From d87aa71dc014d9c0ebcfd1fe062f6c2f0c5fe19c Mon Sep 17 00:00:00 2001 From: Caio Mescouto Terra de Souza Date: Tue, 23 Sep 2025 14:19:11 +0200 Subject: [PATCH 1/2] add getting started + simple check + fn check --- mkdocs.yml | 2 +- notebooks/checks.py | 43 ++++++++++++++++++++++++ uv.lock | 80 ++++++++++++++++++++++++--------------------- 3 files changed, 87 insertions(+), 38 deletions(-) diff --git a/mkdocs.yml b/mkdocs.yml index 8608ed7..f21f64d 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -42,4 +42,4 @@ nav: - User Guide: - How to create checks: how-to-create_checks.md - API Reference: - - dataguard: api.md \ No newline at end of file + - dataguard: api.md diff --git a/notebooks/checks.py b/notebooks/checks.py index 4ebb6c9..d846244 100644 --- a/notebooks/checks.py +++ b/notebooks/checks.py @@ -2,6 +2,49 @@ from dataguard import Validator, ErrorCollector +def is_between(data, arg_values=None, arg_columns=None, subject=None): + return data.lazyframe.select( + pl.col(data.key).is_between(arg_values[0], arg_values[1], closed='left') + ) + +config_age = { + 'name': 'Age must be not null, grater than or equal to 0 and less than 150', + 'columns': [ + { + 'id': 'age', + 'data_type': 'integer', + 'nullable': False, + 'unique': False, + 'required': True, + 'checks': [ + { + 'name': 'Tailor-made function check: is_between', + 'error_level': 'warning', + 'error_msg': 'Age must be between 0 (inclusive) and 150 (exclusive)', + 'command': is_between, + 'arg_values': [0, 150], + }, + ], + }, + ], + 'ids': [], + 'metadata': {}, + 'checks': [], +} + +df_age = pl.DataFrame({ + 'age': [2, 30, None, -5, 150, 45, 50], +}) + +validator = Validator.config_from_mapping(config_age) + +validator.validate(df_age) + +ErrorCollector().get_errors() +import polars as pl +from dataguard import Validator, ErrorCollector + + def is_between(data, arg_values=None, arg_columns=None, subject=None): return data.lazyframe.select( pl.col(data.key).is_between(arg_values[0], 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pyproject.toml | 2 +- scripts/test.sh | 2 +- src/dataguard/core/check/check_cmd.py | 4 +- .../tests_core/tests_check/test_check_cmd.py | 29 ++++- tests/tests_validator/test_validator.py | 39 +++++++ uv.lock | 110 +++++++++--------- 7 files changed, 129 insertions(+), 57 deletions(-) diff --git a/.coverage b/.coverage index de4040a817b6e50e64ab141a737f94caf0303499..e3bcbed2f98a2c564b70d443525c20ace28a58b8 100644 GIT binary patch delta 26 icmZozz}&EadBf3u?%Fk5-<-Psi}~26)Xf+A4IBWvI}Tj{ delta 26 icmZozz}&EadBf3uZrN 1: exp_arg = pl.Series(values=arg_values) else: exp_arg = arg_values diff --git a/tests/tests_core/tests_check/test_check_cmd.py b/tests/tests_core/tests_check/test_check_cmd.py index 373a674..33261a1 100644 --- a/tests/tests_core/tests_check/test_check_cmd.py +++ b/tests/tests_core/tests_check/test_check_cmd.py @@ -40,7 +40,7 @@ def test_single_arg(self, df, attr): simple_check_expr = SimpleCheckExpression( command=attr, - arg_values=[5,] + arg_values=[5] ) # Test (, single_arg) result = df.select( @@ -51,7 +51,7 @@ def test_single_arg(self, df, attr): assert_frame_equal(result, expected_result) @pytest.mark.parametrize( - 'attr, params', [ ('eq', 'ac'), ('is_in', ('ac', 'ad'))], + 'attr, params', [ ('eq', 'ac')], ) @given(df=dataframes( [ @@ -75,6 +75,31 @@ def test_single_arg_str(self, df, attr, params): arg_values=[params] ) + @pytest.mark.parametrize( + 'attr, params', [('is_in', ('ac', 'ad'))], + ) + @given(df=dataframes( + [ + column( + 'col_a', + strategy=st.text( + alphabet=['a', 'b', 'c'] + ), + allow_null=True + ), + ], + min_size=5, + max_size=20, + lazy=True, + )) + def test_single_arg_list_of_str(self, df, attr, params): + data = pa.PolarsData(df, 'col_a') + + simple_check_expr = SimpleCheckExpression( + command=attr, + arg_values=params + ) + # Test (, single_arg) result = df.select( create_single_expression(data, simple_check_expr) diff --git a/tests/tests_validator/test_validator.py b/tests/tests_validator/test_validator.py index 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