-- DEPosit: Pipeline artifact tables -- Applied automatically by collect_pipeline_artifacts.py on first run. -- Manual init: sqlite3 Data/DE_pipeline_artifacts.db < Scripts/pipeline_schema.sql -- ── Collection progress (including repos with 0 matched artifacts) ───────── CREATE TABLE IF NOT EXISTS repo_scan_status ( repo_full_name TEXT PRIMARY KEY, artifact_file_count INTEGER NOT NULL, tree_status TEXT, -- ok | 404 | empty | truncated | http_* scanned_at TEXT NOT NULL ); -- ── Discovery ────────────────────────────────────────────────────────────── CREATE TABLE IF NOT EXISTS pipeline_files ( id INTEGER PRIMARY KEY AUTOINCREMENT, repo_full_name TEXT NOT NULL, file_path TEXT NOT NULL, artifact_type TEXT NOT NULL, -- airflow_dag | dbt_model | dbt_schema | -- prefect_flow | dagster | luigi | -- kedro | beam | dlt | mage_block file_sha TEXT, -- git blob SHA file_size_bytes INTEGER, collected_at TEXT NOT NULL, parse_error TEXT, -- NULL when parsing succeeded UNIQUE(repo_full_name, file_path) ); -- ── Airflow ───────────────────────────────────────────────────────────────── CREATE TABLE IF NOT EXISTS airflow_dag_features ( id INTEGER PRIMARY KEY AUTOINCREMENT, repo_full_name TEXT NOT NULL, file_path TEXT NOT NULL, dag_id TEXT, schedule_interval TEXT, -- cron expr, timedelta repr, preset, or NULL schedule_type TEXT, -- cron | timedelta | preset | none | dynamic catchup INTEGER, -- 0/1/NULL (NULL = not set, inherits default) max_active_runs INTEGER, default_retries INTEGER, default_retry_delay_seconds INTEGER, task_count INTEGER, edge_count INTEGER, -- explicit dependency edges unique_operator_count INTEGER, operator_types TEXT, -- JSON array of operator class names has_python_operator INTEGER, -- 0/1 has_bash_operator INTEGER, has_external_task_sensor INTEGER, -- cross-DAG coupling has_branch_operator INTEGER, has_trigger_rule INTEGER, -- non-default trigger rules uses_xcom INTEGER, -- xcom_push/xcom_pull detected uses_pools INTEGER, uses_connections INTEGER, -- conn_id parameter present has_sla INTEGER, -- sla= or sla_miss_callback has_on_failure_callback INTEGER, has_on_success_callback INTEGER, dag_tags TEXT, -- JSON array -- Anti-pattern flags (directly usable as SE research features) antipattern_catchup_no_maxruns INTEGER, -- catchup=True with no max_active_runs antipattern_no_retries INTEGER, -- no retry config anywhere in DAG antipattern_no_failure_cb INTEGER, -- no failure callback antipattern_no_schedule INTEGER, -- schedule_interval=None (orphaned DAG) antipattern_bare_xcom INTEGER, -- xcom used for large data transfer file_lines INTEGER, FOREIGN KEY(repo_full_name, file_path) REFERENCES pipeline_files(repo_full_name, file_path) ); -- ── dbt ───────────────────────────────────────────────────────────────────── CREATE TABLE IF NOT EXISTS dbt_model_features ( id INTEGER PRIMARY KEY AUTOINCREMENT, repo_full_name TEXT NOT NULL, file_path TEXT NOT NULL, model_name TEXT NOT NULL, model_layer TEXT, -- staging | intermediate | marts | other materialization TEXT, -- view | table | incremental | ephemeral | NULL ref_count INTEGER, -- upstream dbt model dependencies source_count INTEGER, -- raw source references cte_count INTEGER, -- WITH clause count has_where_clause INTEGER, has_join INTEGER, has_window_function INTEGER, uses_incremental INTEGER, has_unique_key INTEGER, -- required for safe incremental models hardcoded_limit INTEGER, -- LIMIT with literal integer (smell) select_star INTEGER, -- SELECT * (smell) has_tests INTEGER, -- set from schema.yml via extract_schema file_lines INTEGER, -- Anti-pattern flags antipattern_incremental_no_unique_key INTEGER, antipattern_select_star INTEGER, antipattern_no_source_no_ref INTEGER, -- raw table name in FROM (hardcoded) FOREIGN KEY(repo_full_name, file_path) REFERENCES pipeline_files(repo_full_name, file_path) ); CREATE TABLE IF NOT EXISTS dbt_project_summary ( repo_full_name TEXT PRIMARY KEY, dbt_version_required TEXT, model_paths TEXT, -- JSON array from dbt_project.yml has_tests_dir INTEGER, has_snapshots INTEGER, has_seeds INTEGER, has_analyses INTEGER, profile_outputs TEXT, -- JSON: target names from profiles.yml if present total_model_files INTEGER, total_schema_files INTEGER, FOREIGN KEY(repo_full_name) REFERENCES pipeline_files(repo_full_name) ); -- ── Prefect ────────────────────────────────────────────────────────────────── CREATE TABLE IF NOT EXISTS prefect_flow_features ( id INTEGER PRIMARY KEY AUTOINCREMENT, repo_full_name TEXT NOT NULL, file_path TEXT NOT NULL, prefect_version TEXT, -- 1.x | 2.x inferred from imports flow_count