import textwrap import pyarrow as pa import pytest from datasets import Features, Value from datasets.packaged_modules.json.json import Json @pytest.fixture def jsonl_file(tmp_path): filename = tmp_path / "file.jsonl" data = textwrap.dedent( """\ {"col_1": -1} {"col_1": 1, "col_2": 2} {"col_1": 10, "col_2": 20} """ ) with open(filename, "w") as f: f.write(data) return str(filename) @pytest.fixture def jsonl_file_utf16_encoded(tmp_path): filename = tmp_path / "file_utf16_encoded.jsonl" data = textwrap.dedent( """\ {"col_1": -1} {"col_1": 1, "col_2": 2} {"col_1": 10, "col_2": 20} """ ) with open(filename, "w", encoding="utf-16") as f: f.write(data) return str(filename) @pytest.fixture def json_file_with_list_of_dicts(tmp_path): filename = tmp_path / "file_with_list_of_dicts.json" data = textwrap.dedent( """\ [ {"col_1": -1}, {"col_1": 1, "col_2": 2}, {"col_1": 10, "col_2": 20} ] """ ) with open(filename, "w") as f: f.write(data) return str(filename) @pytest.fixture def json_file_with_list_of_dicts_field(tmp_path): filename = tmp_path / "file_with_list_of_dicts_field.json" data = textwrap.dedent( """\ { "field1": 1, "field2": "aabb", "field3": [ {"col_1": -1}, {"col_1": 1, "col_2": 2}, {"col_1": 10, "col_2": 20} ] } """ ) with open(filename, "w") as f: f.write(data) return str(filename) @pytest.mark.parametrize( "file_fixture, config_kwargs", [ ("jsonl_file", {}), ("jsonl_file_utf16_encoded", {"encoding": "utf-16"}), ("json_file_with_list_of_dicts", {}), ("json_file_with_list_of_dicts_field", {"field": "field3"}), ], ) def test_json_generate_tables(file_fixture, config_kwargs, request): json = Json(**config_kwargs) generator = json._generate_tables([[request.getfixturevalue(file_fixture)]]) pa_table = pa.concat_tables([table for _, table in generator]) assert pa_table.to_pydict() == {"col_1": [-1, 1, 10], "col_2": [None, 2, 20]} @pytest.mark.parametrize( "file_fixture, config_kwargs", [ ( "jsonl_file", {"features": Features({"col_1": Value("int64"), "col_2": Value("int64"), "missing_col": Value("string")})}, ), ( "json_file_with_list_of_dicts", {"features": Features({"col_1": Value("int64"), "col_2": Value("int64"), "missing_col": Value("string")})}, ), ( "json_file_with_list_of_dicts_field", { "field": "field3", "features": Features( {"col_1": Value("int64"), "col_2": Value("int64"), "missing_col": Value("string")} ), }, ), ], ) def test_json_generate_tables_with_missing_features(file_fixture, config_kwargs, request): json = Json(**config_kwargs) generator = json._generate_tables([[request.getfixturevalue(file_fixture)]]) pa_table = pa.concat_tables([table for _, table in generator]) assert pa_table.to_pydict() == {"col_1": [-1, 1, 10], "col_2": [None, 2, 20], "missing_col": [None, None, None]}