|
| 1 | +import doctest |
| 2 | +from typing import List |
| 3 | + |
| 4 | +from datahub.sql_parsing.schema_resolver import SchemaResolver |
| 5 | +from datahub.sql_parsing.sqlglot_lineage import SqlParsingDebugInfo, sqlglot_lineage |
| 6 | +from datahub.utilities.delayed_iter import delayed_iter |
| 7 | +from datahub.utilities.is_pytest import is_pytest_running |
| 8 | +from datahub.utilities.urns.dataset_urn import DatasetUrn |
| 9 | + |
| 10 | + |
| 11 | +class SqlglotSQLParser: |
| 12 | + def __init__(self, sql_query: str, platform: str = "bigquery") -> None: |
| 13 | + self.result = sqlglot_lineage(sql_query, SchemaResolver(platform=platform)) |
| 14 | + |
| 15 | + def get_tables(self) -> List[str]: |
| 16 | + ans = [] |
| 17 | + for urn in self.result.in_tables: |
| 18 | + table_ref = DatasetUrn.from_string(urn) |
| 19 | + ans.append(str(table_ref.name)) |
| 20 | + return ans |
| 21 | + |
| 22 | + def get_columns(self) -> List[str]: |
| 23 | + ans = set() |
| 24 | + for col_info in self.result.column_lineage or []: |
| 25 | + for col_ref in col_info.upstreams: |
| 26 | + ans.add(col_ref.column) |
| 27 | + return list(ans) |
| 28 | + |
| 29 | + def get_downstream_columns(self) -> List[str]: |
| 30 | + ans = set() |
| 31 | + for col_info in self.result.column_lineage or []: |
| 32 | + ans.add(col_info.downstream.column) |
| 33 | + return list(ans) |
| 34 | + |
| 35 | + def debug_info(self) -> SqlParsingDebugInfo: |
| 36 | + return self.result.debug_info |
| 37 | + |
| 38 | + |
| 39 | +def test_delayed_iter(): |
| 40 | + events = [] |
| 41 | + |
| 42 | + def maker(n): |
| 43 | + for i in range(n): |
| 44 | + events.append(("add", i)) |
| 45 | + yield i |
| 46 | + |
| 47 | + for i in delayed_iter(maker(4), 2): |
| 48 | + events.append(("remove", i)) |
| 49 | + |
| 50 | + assert events == [ |
| 51 | + ("add", 0), |
| 52 | + ("add", 1), |
| 53 | + ("add", 2), |
| 54 | + ("remove", 0), |
| 55 | + ("add", 3), |
| 56 | + ("remove", 1), |
| 57 | + ("remove", 2), |
| 58 | + ("remove", 3), |
| 59 | + ] |
| 60 | + |
| 61 | + events.clear() |
| 62 | + for i in delayed_iter(maker(2), None): |
| 63 | + events.append(("remove", i)) |
| 64 | + |
| 65 | + assert events == [ |
| 66 | + ("add", 0), |
| 67 | + ("add", 1), |
| 68 | + ("remove", 0), |
| 69 | + ("remove", 1), |
| 70 | + ] |
| 71 | + |
| 72 | + |
| 73 | +def test_sqllineage_sql_parser_get_tables_from_simple_query(): |
| 74 | + sql_query = "SELECT foo.a, foo.b, bar.c FROM foo JOIN bar ON (foo.a == bar.b);" |
| 75 | + |
| 76 | + tables_list = SqlglotSQLParser(sql_query).get_tables() |
| 77 | + tables_list.sort() |
| 78 | + assert tables_list == ["bar", "foo"] |
| 79 | + |
| 80 | + |
| 81 | +def test_sqllineage_sql_parser_get_tables_from_complex_query(): |
| 82 | + sql_query = """ |
| 83 | +( |
| 84 | +SELECT |
| 85 | + CAST(substring(e, 1, 10) AS date) AS __d_a_t_e, |
| 86 | + e AS e, |
| 87 | + u AS u, |
| 88 | + x, |
| 89 | + c, |
