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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@@ -1,39 +1,61 @@
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"""DetectionRule model — detection rules from multiple sources."""
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# Import uuid
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import uuid
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# Import Boolean, Column, DateTime, Index, String, Text,... from sqlalchemy
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from sqlalchemy import Boolean, Column, DateTime, Index, String, Text, func
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# Import JSONB, UUID from sqlalchemy.dialects.postgresql
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from sqlalchemy.dialects.postgresql import JSONB, UUID
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# Import Base from app.database
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from app.database import Base
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# Define class DetectionRule
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class DetectionRule(Base):
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"""
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Detection rule from an external source (Sigma, Elastic, Splunk, custom).
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"""Detection rule from an external source (Sigma, Elastic, Splunk, custom).
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Each rule is mapped to one MITRE ATT&CK technique via
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``mitre_technique_id`` and stores the complete rule content in
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``rule_content``.
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"""
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# Assign __tablename__ = "detection_rules"
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__tablename__ = "detection_rules"
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# Assign id = Column(UUID(as_uuid=True), primary_key=True, default=uuid.uuid4)
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id = Column(UUID(as_uuid=True), primary_key=True, default=uuid.uuid4)
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# Assign mitre_technique_id = Column(String, nullable=False) # e.g. "T1059.001"
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mitre_technique_id = Column(String, nullable=False) # e.g. "T1059.001"
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# Assign title = Column(String, nullable=False)
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title = Column(String, nullable=False)
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# Assign description = Column(Text, nullable=True)
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description = Column(Text, nullable=True)
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# Assign source = Column(String, nullable=False) # sigma / ela...
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source = Column(String, nullable=False) # sigma / elastic / splunk / custom
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# Assign source_id = Column(String, nullable=True) # ID in the sour...
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source_id = Column(String, nullable=True) # ID in the source repo (for dedup)
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# Assign source_url = Column(String, nullable=True)
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source_url = Column(String, nullable=True)
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# Assign rule_content = Column(Text, nullable=False) # YAML / KQL / SPL ...
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rule_content = Column(Text, nullable=False) # YAML / KQL / SPL content
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# Assign rule_format = Column(String, nullable=False) # sigma_yaml / kql...
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rule_format = Column(String, nullable=False) # sigma_yaml / kql / spl / custom
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# Assign severity = Column(String, nullable=True) # informational...
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severity = Column(String, nullable=True) # informational / low / medium / high / critical
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# Assign platforms = Column(JSONB, nullable=True, default=[])
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platforms = Column(JSONB, nullable=True, default=[])
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# Assign log_sources = Column(JSONB, nullable=True) # e.g. {"product":...
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log_sources = Column(JSONB, nullable=True) # e.g. {"product": "windows", "service": "sysmon"}
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# Assign false_positive_rate = Column(String, nullable=True) # low / medium / high
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false_positive_rate = Column(String, nullable=True) # low / medium / high
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# Assign is_active = Column(Boolean, default=True)
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is_active = Column(Boolean, default=True)
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# Assign created_at = Column(DateTime(timezone=True), server_default=func.now())
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created_at = Column(DateTime(timezone=True), server_default=func.now())
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# Assign __table_args__ = (
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__table_args__ = (
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Index('ix_detection_rules_mitre_technique_id', 'mitre_technique_id'),
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Index('ix_detection_rules_source', 'source'),
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