| import re |
| import tempfile |
| from pathlib import Path |
|
|
| import pytest |
| import yaml |
|
|
| from datasets.utils.readme import ReadMe |
|
|
|
|
| |
| |
|
|
|
|
| example_yaml_structure = yaml.safe_load( |
| """\ |
| name: "" |
| allow_empty: false |
| allow_empty_text: true |
| subsections: |
| - name: "Dataset Card for X" # First-level markdown heading |
| allow_empty: false |
| allow_empty_text: true |
| subsections: |
| - name: "Table of Contents" |
| allow_empty: false |
| allow_empty_text: false |
| subsections: null |
| - name: "Dataset Description" |
| allow_empty: false |
| allow_empty_text: false |
| subsections: |
| - name: "Dataset Summary" |
| allow_empty: false |
| allow_empty_text: false |
| subsections: null |
| - name: "Supported Tasks and Leaderboards" |
| allow_empty: true |
| allow_empty_text: true |
| subsections: null |
| - name: Languages |
| allow_empty: false |
| allow_empty_text: true |
| subsections: null |
| """ |
| ) |
|
|
|
|
| CORRECT_DICT = { |
| "name": "root", |
| "text": "", |
| "is_empty_text": True, |
| "subsections": [ |
| { |
| "name": "Dataset Card for My Dataset", |
| "text": "", |
| "is_empty_text": True, |
| "subsections": [ |
| {"name": "Table of Contents", "text": "Some text here.", "is_empty_text": False, "subsections": []}, |
| { |
| "name": "Dataset Description", |
| "text": "Some text here.", |
| "is_empty_text": False, |
| "subsections": [ |
| { |
| "name": "Dataset Summary", |
| "text": "Some text here.", |
| "is_empty_text": False, |
| "subsections": [], |
| }, |
| { |
| "name": "Supported Tasks and Leaderboards", |
| "text": "", |
| "is_empty_text": True, |
| "subsections": [], |
| }, |
| {"name": "Languages", "text": "Language Text", "is_empty_text": False, "subsections": []}, |
| ], |
| }, |
| ], |
| } |
| ], |
| } |
|
|
|
|
| README_CORRECT = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| """ |
|
|
|
|
| README_CORRECT_FOUR_LEVEL = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| #### Extra Ignored Subsection |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| """ |
|
|
| CORRECT_DICT_FOUR_LEVEL = { |
| "name": "root", |
| "text": "", |
| "is_empty_text": True, |
| "subsections": [ |
| { |
| "name": "Dataset Card for My Dataset", |
| "text": "", |
| "is_empty_text": True, |
| "subsections": [ |
| {"name": "Table of Contents", "text": "Some text here.", "is_empty_text": False, "subsections": []}, |
| { |
| "name": "Dataset Description", |
| "text": "Some text here.", |
| "is_empty_text": False, |
| "subsections": [ |
| { |
| "name": "Dataset Summary", |
| "text": "Some text here.", |
| "is_empty_text": False, |
| "subsections": [ |
| { |
| "name": "Extra Ignored Subsection", |
| "text": "", |
| "is_empty_text": True, |
| "subsections": [], |
| } |
| ], |
| }, |
| { |
| "name": "Supported Tasks and Leaderboards", |
| "text": "", |
| "is_empty_text": True, |
| "subsections": [], |
| }, |
| {"name": "Languages", "text": "Language Text", "is_empty_text": False, "subsections": []}, |
| ], |
| }, |
| ], |
| } |
| ], |
| } |
|
|
| README_EMPTY_YAML = """\ |
| --- |
| --- |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| """ |
|
|
| EXPECTED_ERROR_README_EMPTY_YAML = ( |
| "The following issues were found for the README at `{path}`:\n-\tEmpty YAML markers are present in the README." |
| ) |
|
|
| README_NO_YAML = """\ |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| """ |
|
|
| EXPECTED_ERROR_README_NO_YAML = ( |
| "The following issues were found for the README at `{path}`:\n-\tNo YAML markers are present in the README." |
| ) |
|
|
| README_INCORRECT_YAML = """\ |
| --- |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| """ |
|
|
| EXPECTED_ERROR_README_INCORRECT_YAML = "The following issues were found for the README at `{path}`:\n-\tOnly the start of YAML tags present in the README." |
|
|
| README_MISSING_TEXT = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| """ |
| EXPECTED_ERROR_README_MISSING_TEXT = "The following issues were found for the README at `{path}`:\n-\tExpected some content in section `Dataset Summary` but it is empty.\n-\tExpected some text in section `Dataset Summary` but it is empty (text in subsections are ignored)." |