| 90 | + count(*) |
| 91 | +FROM |
| 92 | + schema1.foo |
| 93 | +WHERE |
| 94 | + datediff('day', |
| 95 | + substring(e, 1, 10) :: date, |
| 96 | + date :: date) <= 7 |
| 97 | + AND CAST(substring(e, 1, 10) AS date) >= date('2010-01-01') |
| 98 | + AND CAST(substring(e, 1, 10) AS date) < getdate() |
| 99 | +GROUP BY |
| 100 | + 1, |
| 101 | + 2, |
| 102 | + 3, |
| 103 | + 4, |
| 104 | + 5) |
| 105 | +UNION ALL( |
| 106 | +SELECT |
| 107 | +CAST(substring(e, 1, 10) AS date) AS date, |
| 108 | +e AS e, |
| 109 | +u AS u, |
| 110 | +x, |
| 111 | +c, |
| 112 | +count(*) |
| 113 | +FROM |
| 114 | +schema2.bar |
| 115 | +WHERE |
| 116 | +datediff('day', |
| 117 | +substring(e, 1, 10) :: date, |
| 118 | +date :: date) <= 7 |
| 119 | + AND CAST(substring(e, 1, 10) AS date) >= date('2020-08-03') |
| 120 | + AND CAST(substring(e, 1, 10) AS date) < getdate() |
| 121 | + GROUP BY |
| 122 | + 1, |
| 123 | + 2, |
| 124 | + 3, |
| 125 | + 4, |
| 126 | + 5) |
| 127 | +""" |
| 128 | + |
| 129 | + tables_list = SqlglotSQLParser(sql_query).get_tables() |
| 130 | + tables_list.sort() |
| 131 | + assert tables_list == ["schema1.foo", "schema2.bar"] |
| 132 | + |
| 133 | + |
| 134 | +def test_sqllineage_sql_parser_get_columns_with_join(): |
| 135 | + sql_query = "SELECT foo.a, foo.b, bar.c FROM foo JOIN bar ON (foo.a == bar.b);" |
| 136 | + |
| 137 | + columns_list = SqlglotSQLParser(sql_query).get_columns() |
| 138 | + columns_list.sort() |
| 139 | + assert columns_list == ["a", "b", "c"] |
| 140 | + |
| 141 | + |
| 142 | +def test_sqllineage_sql_parser_get_columns_from_simple_query(): |
| 143 | + sql_query = "SELECT foo.a, foo.b FROM foo;" |
| 144 | + |
| 145 | + parser = SqlglotSQLParser(sql_query) |
| 146 | + assert sorted(parser.get_columns()) == ["a", "b"] |
| 147 | + |
| 148 | + |
| 149 | +def test_sqllineage_sql_parser_get_columns_with_alias_and_count_star(): |
| 150 | + sql_query = "SELECT foo.a, foo.b, bar.c as test, count(*) as count FROM foo JOIN bar ON (foo.a == bar.b);" |
| 151 | + parser = SqlglotSQLParser(sql_query) |
| 152 | + assert sorted(parser.get_columns()) == ["a", "b", "c"] |
| 153 | + assert sorted(parser.get_downstream_columns()) == ["a", "b", "count", "test"] |
| 154 | + |
| 155 | + |
| 156 | +def test_sqllineage_sql_parser_get_columns_with_more_complex_join(): |
| 157 | + sql_query = """ |
| 158 | + INSERT |
| 159 | + INTO |
| 160 | + foo |
| 161 | +SELECT |
| 162 | + pl.pi pi, |
| 163 | + REGEXP_REPLACE(pl.tt, '_', ' ') pt, |
| 164 | + pl.tt pu, |
| 165 | + fp.v, |
| 166 | + fp.bs |
| 167 | +FROM |
| 168 | + bar pl |
| 169 | +JOIN baz fp ON |
| 170 | + fp.rt = pl.rt |
| 171 | +WHERE |
| 172 | + fp.dt = '2018-01-01' |
| 173 | + """ |
| 174 | + parser = SqlglotSQLParser(sql_query) |
| 175 | + assert sorted(parser.get_columns()) == ["bs", "pi", "tt", "v"] |
| 176 | + assert sorted(parser.get_downstream_columns()) == ["bs", "pi", "pt", "pu", "v"] |
| 177 | + |
| 178 | + |
