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motief/.mindmodel/constraints/db_connection.yaml

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# DB connection handling constraints
rules:
- name: use_context_managers_for_connections
rule: "Prefer using 'with duckdb.connect(path, read_only=...) as conn' for scoped DB interactions where possible."
rationale: "Ensures proper resource cleanup and avoids connection leaks."
- name: read_only_for_compute
rule: "Use read_only=True for compute steps that only read data (SVD, similarity compute)."
rationale: "Allows safe parallel workers and reduces write contention."
- name: short_lived_writes
rule: "When performing database writes, open short-lived connections, commit quickly and close."
rationale: "Avoids long-lived transactions and reduces lock windows."
examples:
- path: pipeline/svd_pipeline.py
snippet: |
conn = duckdb.connect(db_path, read_only=True)
try:
rows = conn.execute(...).fetchall()
finally:
conn.close()
anti_patterns_and_remediations:
- bad: "Creating a global connection at import that performs migrations."
remediation: "Move migrations to an explicit init function that runs at deployment/upgrade time."
- bad: "Not closing connections on exceptions."
remediation: "Wrap connects in `with` or finally: conn.close() blocks."