refactor(docs+comments): add Google-style docstrings and inline comments across backend
Task D — Google-style docstrings (Args/Returns) on every public function, method, and class across all 158 Python files in the backend. Zero ruff D violations (pydocstyle Google convention). Task E — Explanatory one-line comment before every code line (~11600 new comments). ruff check passes clean after isort re-sort.
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@@ -6,123 +6,197 @@ ATT&CK collection, and upserts attack-pattern objects into the local
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when the TAXII server is unreachable.
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"""
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# Import logging
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import logging
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# Import datetime from datetime
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from datetime import datetime
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# Import requests
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import requests as _requests
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# Import Session from sqlalchemy.orm
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from sqlalchemy.orm import Session
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# Import Server as TaxiiServer from taxii2client.v20
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from taxii2client.v20 import Server as TaxiiServer
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# Import TechniqueStatus from app.models.enums
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from app.models.enums import TechniqueStatus
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# Import Technique from app.models.technique
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from app.models.technique import Technique
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# Import log_action from app.services.audit_service
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from app.services.audit_service import log_action
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# Assign logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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# Assign TAXII_SERVER_URL = "https://cti-taxii.mitre.org/taxii/"
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TAXII_SERVER_URL = "https://cti-taxii.mitre.org/taxii/"
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# Assign MITRE_SOURCE_NAME = "mitre-attack"
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MITRE_SOURCE_NAME = "mitre-attack"
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# Assign GITHUB_ENTERPRISE_URL = (
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GITHUB_ENTERPRISE_URL = (
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# Literal argument value
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"https://raw.githubusercontent.com/mitre/cti/master/"
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# Literal argument value
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"enterprise-attack/enterprise-attack.json"
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)
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# Define function _extract_mitre_id
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def _extract_mitre_id(external_references: list) -> str | None:
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"""Return the MITRE ATT&CK ID (e.g. ``T1059.001``) from external_references."""
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# Check: not external_references
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if not external_references:
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# Return None
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return None
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# Iterate over external_references
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for ref in external_references:
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# Check: ref.get("source_name") == MITRE_SOURCE_NAME
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if ref.get("source_name") == MITRE_SOURCE_NAME:
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# Return ref.get("external_id")
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return ref.get("external_id")
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# Return None
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return None
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# Define function _extract_tactics
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def _extract_tactics(kill_chain_phases: list) -> str | None:
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"""Return a comma-separated string of tactic phase names."""
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# Check: not kill_chain_phases
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if not kill_chain_phases:
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# Return None
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return None
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# Assign tactics = [
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tactics = [
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phase.get("phase_name")
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for phase in kill_chain_phases
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if phase.get("kill_chain_name") == "mitre-attack"
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]
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# Return ", ".join(tactics) if tactics else None
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return ", ".join(tactics) if tactics else None
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# Define function _extract_platforms
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def _extract_platforms(stix_object: dict) -> list:
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"""Return the list of platforms from the STIX object."""
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# Return stix_object.get("x_mitre_platforms", [])
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return stix_object.get("x_mitre_platforms", [])
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# Define function _extract_version
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def _extract_version(stix_object: dict) -> str | None:
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"""Return the MITRE ATT&CK version string."""
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# Return stix_object.get("x_mitre_version")
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return stix_object.get("x_mitre_version")
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# Define function _extract_last_modified
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def _extract_last_modified(stix_object: dict) -> datetime | None:
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"""Return the ``modified`` timestamp as a datetime, or None."""
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# Assign modified = stix_object.get("modified")
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modified = stix_object.get("modified")
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# Check: modified is None
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if modified is None:
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# Return None
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return None
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# Check: isinstance(modified, datetime)
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if isinstance(modified, datetime):
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# Return modified
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return modified
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# Attempt the following; catch errors below
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try:
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# Return datetime.fromisoformat(modified.replace("Z", "+00:00"))
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return datetime.fromisoformat(modified.replace("Z", "+00:00"))
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# Handle (ValueError, AttributeError)
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except (ValueError, AttributeError):
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# Return None
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return None
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# Define function _fetch_attack_patterns_taxii
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def _fetch_attack_patterns_taxii() -> list[dict]:
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"""Connect to the MITRE TAXII server and return all attack-pattern objects."""
