
  39. python -m processing.update_all --skip-clean --skip-report
  40. python -m processing.update_all --weekly on|off|status
  41. """
  43. from __future__ import annotations
  45. import argparse
  46. import datetime
  47. import importlib
  48. import json
  49. import pathlib
  50. import sys
  51. import time
  53. from collectors import common
  55. ROOT = common.ROOT
  56. UPDATE_CONFIG_PATH = ROOT / "config" / "update.json"
  57. RUNS_DIR = ROOT / "reports" / "update_runs"
  58. KEEP_RUN_REPORTS = 52
  60. DEFAULT_UPDATE_CONFIG: dict = {
  61. "auto_update": {
  62. "enabled": False,
  63. "day_of_week": "mon",
  64. "hour": 6,
  65. "minute": 0,
  66. "timezone": "Europe/Zurich",
  67. },
  68. "policy": {
  69. "refresh_gleif": True,
  70. "refresh_static_archives": False,
  71. },
  72. }
  74. # Direct collectors with the (path, meta, cached) contract. openphish/urlhaus/
  75. # gleif/zefix run inside build_dataset.step_collect (core phase) instead.
  76. FEED_SOURCES = ["threatfox", "feodotracker", "malwarebazaar", "sanctions", "tranco", "majestic"]
  77. STATIC_SOURCES = [
  78. "google_taxonomy", "viseca", "bipia", "agentdojo", "tensortrust",
  79. "ulb_creditcard", "ieee_cis", "tabformer", "hackaprompt",
  80. ]
  81. ENRICHMENT_SOURCES = ["domain_health", "abuseipdb"]
  82. # Collectors that stay out of plans until their key/config is provided and
  83. # flipped on (config/sources.json enabled=false keeps them 'disabled').
  85. # collector name -> clean_external.CLEANERS keys to rebuild after fresh data
  86. CLEANER_FOR: dict[str, list[str]] = {
  87. "threatfox": ["threatfox"],
  88. "feodotracker": ["feodotracker"],
  89. "malwarebazaar": ["malwarebazaar"],
  90. "sanctions": ["sanctions_un", "sanctions_ofac", "sanctions_seco", "sanctions_eu"],
  91. "tranco": ["tranco"],
  92. "majestic": ["majestic"],
  93. "domain_health": ["domain_health"],
  94. "abuseipdb": ["abuseipdb"],
  95. "google_taxonomy": ["google_taxonomy"],
  96. "viseca": ["viseca"],
  97. "bipia": ["bipia"],
  98. "agentdojo": ["agentdojo"],
  99. "tensortrust": ["tensortrust"],
  100. "ulb_creditcard": ["ulb_creditcard"],
  101. "ieee_cis": ["ieee_cis"],
  102. "tabformer": ["tabformer"],
  103. "hackaprompt": ["hackaprompt"],
  104. }
  106. BLOCKED_EXC_NAMES = {"Blocked", "MissingCredential"}
  109. # --------------------------------------------------------------- weekly toggle
  111. def load_update_config(path: pathlib.Path = UPDATE_CONFIG_PATH) -> dict:
  112. cfg: dict = {}
  113. if path.exists():
  114. try:
  115. cfg = json.loads(path.read_text())
  116. except Exception:
  117. cfg = {}
  118. merged = json.loads(json.dumps(DEFAULT_UPDATE_CONFIG)) # deep copy
  119. for section in ("auto_update", "policy"):
  120. if isinstance(cfg.get(section), dict):
  121. merged[section].update(cfg[section])
  122. return merged
  125. def set_weekly(enabled: bool, path: pathlib.Path = UPDATE_CONFIG_PATH) -> dict:
  126. cfg = load_update_config(path)
  127. cfg["auto_update"]["enabled"] = enabled
  128. path.parent.mkdir(parents=True, exist_ok=True)
  129. path.write_text(json.dumps(cfg, indent=2) + "\n")
  130. return cfg
  133. def weekly_status(path: pathlib.Path = UPDATE_CONFIG_PATH) -> dict:
  134. a = load_update_config(path)["auto_update"]
  135. sched = f"{a['day_of_week']} {a['hour']:02d}:{a['minute']:02d} {a['timezone']}"
  136. return {
  137. "enabled": bool(a["enabled"]),
  138. "schedule": sched,
  139. "config": str(path),
  140. "runner": "OpenClaw automation leash-weekly-data-update (checks this flag before running)",
  141. }
  144. # ------------------------------------------------------------------- planning
  146. def _enabled(name: str) -> bool:
  147. cfg = common.CONFIG.get(name) or {}
  148. return cfg.get("enabled") is not False
  151. def build_plan(refresh_all: bool = False, only: list[str] | None = None,
  152. skip_core: bool = False, skip_clean: bool = False,
  153. skip_report: bool = False) -> dict:
  154. if only:
  155. known = FEED_SOURCES + STATIC_SOURCES + ENRICHMENT_SOURCES
  156. sources = [s for s in only if s in known and _enabled(s)]
  157. unknown = [s for s in only if s not in known]
  158. disabled = [s for s in only if s in known and not _enabled(s)]
  159. return {
  160. "mode": "subset",
  161. "sources": sources,
  162. "disabled": disabled,
  163. "unknown_sources": unknown,
