Files
Benjamin Admin ad24835940 feat(pipeline): G-pre1/2/3 — Object Clustering + Master Controls + API
G-pre1: 144k objects clustered into 7,466 groups via Mini-Batch K-Means
  on bge-m3 embeddings. Two-stage: k=5000 base + sub-cluster groups >50.
G-pre2: 5,114 Master Controls from lifecycle phase chains
  (define→implement→test→monitor), linking 172,504 atomic controls.
G-pre3: REST API for Master Controls
  GET /v1/master-controls (list, search, filter)
  GET /v1/master-controls/stats
  GET /v1/master-controls/{mc_id} (detail with phase-controls)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-05-06 15:11:38 +02:00

214 lines
7.8 KiB
Python

#!/usr/bin/env python3
"""
G-pre2: Build Master Controls from Object Groups + Lifecycle Phases.
Groups atomic controls by (object_group_id, phase) and creates
Master Controls for groups with >=2 distinct phases.
Usage:
python3 /app/scripts/gpre2_master_controls.py
python3 /app/scripts/gpre2_master_controls.py --min-phases 3
python3 /app/scripts/gpre2_master_controls.py --dry-run
"""
import argparse
import json
import logging
import os
from collections import defaultdict
from sqlalchemy import create_engine, text
logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
logger = logging.getLogger("gpre2")
DB_URL = os.getenv("DATABASE_URL", "postgresql://breakpilot:breakpilot123@postgres:5432/breakpilot_db")
# Canonical phase ordering for lifecycle chains
PHASE_ORDER = {
"scope": 0,
"definition": 1, "governance": 1,
"design": 2,
"implementation": 3, "configuration": 3,
"operation": 4, "training": 4,
"monitoring": 5,
"testing": 6,
"review": 7,
"assessment": 8, "remediation": 8,
"validation": 9,
"reporting": 10,
"evidence": 11,
}
def main():
parser = argparse.ArgumentParser()
parser.add_argument("--min-phases", type=int, default=2, help="Min distinct phases for Master Control")
parser.add_argument("--dry-run", action="store_true")
args = parser.parse_args()
engine = create_engine(DB_URL, connect_args={"options": "-c search_path=compliance,public"})
# Step 1: Build reverse index (object_token → group_id)
logger.info("Building object → group_id reverse index...")
object_to_group = {}
with engine.connect() as c:
groups = c.execute(text("SELECT group_id, canonical_name, members FROM object_groups")).fetchall()
for gid, canonical, members_json in groups:
members = json.loads(members_json) if isinstance(members_json, str) else members_json
for member in members:
object_to_group[member] = (gid, canonical)
logger.info("Reverse index: %d objects → %d groups", len(object_to_group), len(groups))
# Step 2: Load all controls with merge_group_hint
logger.info("Loading controls with merge_group_hint...")