| 179 | +def test_sqllineage_sql_parser_get_columns_complex_query_with_union(): |
| 180 | + sql_query = """ |
| 181 | +( |
| 182 | +SELECT |
| 183 | + CAST(substring(e, 1, 10) AS date) AS date , |
| 184 | + e AS e, |
| 185 | + u AS u, |
| 186 | + x, |
| 187 | + c, |
| 188 | + count(*) |
| 189 | +FROM |
| 190 | + foo |
| 191 | +WHERE |
| 192 | + datediff('day', |
| 193 | + substring(e, 1, 10) :: date, |
| 194 | + date :: date) <= 7 |
| 195 | + AND CAST(substring(e, 1, 10) AS date) >= date('2010-01-01') |
| 196 | + AND CAST(substring(e, 1, 10) AS date) < getdate() |
| 197 | +GROUP BY |
| 198 | + 1, |
| 199 | + 2, |
| 200 | + 3, |
| 201 | + 4, |
| 202 | + 5) |
| 203 | +UNION ALL( |
| 204 | +SELECT |
| 205 | +CAST(substring(e, 1, 10) AS date) AS date, |
| 206 | +e AS e, |
| 207 | +u AS u, |
| 208 | +x, |
| 209 | +c, |
| 210 | +count(*) |
| 211 | +FROM |
| 212 | +bar |
| 213 | +WHERE |
| 214 | +datediff('day', |
| 215 | +substring(e, 1, 10) :: date, |
| 216 | +date :: date) <= 7 |
| 217 | + AND CAST(substring(e, 1, 10) AS date) >= date('2020-08-03') |
| 218 | + AND CAST(substring(e, 1, 10) AS date) < getdate() |
| 219 | + GROUP BY |
| 220 | + 1, |
| 221 | + 2, |
| 222 | + 3, |
| 223 | + 4, |
| 224 | + 5) |
| 225 | +""" |
| 226 | + parser = SqlglotSQLParser(sql_query) |
| 227 | + columns_list = parser.get_columns() |
| 228 | + assert sorted(columns_list) == ["c", "e", "u", "x"] |
| 229 | + assert sorted(parser.get_downstream_columns()) == [ |
| 230 | + "c", |
| 231 | + "count(*)", |
| 232 | + "date", |
| 233 | + "e", |
| 234 | + "u", |
| 235 | + "x", |
| 236 | + ] |
| 237 | + |
| 238 | + |
| 239 | +def test_sqllineage_sql_parser_get_tables_from_templated_query(): |
| 240 | + sql_query = """ |
| 241 | + SELECT |
| 242 | + country, |
| 243 | + city, |
| 244 | + timestamp, |
| 245 | + measurement |
| 246 | + FROM |
| 247 | + ${my_view.SQL_TABLE_NAME} AS my_view |
| 248 | +""" |
| 249 | + parser = SqlglotSQLParser(sql_query) |
| 250 | + tables_list = parser.get_tables() |
| 251 | + tables_list.sort() |
| 252 | + assert tables_list == [] |
| 253 | + assert parser.debug_info().table_error is None |
| 254 | + |
| 255 | + |
| 256 | +def test_sqllineage_sql_parser_get_columns_from_templated_query(): |
| 257 | + sql_query = """ |
| 258 | + SELECT |
| 259 | + country, |
| 260 | + city, |
| 261 | + timestamp, |
| 262 | + measurement |
| 263 | + FROM |
| 264 | + ${my_view.SQL_TABLE_NAME} AS my_view |
| 265 | +""" |
| 266 | + parser = SqlglotSQLParser(sql_query) |
| 267 | + assert sorted(parser.get_columns()) == [] |
| 268 | + assert sorted(parser.get_downstream_columns()) == [ |
| 269 | + "city", |
| 270 | + "country", |
| 271 | + "measurement", |
| 272 | + "timestamp", |
| 273 | + ] |
| 274 | + assert parser.debug_info().column_error is None |
| 275 | + |
| 276 | + |
| 277 | +def test_sqllineage_sql_parser_with_weird_lookml_query(): |
| 278 | + sql_query = """ |
| 279 | + SELECT date DATE, |