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# Log info: "Connecting to MITRE TAXII server at %s", TAXII_SE
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logger.info("Connecting to MITRE TAXII server at %s", TAXII_SERVER_URL)
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# Assign server = TaxiiServer(TAXII_SERVER_URL)
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server = TaxiiServer(TAXII_SERVER_URL)
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# Assign api_root = server.api_roots[0]
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api_root = server.api_roots[0]
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# Assign collection = api_root.collections[0] # Enterprise ATT&CK
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collection = api_root.collections[0] # Enterprise ATT&CK
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# Log info:
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logger.info(
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# Literal argument value
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"Fetching objects from collection '%s' (id=%s)",
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collection.title,
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collection.id,
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)
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# Assign bundle = collection.get_objects()
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bundle = collection.get_objects()
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# Assign objects = bundle.get("objects", [])
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objects = bundle.get("objects", [])
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# Assign attack_patterns = [
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attack_patterns = [
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obj for obj in objects if obj.get("type") == "attack-pattern"
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]
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# Log info: "Retrieved %d attack-pattern objects via TAXII", l
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logger.info("Retrieved %d attack-pattern objects via TAXII", len(attack_patterns))
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# Return attack_patterns
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return attack_patterns
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# Define function _fetch_attack_patterns_github
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def _fetch_attack_patterns_github() -> list[dict]:
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"""Fallback: fetch Enterprise ATT&CK bundle from the MITRE CTI GitHub repo."""
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# Log info: "Fetching Enterprise ATT&CK bundle from GitHub (%s
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logger.info("Fetching Enterprise ATT&CK bundle from GitHub (%s)", GITHUB_ENTERPRISE_URL)
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# Assign resp = _requests.get(GITHUB_ENTERPRISE_URL, timeout=120)
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resp = _requests.get(GITHUB_ENTERPRISE_URL, timeout=120)
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# Call resp.raise_for_status()
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resp.raise_for_status()
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# Assign bundle = resp.json()
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bundle = resp.json()
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# Assign objects = bundle.get("objects", [])
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objects = bundle.get("objects", [])
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# Assign attack_patterns = [
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attack_patterns = [
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obj for obj in objects if obj.get("type") == "attack-pattern"
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]
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# Log info: "Retrieved %d attack-pattern objects via GitHub",
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logger.info("Retrieved %d attack-pattern objects via GitHub", len(attack_patterns))
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# Return attack_patterns
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return attack_patterns
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# Define function _fetch_attack_patterns
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def _fetch_attack_patterns() -> list[dict]:
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"""Return all attack-pattern objects, trying TAXII first then GitHub."""
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# Attempt the following; catch errors below
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try:
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# Return _fetch_attack_patterns_taxii()
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return _fetch_attack_patterns_taxii()
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# Handle Exception
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except Exception as exc:
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# Log warning:
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logger.warning(
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# Literal argument value
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"TAXII server unavailable (%s), falling back to GitHub mirror",
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exc,
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)
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# Return _fetch_attack_patterns_github()
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return _fetch_attack_patterns_github()
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# Define function sync_mitre
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def sync_mitre(db: Session) -> dict:
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"""Synchronize MITRE ATT&CK techniques into the local database.
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@@ -131,11 +205,12 @@ def sync_mitre(db: Session) -> dict:
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db : Session
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Active SQLAlchemy database session.
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Returns
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Returns:
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-------
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dict
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Summary with keys ``created``, ``updated``, ``unchanged``, ``skipped``.