with engine.connect() as c:
rows = c.execute(text("""
SELECT id, control_id,
generation_metadata->>'merge_group_hint' AS hint,
title
FROM canonical_controls
WHERE generation_metadata->>'merge_group_hint' IS NOT NULL
AND generation_metadata->>'merge_group_hint' != ''
AND release_state NOT IN ('deprecated', 'rejected')
""")).fetchall()
logger.info("Loaded %d controls with merge_group_hint", len(rows))
# Step 3: Parse and group by (group_id, phase)
# Structure: group_id → {phase → [(control_uuid, control_id, action, title)]}
group_phases: dict[int, dict[str, list]] = defaultdict(lambda: defaultdict(list))
group_names: dict[int, str] = {}
unmatched = 0
for uuid, control_id, hint, title in rows:
parts = hint.split(":", 2)
if len(parts) < 2:
continue
action = parts[0]
obj = parts[1]
phase = parts[2] if len(parts) > 2 else "implementation"
# Normalize object and find group
from services.control_dedup import normalize_object
normed = normalize_object(obj)
if normed in object_to_group:
gid, canonical = object_to_group[normed]
elif obj in object_to_group:
gid, canonical = object_to_group[obj]
else:
unmatched += 1
continue
group_phases[gid][phase].append((str(uuid), control_id, action, title))
group_names[gid] = canonical
logger.info("Grouped into %d object groups (%d controls unmatched to any group)",
len(group_phases), unmatched)
# Step 4: Create Master Controls (groups with >= min_phases distinct phases)
master_controls = []
master_members = []
mc_counter = 0
for gid, phases in group_phases.items():
if len(phases) < args.min_phases:
continue
mc_counter += 1
mc_id = "MC-%d" % gid
canonical = group_names.get(gid, "unknown")
# Sort phases by lifecycle order
sorted_phases = sorted(phases.keys(), key=lambda p: PHASE_ORDER.get(p, 99))
phase_counts = {p: len(ctrls) for p, ctrls in phases.items()}
total = sum(phase_counts.values())
master_controls.append({
"master_control_id": mc_id,
"object_group_id": gid,
"canonical_name": canonical,
"phases_covered": json.dumps(sorted_phases),
"phase_control_count": json.dumps(phase_counts),
"total_controls": total,
})
for phase, controls in phases.items():
for ctrl_uuid, ctrl_id, action, title in controls:
master_members.append({
"mc_id": mc_id,
"control_uuid": ctrl_uuid,
"phase": phase,
"action": action,
})
logger.info("Created %d Master Controls with %d members (min %d phases)",
len(master_controls), len(master_members), args.min_phases)
# Stats
if master_controls:
phase_counts = [mc["total_controls"] for mc in master_controls]
phases_per_mc = [len(json.loads(mc["phases_covered"])) for mc in master_controls]
logger.info(" Avg controls per MC: %.1f", sum(phase_counts) / len(phase_counts))
logger.info(" Avg phases per MC: %.1f", sum(phases_per_mc) / len(phases_per_mc))
logger.info(" Max controls in MC: %d", max(phase_counts))
logger.info(" Max phases in MC: %d", max(phases_per_mc))
# Top 10
top10 = sorted(master_controls, key=lambda x: -x["total_controls"])[:10]
logger.info("\nTop 10 Master Controls:")
for mc in top10:
logger.info(" %s: %s (%d controls, phases: %s)",
mc["master_control_id"], mc["canonical_name"],
mc["total_controls"], mc["phases_covered"])
if args.dry_run:
logger.info("DRY RUN — not writing to DB")
return
# Step 5: Write to DB
with engine.begin() as c:
c.execute(text("SET search_path TO compliance, public"))
c.execute(text("DELETE FROM master_control_members"))
c.execute(text("DELETE FROM master_controls"))
for mc in master_controls:
c.execute(text("""
INSERT INTO master_controls
(master_control_id, object_group_id, canonical_name,
phases_covered, phase_control_count, total_controls)
VALUES (:master_control_id, :object_group_id, :canonical_name,
CAST(:phases_covered AS jsonb), CAST(:phase_control_count AS jsonb),
:total_controls)
"""), mc)
# Get MC UUIDs for member inserts
mc_uuids = {}
for row in c.execute(text("SELECT id, master_control_id FROM master_controls")).fetchall():
mc_uuids[row[1]] = str(row[0])
for mem in master_members:
mc_uuid = mc_uuids.get(mem["mc_id"])
if not mc_uuid:
continue
c.execute(text("""
INSERT INTO master_control_members
(master_control_uuid, control_uuid, phase, action)
VALUES (CAST(:mc_uuid AS uuid), CAST(:control_uuid AS uuid), :phase, :action)
"""), {
"mc_uuid": mc_uuid,
"control_uuid": mem["control_uuid"],
"phase": mem["phase"],
"action": mem["action"],
})
logger.info("Wrote %d Master Controls + %d members to DB",
len(master_controls), len(master_members))
if __name__ == "__main__":
main()