| 280 | + platform VARCHAR(20) AS aliased_platform, |
| 281 | + country VARCHAR(20) FROM fragment_derived_view' |
| 282 | + """ |
| 283 | + parser = SqlglotSQLParser(sql_query) |
| 284 | + columns_list = parser.get_columns() |
| 285 | + columns_list.sort() |
| 286 | + assert columns_list == [] |
| 287 | + assert ( |
| 288 | + str(parser.debug_info().table_error) |
| 289 | + == "Error tokenizing 'untry VARCHAR(20) FROM fragment_derived_view'\n ': Missing ' from 5:143" |
| 290 | + ) |
| 291 | + |
| 292 | + |
| 293 | +def test_sqllineage_sql_parser_tables_from_redash_query(): |
| 294 | + sql_query = """SELECT |
| 295 | +name, |
| 296 | +SUM(quantity * list_price * (1 - discount)) AS total, |
| 297 | +YEAR(order_date) as order_year |
| 298 | +FROM |
| 299 | +`orders` o |
| 300 | +INNER JOIN `order_items` i ON i.order_id = o.order_id |
| 301 | +INNER JOIN `staffs` s ON s.staff_id = o.staff_id |
| 302 | +GROUP BY |
| 303 | +name, |
| 304 | +year(order_date)""" |
| 305 | + table_list = SqlglotSQLParser(sql_query).get_tables() |
| 306 | + table_list.sort() |
| 307 | + assert table_list == ["order_items", "orders", "staffs"] |
| 308 | + |
| 309 | + |
| 310 | +def test_sqllineage_sql_parser_tables_with_special_names(): |
| 311 | + # The hyphen appears after the special token in tables names, and before the special token in the column names. |
| 312 | + sql_query = """ |
| 313 | +SELECT `column-date`, `column-hour`, `column-timestamp`, `column-data`, `column-admin` |
| 314 | +FROM `date-table` d |
| 315 | +JOIN `hour-table` h on d.`column-date`= h.`column-hour` |
| 316 | +JOIN `timestamp-table` t on d.`column-date` = t.`column-timestamp` |
| 317 | +JOIN `data-table` da on d.`column-date` = da.`column-data` |
| 318 | +JOIN `admin-table` a on d.`column-date` = a.`column-admin` |
| 319 | +""" |
| 320 | + expected_tables = [ |
| 321 | + "admin-table", |
| 322 | + "data-table", |
| 323 | + "date-table", |
| 324 | + "hour-table", |
| 325 | + "timestamp-table", |
| 326 | + ] |
| 327 | + expected_columns = [ |
| 328 | + "column-admin", |
| 329 | + "column-data", |
| 330 | + "column-date", |
| 331 | + "column-hour", |
| 332 | + "column-timestamp", |
| 333 | + ] |
| 334 | + assert sorted(SqlglotSQLParser(sql_query).get_tables()) == expected_tables |
| 335 | + assert sorted(SqlglotSQLParser(sql_query).get_columns()) == [] |
| 336 | + assert ( |
| 337 | + sorted(SqlglotSQLParser(sql_query).get_downstream_columns()) == expected_columns |
| 338 | + ) |
| 339 | + |
| 340 | + |
| 341 | +def test_logging_name_extraction(): |
| 342 | + import datahub.utilities.logging_manager |
| 343 | + |
| 344 | + assert ( |
| 345 | + doctest.testmod( |
| 346 | + datahub.utilities.logging_manager, raise_on_error=True |
| 347 | + ).attempted |
| 348 | + > 0 |
| 349 | + ) |
| 350 | + |
| 351 | + |
| 352 | +def test_is_pytest_running() -> None: |
| 353 | + assert is_pytest_running() |
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