feat(airflow): orchestre l'import de la Mock API
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@@ -10,13 +10,20 @@ from airflow.sdk import BaseOperator
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DAGS_FOLDER = Path(__file__).resolve().parent.parent / "dags"
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DAG_IDS = ["ml_train", "ml_score", "alertes", "historical_import"]
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DAG_IDS = [
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"ml_train",
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"ml_score",
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"alertes",
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"historical_import",
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"mock_api_import",
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]
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TACHES = [
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("ml_train", "train"),
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("ml_score", "score"),
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("alertes", "detection"),
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("alertes", "recommandations"),
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("historical_import", "import_historical"),
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("mock_api_import", "import_mock_api"),
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]
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@@ -52,6 +59,10 @@ def test_historical_import_has_no_schedule(dagbag: DagBag) -> None:
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assert dagbag.dags["historical_import"].schedule is None
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def test_mock_api_import_runs_every_hour(dagbag: DagBag) -> None:
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assert dagbag.dags["mock_api_import"].timetable.expression == "0 * * * *"
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def test_ml_train_task_calls_the_training_module(dagbag: DagBag) -> None:
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tache = dagbag.dags["ml_train"].get_task("train")
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assert "enervision_ml.train" in tache.bash_command
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@@ -84,6 +95,20 @@ def test_historical_import_uses_the_expected_source_files(dagbag: DagBag) -> Non
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assert "--metadata /opt/data/raw/dataset_metadata.json" in commande
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def test_mock_api_import_calls_the_existing_backend_module(dagbag: DagBag) -> None:
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commande = dagbag.dags["mock_api_import"].get_task("import_mock_api").bash_command
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assert "app.etl.mock_api_import" in commande
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def test_mock_api_import_uses_the_airflow_data_interval(dagbag: DagBag) -> None:
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commande = dagbag.dags["mock_api_import"].get_task("import_mock_api").bash_command
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assert '--start-time "{{ data_interval_start.isoformat() }}"' in commande
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assert '--end-time "{{ data_interval_end.isoformat() }}"' in commande
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assert "--limit 60" in commande
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@pytest.mark.parametrize("task_id", ["detection", "recommandations"])
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def test_alertes_tasks_run_in_the_backend_environment(dagbag: DagBag, task_id: str) -> None:
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# Le backend a son propre venv dans l'image, distinct de celui de ml/ (ADR 0008).
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@@ -95,6 +120,12 @@ def test_historical_import_runs_in_the_backend_environment(dagbag: DagBag) -> No
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assert "/opt/backend" in commande
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def test_mock_api_import_runs_in_the_backend_environment(dagbag: DagBag) -> None:
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commande = dagbag.dags["mock_api_import"].get_task("import_mock_api").bash_command
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assert "/opt/backend" in commande
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def test_alertes_generates_recommendations_after_detecting(dagbag: DagBag) -> None:
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# `recommendation.alert_id` est une cle etrangere `NOT NULL` : la generation n'a rien a lire
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# tant que la detection n'a pas ecrit.
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@@ -136,6 +167,14 @@ def duree_au_pire(tache: BaseOperator) -> timedelta:
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return (tache.retries + 1) * tache.execution_timeout + tache.retries * tache.retry_delay
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def test_mock_api_import_worst_case_stays_below_its_hourly_step(
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dagbag: DagBag,
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) -> None:
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tache = dagbag.dags["mock_api_import"].get_task("import_mock_api")
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assert duree_au_pire(tache) < timedelta(hours=1)
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def test_alertes_worst_case_stays_below_its_hourly_step(dagbag: DagBag) -> None:
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# Les deux taches s'enchainent : c'est leur somme, reprises comprises, qui doit tenir dans le
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# pas horaire, sinon `max_active_runs=1` fait attendre l'execution suivante.
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@@ -159,6 +198,10 @@ def test_historical_import_retries_after_a_transient_failure(dagbag: DagBag) ->
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assert dagbag.dags["historical_import"].get_task("import_historical").retries >= 1
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def test_mock_api_import_retries_after_a_transient_failure(dagbag: DagBag) -> None:
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assert dagbag.dags["mock_api_import"].get_task("import_mock_api").retries >= 1
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@pytest.mark.parametrize(("dag_id", "task_id"), TACHES)
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def test_tasks_never_resync_the_baked_environment(
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dagbag: DagBag, dag_id: str, task_id: str
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