|
|
|
|
| README_NONE_SUBSECTION = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| # Dataset Card for My Dataset |
| """ |
| EXPECTED_ERROR_README_NONE_SUBSECTION = "The following issues were found for the README at `{path}`:\n-\tExpected some content in section `Dataset Card for My Dataset` but it is empty.\n-\tSection `Dataset Card for My Dataset` expected the following subsections: `Table of Contents`, `Dataset Description`. Found 'None'." |
|
|
| README_MISSING_SUBSECTION = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Languages |
| Language Text |
| """ |
|
|
| EXPECTED_ERROR_README_MISSING_SUBSECTION = "The following issues were found for the README at `{path}`:\n-\tSection `Dataset Description` is missing subsection: `Supported Tasks and Leaderboards`." |
|
|
|
|
| README_MISSING_CONTENT = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| """ |
|
|
| EXPECTED_ERROR_README_MISSING_CONTENT = "The following issues were found for the README at `{path}`:\n-\tExpected some content in section `Languages` but it is empty." |
|
|
| README_MISSING_FIRST_LEVEL = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| """ |
| EXPECTED_ERROR_README_MISSING_FIRST_LEVEL = "The following issues were found for the README at `{path}`:\n-\tThe README has no first-level headings. One heading is expected. Skipping further validation for this README." |
|
|
| README_MULTIPLE_WRONG_FIRST_LEVEL = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| # Dataset Card My Dataset |
| """ |
|
|
| EXPECTED_ERROR_README_MULTIPLE_WRONG_FIRST_LEVEL = "The following issues were found for the README at `{path}`:\n-\tThe README has several first-level headings: `Dataset Card for My Dataset`, `Dataset Card My Dataset`. Only one heading is expected. Skipping further validation for this README." |
|
|
| README_WRONG_FIRST_LEVEL = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| # Dataset Card My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| """ |
|
|
| EXPECTED_ERROR_README_WRONG_FIRST_LEVEL = "The following issues were found for the README at `{path}`:\n-\tNo first-level heading starting with `Dataset Card for` found in README. Skipping further validation for this README." |
|
|
| README_EMPTY = "" |
|
|
| EXPECTED_ERROR_README_EMPTY = "The following issues were found for the README at `{path}`:\n-\tThe README has no first-level headings. One heading is expected. Skipping further validation for this README.\n-\tNo YAML markers are present in the README." |
|
|
| README_MULTIPLE_SAME_HEADING_1 = """\ |
| --- |
| language: |
| - zh |
| - en |
| --- |
| |
| # Dataset Card for My Dataset |
| # Dataset Card for My Dataset |
| ## Table of Contents |
| Some text here. |
| ## Dataset Description |
| Some text here. |
| ### Dataset Summary |
| Some text here. |
| ### Supported Tasks and Leaderboards |
| ### Languages |
| Language Text |
| """ |
|
|
| EXPECTED_ERROR_README_MULTIPLE_SAME_HEADING_1 = "The following issues were found while parsing the README at `{path}`:\n-\tMultiple sections with the same heading `Dataset Card for My Dataset` have been found. Please keep only one of these sections." |
|
|
|
|
| @pytest.mark.parametrize( |
| "readme_md, expected_dict", |
| [ |
| (README_CORRECT, CORRECT_DICT), |
| (README_CORRECT_FOUR_LEVEL, CORRECT_DICT_FOUR_LEVEL), |
| ], |
| ) |
| def test_readme_from_string_correct(readme_md, expected_dict): |
| assert ReadMe.from_string(readme_md, example_yaml_structure).to_dict() == expected_dict |
|
|
|
|
| @pytest.mark.parametrize( |
| "readme_md, expected_error", |
| [ |
| (README_NO_YAML, EXPECTED_ERROR_README_NO_YAML), |
| (README_EMPTY_YAML, EXPECTED_ERROR_README_EMPTY_YAML), |
| (README_INCORRECT_YAML, EXPECTED_ERROR_README_INCORRECT_YAML), |
| (README_EMPTY, EXPECTED_ERROR_README_EMPTY), |
| (README_NONE_SUBSECTION, EXPECTED_ERROR_README_NONE_SUBSECTION), |
| (README_MISSING_FIRST_LEVEL, EXPECTED_ERROR_README_MISSING_FIRST_LEVEL), |
| (README_MISSING_SUBSECTION, EXPECTED_ERROR_README_MISSING_SUBSECTION), |
| (README_MISSING_TEXT, EXPECTED_ERROR_README_MISSING_TEXT), |