  164. "clean": [] if skip_clean else [c for s in sources for c in CLEANER_FOR.get(s, [])],
  165. "core": [],
  166. "report": False,
  167. }
  168. update_cfg = load_update_config()
  169. refresh_gleif = update_cfg["policy"].get("refresh_gleif", True)
  170. refresh_static = refresh_all or update_cfg["policy"].get("refresh_static_archives") is True
  171. feed = [s for s in FEED_SOURCES if _enabled(s)]
  172. static = [s for s in STATIC_SOURCES if _enabled(s)]
  173. enrich = [s for s in ENRICHMENT_SOURCES if _enabled(s)]
  174. core = [] if skip_core else [
  175. "invalidate_gleif_cache" if refresh_gleif else "gleif_cache_kept (policy.refresh_gleif=false)",
  176. "build_dataset.collect (openphish, urlhaus, gleif CH, zefix probe)",
  177. "build_dataset.enrich (rdap+dns, resume-safe)",
  178. "build_dataset.build (parquet datasets)",
  179. ]
  180. clean = []
  181. if not skip_clean:
  182. clean += [c for s in feed for c in CLEANER_FOR.get(s, [])]
  183. clean += [c for s in enrich for c in CLEANER_FOR.get(s, [])]
  184. if refresh_static:
  185. clean += [c for s in static for c in CLEANER_FOR.get(s, [])]
  186. return {
  187. "mode": "refresh-all" if refresh_all else "update",
  188. "sources": {"feeds": feed, "static": static, "enrichment": enrich},
  189. "static_refresh": refresh_static,
  190. "core": core,
  191. "clean": sorted(set(clean)),
  192. "report": not skip_report,
  193. }
  196. # ------------------------------------------------------------------ execution
  198. def run_source(name: str) -> dict:
  199. cfg = common.CONFIG.get(name) or {}
  200. if cfg.get("enabled") is False:
  201. return {"source": name, "status": "disabled"}
  202. t0 = time.time()
  203. try:
  204. mod = importlib.import_module(f"collectors.{name}")
  205. out = mod.collect()
  206. _pathish, meta, cached = out # shared collector contract
  207. return {
  208. "source": name,
  209. "status": "cached" if cached else "fresh",
  210. "retrieved_at": (meta or {}).get("retrieved_at"),
  211. "seconds": round(time.time() - t0, 1),
  212. }
  213. except Exception as e: # noqa: BLE001 — record and continue
  214. status = "blocked" if type(e).__name__ in BLOCKED_EXC_NAMES else "error"
  215. return {"source": name, "status": status,
  216. "error": f"{type(e).__name__}: {e}",
  217. "seconds": round(time.time() - t0, 1)}
  220. def invalidate_source_meta(source: str) -> int:
  221. """Delete provenance sidecars so the next get() re-downloads (files kept)."""
  222. d = common.raw_dir(source)
  223. n = 0
  224. for meta in d.glob("*.meta.json"):
  225. meta.unlink(missing_ok=True)
  226. n += 1
  227. return n
  230. def invalidate_gleif() -> int:
  231. """GLEIF pages are cursor/page-number cached without dates: clear for re-pull."""
  232. d = common.raw_dir("gleif")
  233. n = 0
  234. for p in list(d.glob("gleif_*_c*.json")) + list(d.glob("gleif_*_c*.json.meta.json")):
  235. p.unlink(missing_ok=True)
  236. n += 1
  237. return n
  240. def run_core(refresh_gleif: bool) -> list[dict]:
  241. from processing import build_dataset, quality_report
  243. results: list[dict] = []
  244. if refresh_gleif:
  245. n = invalidate_gleif()
  246. results.append({"core_step": "invalidate_gleif_cache", "status": "ok", "files_removed": n})
  247. for step in ("collect", "enrich", "build"):
  248. t0 = time.time()
  249. getattr(build_dataset, f"step_{step}")()
  250. results.append({"core_step": f"build_dataset.{step}", "status": "ok",
  251. "seconds": round(time.time() - t0, 1)})
  252. quality_report.main()
  253. results.append({"core_step": "quality_report", "status": "ok"})
  254. return results
  257. def run_clean(cleaners: list[str]) -> list[dict]:
  258. from processing import clean_external
  260. results: list[dict] = []
  261. for src in cleaners:
  262. t0 = time.time()
  263. try:
  264. st = clean_external.CLEANERS[src]()
  265. status = st.get("status", "ok")
  266. except Exception as e: # noqa: BLE001
  267. st = {"status": "error", "error": f"{type(e).__name__}: {e}"}
  268. status = "error"
  269. clean_external.STATS.mkdir(parents=True, exist_ok=True)
  270. (clean_external.STATS / f"{src}.json").write_text(json.dumps(st, indent=2, default=str))
  271. results.append({"clean": src, "status": status, "seconds": round(time.time() - t0, 1)})
  272. return results
  275. def regenerate_external_report() -> str:
  276. """Rebuild EXTERNAL_QUALITY_REPORT.md from all stats files (no re-cleaning)."""