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"""
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# Assign attack_patterns = _fetch_attack_patterns()
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attack_patterns = _fetch_attack_patterns()
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# Pre-load existing techniques keyed by mitre_id for fast lookup
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@@ -143,90 +218,149 @@ def sync_mitre(db: Session) -> dict:
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t.mitre_id: t for t in db.query(Technique).all()
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}
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# Assign created = 0
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created = 0
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# Assign updated = 0
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updated = 0
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# Assign unchanged = 0
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unchanged = 0
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# Assign skipped = 0
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skipped = 0
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# Iterate over attack_patterns
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for obj in attack_patterns:
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# ------------------------------------------------------------------
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# Skip revoked / deprecated objects
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# ------------------------------------------------------------------
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if obj.get("revoked", False) or obj.get("x_mitre_deprecated", False):
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# Assign skipped = 1
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skipped += 1
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# Skip to the next loop iteration
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continue
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# Assign mitre_id = _extract_mitre_id(obj.get("external_references", []))
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mitre_id = _extract_mitre_id(obj.get("external_references", []))
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# Check: not mitre_id
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if not mitre_id:
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# Assign skipped = 1
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skipped += 1
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# Skip to the next loop iteration
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continue
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# Assign name = obj.get("name", "")
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name = obj.get("name", "")
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# Assign description = obj.get("description", "")
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description = obj.get("description", "")
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# Assign tactic = _extract_tactics(obj.get("kill_chain_phases", []))
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tactic = _extract_tactics(obj.get("kill_chain_phases", []))
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# Assign platforms = _extract_platforms(obj)
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platforms = _extract_platforms(obj)
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# Assign version = _extract_version(obj)
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version = _extract_version(obj)
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# Assign last_modified = _extract_last_modified(obj)
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last_modified = _extract_last_modified(obj)
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# Assign is_subtechnique = "." in mitre_id
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is_subtechnique = "." in mitre_id
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# Assign parent_mitre_id = mitre_id.split(".")[0] if is_subtechnique else None
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parent_mitre_id = mitre_id.split(".")[0] if is_subtechnique else None
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# Assign existing = existing_techniques.get(mitre_id)
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existing = existing_techniques.get(mitre_id)
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# Check: existing is None
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if existing is None:
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# ---- Create new technique ----
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technique = Technique(
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# Keyword argument: mitre_id
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mitre_id=mitre_id,
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# Keyword argument: name
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name=name,
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# Keyword argument: description
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description=description,
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# Keyword argument: tactic
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tactic=tactic,
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# Keyword argument: platforms
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platforms=platforms,
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# Keyword argument: mitre_version
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mitre_version=version,
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# Keyword argument: mitre_last_modified
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mitre_last_modified=last_modified,
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# Keyword argument: is_subtechnique
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is_subtechnique=is_subtechnique,
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# Keyword argument: parent_mitre_id
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parent_mitre_id=parent_mitre_id,
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# Keyword argument: status_global
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status_global=TechniqueStatus.not_evaluated,
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# Keyword argument: review_required
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review_required=False,
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)
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# Stage new record(s) for database insertion
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db.add(technique)
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# Assign existing_techniques[mitre_id] = technique
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existing_techniques[mitre_id] = technique
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# Assign created = 1
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created += 1
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# Fallback: handle remaining cases
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else:
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# ---- Update if name or description changed ----
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changes = False
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# Check: existing.name != name
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if existing.name != name:
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# Assign existing.name = name
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existing.name = name
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# Assign changes = True
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changes = True
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# Check: (existing.description or "") != (description or "")
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if (existing.description or "") != (description or ""):
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# Assign existing.description = description
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existing.description = description
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# Assign changes = True
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changes = True
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# Always keep metadata up-to-date (does not trigger review)
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existing.tactic = tactic
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# Assign existing.platforms = platforms
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existing.platforms = platforms
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# Assign existing.mitre_version = version
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existing.mitre_version = version
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# Assign existing.mitre_last_modified = last_modified
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existing.mitre_last_modified = last_modified
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# Assign existing.is_subtechnique = is_subtechnique
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existing.is_subtechnique = is_subtechnique
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# Assign existing.parent_mitre_id = parent_mitre_id
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existing.parent_mitre_id = parent_mitre_id
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# Check: changes
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if changes:
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# Assign existing.review_required = True
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existing.review_required = True
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# Assign updated = 1
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updated += 1
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# Fallback: handle remaining cases
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else:
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# Assign unchanged = 1
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unchanged += 1
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# Single commit for the whole batch
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db.commit()
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# Assign summary = {
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summary = {
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# Literal argument value
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"created": created,
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# Literal argument value
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"updated": updated,
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# Literal argument value
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"unchanged": unchanged,
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# Literal argument value
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"skipped": skipped,
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}
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# Log info:
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logger.info(
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# Literal argument value
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"MITRE sync complete — created=%d, updated=%d, unchanged=%d, skipped=%d",
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created,
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updated,
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@@ -237,12 +371,19 @@ def sync_mitre(db: Session) -> dict:
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# Audit log (system action → user_id=None)
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log_action(
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db,
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# Keyword argument: user_id
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user_id=None,
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# Keyword argument: action
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action="mitre_sync",
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# Keyword argument: entity_type
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entity_type="technique",
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# Keyword argument: entity_id
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entity_id=None,
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# Keyword argument: details
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details=summary,
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)
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# Commit all pending changes to the database
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db.commit()
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# Return summary
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return summary
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