| (README_WRONG_FIRST_LEVEL, EXPECTED_ERROR_README_WRONG_FIRST_LEVEL), |
| (README_MULTIPLE_WRONG_FIRST_LEVEL, EXPECTED_ERROR_README_MULTIPLE_WRONG_FIRST_LEVEL), |
| (README_MISSING_CONTENT, EXPECTED_ERROR_README_MISSING_CONTENT), |
| ], |
| ) |
| def test_readme_from_string_validation_errors(readme_md, expected_error): |
| with pytest.raises(ValueError, match=re.escape(expected_error.format(path="root"))): |
| readme = ReadMe.from_string(readme_md, example_yaml_structure) |
| readme.validate() |
|
|
|
|
| @pytest.mark.parametrize( |
| "readme_md, expected_error", |
| [ |
| (README_MULTIPLE_SAME_HEADING_1, EXPECTED_ERROR_README_MULTIPLE_SAME_HEADING_1), |
| ], |
| ) |
| def test_readme_from_string_parsing_errors(readme_md, expected_error): |
| with pytest.raises(ValueError, match=re.escape(expected_error.format(path="root"))): |
| ReadMe.from_string(readme_md, example_yaml_structure) |
|
|
|
|
| @pytest.mark.parametrize( |
| "readme_md,", |
| [ |
| (README_MULTIPLE_SAME_HEADING_1), |
| ], |
| ) |
| def test_readme_from_string_suppress_parsing_errors(readme_md): |
| ReadMe.from_string(readme_md, example_yaml_structure, suppress_parsing_errors=True) |
|
|
|
|
| @pytest.mark.parametrize( |
| "readme_md, expected_dict", |
| [ |
| (README_CORRECT, CORRECT_DICT), |
| (README_CORRECT_FOUR_LEVEL, CORRECT_DICT_FOUR_LEVEL), |
| ], |
| ) |
| def test_readme_from_readme_correct(readme_md, expected_dict): |
| with tempfile.TemporaryDirectory() as tmp_dir: |
| path = Path(tmp_dir) / "README.md" |
| with open(path, "w+") as readme_file: |
| readme_file.write(readme_md) |
| out = ReadMe.from_readme(path, example_yaml_structure).to_dict() |
| assert out["name"] == path |
| assert out["text"] == "" |
| assert out["is_empty_text"] |
| assert out["subsections"] == expected_dict["subsections"] |
|
|
|
|
| @pytest.mark.parametrize( |
| "readme_md, expected_error", |
| [ |
| (README_NO_YAML, EXPECTED_ERROR_README_NO_YAML), |
| (README_EMPTY_YAML, EXPECTED_ERROR_README_EMPTY_YAML), |
| (README_INCORRECT_YAML, EXPECTED_ERROR_README_INCORRECT_YAML), |
| (README_EMPTY, EXPECTED_ERROR_README_EMPTY), |
| (README_NONE_SUBSECTION, EXPECTED_ERROR_README_NONE_SUBSECTION), |
| (README_MISSING_FIRST_LEVEL, EXPECTED_ERROR_README_MISSING_FIRST_LEVEL), |
| (README_MISSING_SUBSECTION, EXPECTED_ERROR_README_MISSING_SUBSECTION), |
| (README_MISSING_TEXT, EXPECTED_ERROR_README_MISSING_TEXT), |
| (README_WRONG_FIRST_LEVEL, EXPECTED_ERROR_README_WRONG_FIRST_LEVEL), |
| (README_MULTIPLE_WRONG_FIRST_LEVEL, EXPECTED_ERROR_README_MULTIPLE_WRONG_FIRST_LEVEL), |
| (README_MISSING_CONTENT, EXPECTED_ERROR_README_MISSING_CONTENT), |
| ], |
| ) |
| def test_readme_from_readme_error(readme_md, expected_error): |
| with tempfile.TemporaryDirectory() as tmp_dir: |
| path = Path(tmp_dir) / "README.md" |
| with open(path, "w+") as readme_file: |
| readme_file.write(readme_md) |
| expected_error = expected_error.format(path=path) |
| with pytest.raises(ValueError, match=re.escape(expected_error)): |
| readme = ReadMe.from_readme(path, example_yaml_structure) |
| readme.validate() |
|
|
|
|
| @pytest.mark.parametrize( |
| "readme_md, expected_error", |
| [ |
| (README_MULTIPLE_SAME_HEADING_1, EXPECTED_ERROR_README_MULTIPLE_SAME_HEADING_1), |
| ], |
| ) |
| def test_readme_from_readme_parsing_errors(readme_md, expected_error): |
| with tempfile.TemporaryDirectory() as tmp_dir: |
| path = Path(tmp_dir) / "README.md" |
| with open(path, "w+") as readme_file: |
| readme_file.write(readme_md) |
| expected_error = expected_error.format(path=path) |
| with pytest.raises(ValueError, match=re.escape(expected_error)): |
| ReadMe.from_readme(path, example_yaml_structure) |
|
|
|
|
| @pytest.mark.parametrize( |
| "readme_md,", |
| [ |
| (README_MULTIPLE_SAME_HEADING_1), |
| ], |
| ) |
| def test_readme_from_readme_suppress_parsing_errors(readme_md): |
| with tempfile.TemporaryDirectory() as tmp_dir: |
| path = Path(tmp_dir) / "README.md" |
| with open(path, "w+") as readme_file: |
| readme_file.write(readme_md) |
| ReadMe.from_readme(path, example_yaml_structure, suppress_parsing_errors=True) |
|
|