  277. from processing import clean_external
  279. all_stats: dict = {}
  280. if clean_external.STATS.exists():
  281. for p in clean_external.STATS.glob("*.json"):
  282. all_stats[p.stem] = json.loads(p.read_text())
  283. clean_external.write_report(all_stats)
  284. return str(clean_external.EXPORTS / "EXTERNAL_QUALITY_REPORT.md")
  287. def write_report(report: dict) -> pathlib.Path:
  288. RUNS_DIR.mkdir(parents=True, exist_ok=True)
  289. stamp = datetime.datetime.now(datetime.timezone.utc).strftime("%Y%m%dT%H%M%SZ")
  290. path = RUNS_DIR / f"update_{stamp}.json"
  291. path.write_text(json.dumps(report, indent=2))
  292. (RUNS_DIR / "latest.json").write_text(json.dumps(report, indent=2))
  293. runs = sorted(RUNS_DIR.glob("update_*.json"))
  294. for old in runs[:-KEEP_RUN_REPORTS]:
  295. old.unlink(missing_ok=True)
  296. return path
  299. # ------------------------------------------------------------------------ CLI
  301. def main(argv: list[str]) -> int:
  302. ap = argparse.ArgumentParser(prog="update_all", description=__doc__.splitlines()[0])
  303. ap.add_argument("--refresh-all", action="store_true",
  304. help="also re-download cached static archives (large)")
  305. ap.add_argument("--sources", help="comma-separated collector subset (skips core/report)")
  306. ap.add_argument("--dry-run", action="store_true", help="print the plan, fetch nothing")
  307. ap.add_argument("--skip-core", action="store_true", help="skip build_dataset + quality report")
  308. ap.add_argument("--skip-clean", action="store_true", help="skip clean_external rebuilds")
  309. ap.add_argument("--skip-report", action="store_true",
  310. help="skip regenerating EXTERNAL_QUALITY_REPORT.md")
  311. ap.add_argument("--weekly", choices=["on", "off", "status"], help="weekly auto-update toggle")
  312. args = ap.parse_args(argv)
  314. if args.weekly:
  315. if args.weekly == "status":
  316. print(json.dumps(weekly_status(), indent=2))
  317. else:
  318. cfg = set_weekly(args.weekly == "on")
  319. print(json.dumps({"auto_update_enabled": cfg["auto_update"]["enabled"],
  320. "schedule": weekly_status()["schedule"]}))
  321. return 0
  323. only = [s.strip() for s in args.sources.split(",")] if args.sources else None
  324. plan = build_plan(args.refresh_all, only, args.skip_core, args.skip_clean, args.skip_report)
  326. if args.dry_run:
  327. print(json.dumps({"dry_run": True, "plan": plan}, indent=2))
  328. return 0
  329. if plan.get("unknown_sources"):
  330. print(json.dumps({"error": "unknown sources", "unknown": plan["unknown_sources"]}),
  331. file=sys.stderr)
  332. return 2
  334. t_start = time.time()
  335. report: dict = {"started_at": common.utcnow(), "mode": plan["mode"], "plan": plan,
  336. "sources": [], "core": [], "clean": []}
  338. if only:
  339. to_run: list[str] = plan["sources"]
  340. else:
  341. to_run = list(plan["sources"]["feeds"])
  342. if plan["static_refresh"]:
  343. to_run += plan["sources"]["static"]
  344. to_run += plan["sources"]["enrichment"]
  346. for src in to_run:
  347. r = run_source(src)
  348. report["sources"].append(r)
  349. print(json.dumps(r), file=sys.stderr, flush=True)
  351. if not only and plan["core"]:
  352. report["core"] = run_core(refresh_gleif=load_update_config()["policy"].get("refresh_gleif", True))
  353. for r in report["core"]:
  354. print(json.dumps(r), file=sys.stderr, flush=True)
  356. if plan["clean"]:
  357. report["clean"] = run_clean(plan["clean"])
  358. for r in report["clean"]:
  359. print(json.dumps(r), file=sys.stderr, flush=True)
  360. if plan.get("report"):
  361. report["report"] = regenerate_external_report()
  363. report["finished_at"] = common.utcnow()
  364. report["total_seconds"] = round(time.time() - t_start, 1)
  365. report["summary"] = {
  366. s: sum(1 for r in report["sources"] if r["status"] == s)
  367. for s in ("fresh", "cached", "blocked", "error", "disabled")
  368. }
  369. path = write_report(report)
  370. print(json.dumps({"run_report": str(path), "summary": report["summary"],
  371. "total_seconds": report["total_seconds"]}))
  372. return 0
  375. if __name__ == "__main__":
  376. raise SystemExit(main(sys.argv[1:]))