|
| 1 | +import json |
| 2 | +import pytest |
| 3 | +from unittest.mock import patch |
| 4 | +from dbt.adapters.bigquery.relation import BigQueryRelation |
| 5 | +from dbt.tests.util import run_dbt, get_connection, relation_from_name |
| 6 | + |
| 7 | +SCAN_LOCATION = "us-central1" |
| 8 | +SCAN_ID = "bigquery_data_profile_scan_test" |
| 9 | +MODEL_NAME = "test_model" |
| 10 | + |
| 11 | +ORIGINAL_LABELS = { |
| 12 | + "my_label_key": "my_label_value", |
| 13 | +} |
| 14 | + |
| 15 | +SQL_CONTENT = """ |
| 16 | +{{ |
| 17 | + config( |
| 18 | + materialized="table" |
| 19 | + ) |
| 20 | +}} |
| 21 | + select 20 as id, cast('2020-01-01 01:00:00' as datetime) as date_hour union all |
| 22 | + select 40 as id, cast('2020-01-01 02:00:00' as datetime) as date_hour |
| 23 | +""" |
| 24 | + |
| 25 | +YAML_CONTENT = f"""version: 2 |
| 26 | +models: |
| 27 | + - name: {MODEL_NAME} |
| 28 | +""" |
| 29 | + |
| 30 | + |
| 31 | +class TestDataProfileScan: |
| 32 | + @pytest.fixture(scope="class") |
| 33 | + def project_config_update(self): |
| 34 | + return { |
| 35 | + "models": { |
| 36 | + "+labels": ORIGINAL_LABELS, |
| 37 | + "+data_profile_scan": { |
| 38 | + "location": SCAN_LOCATION, |
| 39 | + "scan_id": SCAN_ID, |
| 40 | + "sampling_percent": 10, |
| 41 | + # "enabled": True |
| 42 | + }, |
| 43 | + }, |
| 44 | + } |
| 45 | + |
| 46 | + @pytest.fixture(scope="class") |
| 47 | + def models(self): |
| 48 | + return { |
| 49 | + f"{MODEL_NAME}.sql": SQL_CONTENT, |
| 50 | + f"{MODEL_NAME}.yml": YAML_CONTENT, |
| 51 | + } |
| 52 | + |
| 53 | + def test_create_data_profile_scan(self, project): |
| 54 | + with patch( |
| 55 | + "dbt.adapters.bigquery.impl.dataplex_v1.DataScanServiceClient" |
| 56 | + ) as MockDataScanClient: |
| 57 | + mock_data_scan_client = MockDataScanClient.return_value |
| 58 | + |
| 59 | + results = run_dbt() |
| 60 | + assert len(results) == 1 |
| 61 | + |
| 62 | + mock_data_scan_client.create_data_scan.assert_called_once() |
| 63 | + mock_data_scan_client.run_data_scan.assert_called_once() |
| 64 | + |
| 65 | + relation: BigQueryRelation = relation_from_name(project.adapter, MODEL_NAME) |
| 66 | + adapter = project.adapter |
| 67 | + with get_connection(project.adapter) as conn: |
| 68 | + table = conn.handle.get_table( |
| 69 | + adapter.connections.get_bq_table( |
| 70 | + relation.database, relation.schema, relation.table |
| 71 | + ) |
| 72 | + ) |
| 73 | + profile_scan_labels = [ |
| 74 | + "dataplex-dp-published-scan", |
| 75 | + "dataplex-dp-published-project", |
| 76 | + "dataplex-dp-published-location", |
| 77 | + ] |
| 78 | + labels_to_be_created = profile_scan_labels + list(ORIGINAL_LABELS.keys()) |
| 79 | + assert set(table.labels.keys()) == set(labels_to_be_created) |
| 80 | + |
| 81 | + |
| 82 | +class TestDataProfileScanWithoutProfileScanSetting: |
| 83 | + @pytest.fixture(scope="class") |
| 84 | + def models(self): |
| 85 | + return { |
| 86 | + f"{MODEL_NAME}.sql": SQL_CONTENT, |
| 87 | + f"{MODEL_NAME}.yml": YAML_CONTENT, |
| 88 | + } |
| 89 | + |
| 90 | + def test_create_data_profile_scan(self, project): |
| 91 | + with patch( |
| 92 | + "dbt.adapters.bigquery.impl.dataplex_v1.DataScanServiceClient" |
| 93 | + ) as MockDataScanClient: |
| 94 | + mock_data_scan_client = MockDataScanClient.return_value |
| 95 | + |
| 96 | + results = run_dbt() |
| 97 | + assert len(results) == 1 |
| 98 | + |
| 99 | + mock_data_scan_client.create_data_scan.assert_not_called() |
| 100 | + mock_data_scan_client.run_data_scan.assert_not_called() |
| 101 | + |
| 102 | + relation: BigQueryRelation = relation_from_name(project.adapter, MODEL_NAME) |
| 103 | + adapter = project.adapter |
| 104 | + with get_connection(project.adapter) as conn: |
| 105 | + table = conn.handle.get_table( |
| 106 | + adapter.connections.get_bq_table( |
| 107 | + relation.database, relation.schema, relation.table |
| 108 | + ) |
| 109 | + ) |
| 110 | + labels_to_be_created = [] |
| 111 | + assert set(table.labels.keys()) == set(labels_to_be_created) |
| 112 | + |
| 113 | + |
| 114 | +class TestDataProfileScanDisabledProfileScanSetting: |
| 115 | + @pytest.fixture(scope="class") |
| 116 | + def project_config_update(self): |
| 117 | + return { |
| 118 | + "models": { |
| 119 | + "+data_profile_scan": { |
| 120 | + "location": SCAN_LOCATION, |
| 121 | + "scan_id": SCAN_ID, |
| 122 | + "enabled": False, |
| 123 | + }, |
| 124 | + }, |
| 125 | + } |
| 126 | + |
| 127 | + @pytest.fixture(scope="class") |
| 128 | + def models(self): |
| 129 | + return { |
| 130 | + f"{MODEL_NAME}.sql": SQL_CONTENT, |
| 131 | + f"{MODEL_NAME}.yml": YAML_CONTENT, |
| 132 | + } |
| 133 | + |
| 134 | + def test_create_data_profile_scan(self, project): |
| 135 | + with patch( |
| 136 | + "dbt.adapters.bigquery.impl.dataplex_v1.DataScanServiceClient" |
| 137 | + ) as MockDataScanClient: |
| 138 | + mock_data_scan_client = MockDataScanClient.return_value |
| 139 | + |
| 140 | + results = run_dbt() |
| 141 | + assert len(results) == 1 |
| 142 | + |
| 143 | + mock_data_scan_client.create_data_scan.assert_not_called() |
| 144 | + mock_data_scan_client.run_data_scan.assert_not_called() |
| 145 | + |
| 146 | + relation: BigQueryRelation = relation_from_name(project.adapter, MODEL_NAME) |
| 147 | + adapter = project.adapter |
| 148 | + with get_connection(project.adapter) as conn: |
| 149 | + table = conn.handle.get_table( |
| 150 | + adapter.connections.get_bq_table( |
| 151 | + relation.database, relation.schema, relation.table |
| 152 | + ) |
| 153 | + ) |
| 154 | + labels_to_be_created = [] |
| 155 | + assert set(table.labels.keys()) == set(labels_to_be_created) |
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