INTEGER, task_count INTEGER, has_retries INTEGER, max_retries INTEGER, has_schedule INTEGER, has_timeout INTEGER, uses_result_caching INTEGER, uses_state_handler INTEGER, uses_mapped_tasks INTEGER, -- .map() or unmapped() pattern has_deployment_block INTEGER, -- Prefect 2.x deployment definition -- Anti-patterns antipattern_no_retries INTEGER, antipattern_no_timeout INTEGER, file_lines INTEGER, FOREIGN KEY(repo_full_name, file_path) REFERENCES pipeline_files(repo_full_name, file_path) ); -- ── Dagster ────────────────────────────────────────────────────────────────── CREATE TABLE IF NOT EXISTS dagster_features ( id INTEGER PRIMARY KEY AUTOINCREMENT, repo_full_name TEXT NOT NULL, file_path TEXT NOT NULL, asset_count INTEGER, op_count INTEGER, job_count INTEGER, graph_count INTEGER, resource_count INTEGER, has_partitions INTEGER, has_sensors INTEGER, has_schedules INTEGER, uses_io_manager INTEGER, uses_config_schema INTEGER, uses_metadata INTEGER, has_freshness_policy INTEGER, -- Anti-patterns antipattern_op_without_io_manager INTEGER, -- op returning data without IOManager antipattern_no_metadata INTEGER, file_lines INTEGER, FOREIGN KEY(repo_full_name, file_path) REFERENCES pipeline_files(repo_full_name, file_path) ); -- ── Luigi ──────────────────────────────────────────────────────────────────── CREATE TABLE IF NOT EXISTS luigi_task_features ( id INTEGER PRIMARY KEY AUTOINCREMENT, repo_full_name TEXT NOT NULL, file_path TEXT NOT NULL, task_count INTEGER, max_requires_depth INTEGER, -- longest dependency chain in file uses_local_target INTEGER, uses_s3_target INTEGER, uses_gcs_target INTEGER, uses_hdfs_target INTEGER, uses_external_task INTEGER, -- ExternalTask dependency has_dynamic_requires INTEGER, -- requires() returns variable list has_run_method INTEGER, has_output_method INTEGER, -- Anti-patterns antipattern_missing_output INTEGER, -- run() without output() antipattern_hardcoded_path INTEGER, -- string literal in LocalTarget file_lines INTEGER, FOREIGN KEY(repo_full_name, file_path) REFERENCES pipeline_files(repo_full_name, file_path) ); -- ── Kedro ──────────────────────────────────────────────────────────────────── CREATE TABLE IF NOT EXISTS kedro_pipeline_features ( id INTEGER PRIMARY KEY AUTOINCREMENT, repo_full_name TEXT NOT NULL, file_path TEXT NOT NULL, node_count INTEGER, pipeline_count INTEGER, dataset_types TEXT, -- JSON array of dataset type strings has_parameters_file INTEGER, has_catalog_file INTEGER, uses_versioning INTEGER, -- versioned datasets uses_partitioned_ds INTEGER, file_lines INTEGER, FOREIGN KEY(repo_full_name, file_path) REFERENCES pipeline_files(repo_full_name, file_path) ); -- ── Apache Beam ────────────────────────────────────────────────────────────── CREATE TABLE IF NOT EXISTS beam_pipeline_features ( id INTEGER PRIMARY KEY AUTOINCREMENT, repo_full_name TEXT NOT NULL, file_path TEXT NOT NULL, ptransform_count INTEGER, -- custom PTransform subclasses pardo_count INTEGER, combinefn_count INTEGER, runner_type TEXT, -- DirectRunner | DataflowRunner | SparkRunner uses_windowing INTEGER, uses_side_inputs INTEGER, uses_state_and_timers INTEGER, file_lines INTEGER, FOREIGN KEY(repo_full_name, file_path) REFERENCES pipeline_files(repo_full_name, file_path) ); -- ── dlt (data load tool) ──────────────────────────────────────────────────── CREATE TABLE IF NOT EXISTS dlt_features ( id INTEGER PRIMARY KEY AUTOINCREMENT, repo_full_name TEXT NOT NULL, file_path TEXT NOT NULL, source_count INTEGER, -- @dlt.source decorated functions resource_count INTEGER, -- @dlt.resource decorated functions destination_types TEXT, -- JSON array: bigquery, snowflake, etc. uses_incremental INTEGER, uses_schema_contracts INTEGER, uses_transformers INTEGER, -- @dlt.transformer file_lines INTEGER, FOREIGN KEY(repo_full_name, file_path) REFERENCES pipeline_files(repo_full_name, file_path) ); -- ── Indexes ────────────────────────────────────────────────────────────────── CREATE INDEX IF NOT EXISTS idx_pf_repo ON pipeline_files(repo_full_name); CREATE INDEX IF NOT EXISTS idx_pf_type ON pipeline_files(artifact_type); CREATE INDEX IF NOT EXISTS idx_adf_repo ON airflow_dag_features(repo_full_name); CREATE INDEX IF NOT EXISTS idx_dbt_repo ON dbt_model_features(repo_full_name); CREATE INDEX IF NOT EXISTS idx_prf_repo ON prefect_flow_features(repo_full_name); CREATE INDEX IF NOT EXISTS idx_dag_repo ON dagster_features(repo_full_name); CREATE INDEX IF NOT EXISTS idx_lui_repo ON luigi_task_features(repo_full_name); CREATE INDEX IF NOT EXISTS idx_ked_repo ON kedro_pipeline_features(repo_full_name);