diff --git a/.github/semantic.yml b/.github/semantic.yml new file mode 100644 index 0000000..2fc0602 --- /dev/null +++ b/.github/semantic.yml @@ -0,0 +1,4 @@ +# Semantic Commit bot: https://github.com/Ezard/semantic-prs + +# Always validate the PR title, and ignore the commits +titleOnly: true diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml new file mode 100644 index 0000000..6e6621d --- /dev/null +++ b/.github/workflows/ci.yml @@ -0,0 +1,48 @@ +name: ci + +on: + pull_request: + push: + branches: [main] + +jobs: + pre-commit: + name: 'Pre-commit checks' + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: '3.9' + - uses: pre-commit/action@v3.0.1 + test: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.9", "3.10", "3.11", "3.12"] + steps: + - uses: actions/checkout@v4 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + - name: Install and configure Poetry + uses: snok/install-poetry@v1 + with: + virtualenvs-create: true + virtualenvs-in-project: true + - name: Load cached venv + id: cached-poetry-dependencies + uses: actions/cache@v3 + with: + path: .venv + key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }} + - name: Install dependencies + if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true' + run: poetry install --no-interaction --no-root + - name: Install library + run: poetry install --no-interaction + - name: Run tests + run: | + source .venv/bin/activate + pytest diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml new file mode 100644 index 0000000..0d7e3dc --- /dev/null +++ b/.github/workflows/publish.yml @@ -0,0 +1,20 @@ +name: Publish Python Package + +on: + push: + tags: + - "v*.*.*" + +permissions: + contents: read + +jobs: + deploy: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Build and publish to pypi + uses: JRubics/poetry-publish@v2.0 + with: + pypi_token: ${{ secrets.PYPI_TOKEN }} + poetry_install_options: "--without dev" diff --git a/.gitignore b/.gitignore index 68bc17f..e27a8d2 100644 --- a/.gitignore +++ b/.gitignore @@ -1,160 +1,11 @@ -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -# .python-version +# IDE +.idea +.vscode -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# poetry -# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control -#poetry.lock - -# pdm -# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. -#pdm.lock -# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it -# in version control. -# https://pdm.fming.dev/#use-with-ide -.pdm.toml - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env +# Python Virtualenv .venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ - -# PyCharm -# JetBrains specific template is maintained in a separate JetBrains.gitignore that can -# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore -# and can be added to the global gitignore or merged into this file. For a more nuclear -# option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ +# Python artifacts +__pycache__/ +.pytest_cache +.coverage diff --git a/.markdownlint.yaml b/.markdownlint.yaml new file mode 100644 index 0000000..5657ac6 --- /dev/null +++ b/.markdownlint.yaml @@ -0,0 +1,264 @@ +# Example markdownlint configuration with all properties set to their default value + +# Default state for all rules +default: true + +# Path to configuration file to extend +extends: null + +# MD001/heading-increment/header-increment - Heading levels should only increment by one level at a time +MD001: true + +# MD002/first-heading-h1/first-header-h1 - First heading should be a top-level heading +MD002: + # Heading level + level: 1 + +# MD003/heading-style/header-style - Heading style +MD003: + # Heading style + style: "consistent" + +# MD004/ul-style - Unordered list style +MD004: + # List style + style: "consistent" + +# MD005/list-indent - Inconsistent indentation for list items at the same level +MD005: true + +# MD006/ul-start-left - Consider starting bulleted lists at the beginning of the line +MD006: true + +# MD007/ul-indent - Unordered list indentation +MD007: + # Spaces for indent + indent: 2 + # Whether to indent the first level of the list + start_indented: false + # Spaces for first level indent (when start_indented is set) + start_indent: 2 + +# MD009/no-trailing-spaces - Trailing spaces +MD009: + # Spaces for line break + br_spaces: 2 + # Allow spaces for empty lines in list items + list_item_empty_lines: false + # Include unnecessary breaks + strict: false + +# MD010/no-hard-tabs - Hard tabs +MD010: + # Include code blocks + code_blocks: true + # Fenced code languages to ignore + ignore_code_languages: [] + # Number of spaces for each hard tab + spaces_per_tab: 1 + +# MD011/no-reversed-links - Reversed link syntax +MD011: true + +# MD012/no-multiple-blanks - Multiple consecutive blank lines +MD012: + # Consecutive blank lines + maximum: 1 + +# MD013/line-length - Line length +MD013: + # Number of characters + line_length: 120 + # Number of characters for headings + heading_line_length: 120 + # Number of characters for code blocks + code_block_line_length: 120 + # Include code blocks + code_blocks: true + # Include tables + tables: false + # Include headings + headings: true + # Include headings + headers: true + # Strict length checking + strict: true + # Stern length checking + stern: false + +# MD014/commands-show-output - Dollar signs used before commands without showing output +MD014: true + +# MD018/no-missing-space-atx - No space after hash on atx style heading +MD018: true + +# MD019/no-multiple-space-atx - Multiple spaces after hash on atx style heading +MD019: true + +# MD020/no-missing-space-closed-atx - No space inside hashes on closed atx style heading +MD020: true + +# MD021/no-multiple-space-closed-atx - Multiple spaces inside hashes on closed atx style heading +MD021: true + +# MD022/blanks-around-headings/blanks-around-headers - Headings should be surrounded by blank lines +MD022: + # Blank lines above heading + lines_above: 1 + # Blank lines below heading + lines_below: 1 + +# MD023/heading-start-left/header-start-left - Headings must start at the beginning of the line +MD023: true + +# MD024/no-duplicate-heading/no-duplicate-header - Multiple headings with the same content +MD024: + # Only check sibling headings + allow_different_nesting: false + # Only check sibling headings + siblings_only: false + +# MD025/single-title/single-h1 - Multiple top-level headings in the same document +MD025: + # Heading level + level: 1 + # RegExp for matching title in front matter + front_matter_title: "^\\s*title\\s*[:=]" + +# MD026/no-trailing-punctuation - Trailing punctuation in heading +MD026: + # Punctuation characters + punctuation: ".,;:!。,;:!" + +# MD027/no-multiple-space-blockquote - Multiple spaces after blockquote symbol +MD027: true + +# MD028/no-blanks-blockquote - Blank line inside blockquote +MD028: true + +# MD029/ol-prefix - Ordered list item prefix +MD029: + # List style + style: "one_or_ordered" + +# MD030/list-marker-space - Spaces after list markers +MD030: + # Spaces for single-line unordered list items + ul_single: 1 + # Spaces for single-line ordered list items + ol_single: 1 + # Spaces for multi-line unordered list items + ul_multi: 1 + # Spaces for multi-line ordered list items + ol_multi: 1 + +# MD031/blanks-around-fences - Fenced code blocks should be surrounded by blank lines +MD031: + # Include list items + list_items: true + +# MD032/blanks-around-lists - Lists should be surrounded by blank lines +MD032: true + +# MD033/no-inline-html - Inline HTML +MD033: + # Allowed elements + allowed_elements: [a, p, img] + +# MD034/no-bare-urls - Bare URL used +MD034: true + +# MD035/hr-style - Horizontal rule style +MD035: + # Horizontal rule style + style: "consistent" + +# MD036/no-emphasis-as-heading/no-emphasis-as-header - Emphasis used instead of a heading +MD036: + # Punctuation characters + punctuation: ".,;:!?。,;:!?" + +# MD037/no-space-in-emphasis - Spaces inside emphasis markers +MD037: true + +# MD038/no-space-in-code - Spaces inside code span elements +MD038: true + +# MD039/no-space-in-links - Spaces inside link text +MD039: true + +# MD040/fenced-code-language - Fenced code blocks should have a language specified +MD040: + # List of languages + allowed_languages: [] + # Require language only + language_only: false + +# MD041/first-line-heading/first-line-h1 - First line in a file should be a top-level heading +MD041: + + # Heading level + level: 1 + # RegExp for matching title in front matter + front_matter_title: "^\\s*title\\s*[:=]" + +# MD042/no-empty-links - No empty links +MD042: true + +# MD043/required-headings/required-headers - Required heading structure +MD043: false +# # List of headings +# headings: [] +# # List of headings +# headers: [] +# # Match case of headings +# match_case: false + +# MD044/proper-names - Proper names should have the correct capitalization +MD044: + # List of proper names + names: [] + # Include code blocks + code_blocks: true + # Include HTML elements + html_elements: true + +# MD045/no-alt-text - Images should have an alternate text (alt text) +MD045: true + +# MD046/code-block-style - Code block style +MD046: + # Block style + style: "consistent" + +# MD047/single-trailing-newline - Files should end with a single newline character +MD047: true + +# MD048/code-fence-style - Code fence style +MD048: + # Code fence style + style: "consistent" + +# MD049/emphasis-style - Emphasis style should be consistent +MD049: + # Emphasis style + style: "consistent" + +# MD050/strong-style - Strong style should be consistent +MD050: + # Strong style + style: "consistent" + +# MD051/link-fragments - Link fragments should be valid +MD051: true + +# MD052/reference-links-images - Reference links and images should use a label that is defined +MD052: + # Include shortcut syntax + shortcut_syntax: false + +# MD053/link-image-reference-definitions - Link and image reference definitions should be needed +MD053: + # Ignored definitions + ignored_definitions: + - "//" diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..eb8c979 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,81 @@ +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.6.0 + hooks: + # Identify invalid files + - id: check-ast + - id: check-yaml + args: ['--unsafe'] + - id: check-json + - id: check-toml + + # git checks + - id: check-merge-conflict + - id: check-added-large-files + - id: detect-private-key + - id: check-case-conflict + + # Python checks + - id: check-docstring-first + - id: debug-statements + - id: requirements-txt-fixer + - id: fix-byte-order-marker + + # General quality checks + - id: mixed-line-ending + - id: trailing-whitespace + args: [--markdown-linebreak-ext=md] + - id: end-of-file-fixer + + - repo: https://github.com/PyCQA/autoflake + rev: v2.3.1 + hooks: + - id: autoflake + + - repo: https://github.com/asottile/pyupgrade + rev: v3.15.2 + hooks: + - id: pyupgrade + args: + - '--py39-plus' + + - repo: https://github.com/pycqa/isort + rev: 5.13.2 + hooks: + - id: isort + name: isort + args: + - '.' + + - repo: https://github.com/psf/black + rev: 24.4.2 + hooks: + - id: black + + - repo: https://github.com/pycqa/flake8 + rev: 7.0.0 + hooks: + - id: flake8 + additional_dependencies: + - 'Flake8-pyproject~=1.1' + args: + - '.' + + - repo: https://github.com/pre-commit/mirrors-mypy + rev: v1.3.0 + hooks: + - id: mypy + args: + - --strict + - --ignore-missing-imports + - --install-types + - --allow-subclassing-any + - --allow-untyped-decorators + exclude: ^tests/ + + - repo: https://github.com/igorshubovych/markdownlint-cli + rev: v0.40.0 + hooks: + - id: markdownlint + args: + - 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IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md index 2e0a37b..3adf98c 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,104 @@ -# pydantic-glue -Convert pydantic model to aws glue schema for terraform +# JSON Schema to AWS Glue schema converter + +## Installation + +```bash +pip install pydantic-glue +``` + +## What? + +Converts `pydantic` schemas to `json schema` and then to `AWS glue schema`, +so in theory anything that can be converted to JSON Schema *could* also work. + +## Why? + +When using `AWS Kinesis Firehose` in a configuration that receives JSONs and writes `parquet` files on S3, +one needs to define a `AWS Glue` table so Firehose knows what schema to use when creating the parquet files. + +AWS Glue lets you define a schema using `Avro` or `JSON Schema` and then to create a table from that schema, +but as of *May 2022` +there are limitations on AWS that tables that are created that way can't be used with Kinesis Firehose. + + + +This is also confirmed by AWS support. + +What one could do is create a table set the columns manually, +but this means you now have two sources of truth to maintain. + +This tool allows you to define a table in `pydantic` +and generate a JSON with column types that can be used with `terraform` to create a Glue table. + +## Example + +Take the following pydantic class + +```python +from pydantic import BaseModel +from typing import List + +class Bar(BaseModel): + name: str + age: int + +class Foo(BaseModel): + nums: List[int] + bars: List[Bar] + other: str +``` + +Running `pydantic-glue` + +```bash +pydantic-glue example.py Foo +``` + +you get this JSON + +```json +{ + "//": "Generated by j2g at 2022-05-25 12:35:55.333570. DO NOT EDIT", + "columns": { + "nums": "array", + "bars": "array>", + "other": "string" + } +} +``` + +and can be used in terraform like that + +```terraform +locals { + columns = jsondecode(file("${path.module}/glue_schema.json")).columns +} + +resource "aws_glue_catalog_table" "table" { + name = "table_name" + database_name = "db_name" + + storage_descriptor { + dynamic "columns" { + for_each = local.columns + + content { + name = columns.key + type = columns.value + } + } + } +} +``` + +## How it works? + +* `pydantic` gets converted to JSON Schema +* the JSON Schema types get mapped to Glue types recursively + +## Future work + +* Not all types are supported, I just add types as I need them, but adding types is very easy, + feel free to open issues or send a PR if you stumbled upon a non-supported use case +* the tool could be easily extended to working with JSON Schema directly +* thus, anything that can be converted to a JSON Schema should also work. diff --git a/poetry.lock 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sys.argv[2] + + sys.path.append(os.path.dirname(module_file)) + + imported = __import__(os.path.basename(module_file)) + imported = getattr(imported, class_name) + schema = imported.model_json_schema() + schema = convert(schema) + schema = {k: v for (k, v) in schema} + schema = { + "//": f"Generated by pydantic-glue at {datetime.now()}. DO NOT EDIT", + "columns": schema, + } + + print(json.dumps(schema, indent=2)) diff --git a/pydantic_glue/handler.py b/pydantic_glue/handler.py new file mode 100644 index 0000000..c11dc6b --- /dev/null +++ b/pydantic_glue/handler.py @@ -0,0 +1,69 @@ +from typing import Any, Union + +import jsonref + + +def dispatch(v: dict[str, Any]) -> str: + if "anyOf" in v: + return handle_union(v) + + t = v["type"] + + if t == "object": + if "additionalProperties" in v: + return handle_map(v) + return handle_object(v) + + if t == "array": + return handle_array(v) + + if t == "string": + return "string" + + if t == "boolean": + return "boolean" + + if t == "integer": + return "int" + + if t == "number": + return "float" + + raise Exception(f"unknown type: {t}") + + +def handle_map(o: dict[str, Any]) -> str: + t = o["additionalProperties"] + res = dispatch(t) + return f"map<{res}, {res}>" + + +def handle_union(o: dict[str, Any]) -> str: + res = [dispatch(v) for v in o["anyOf"]] + return f"union<{','.join(res)}>" + + +def map_dispatch(o: dict[str, Any]) -> list[tuple[str, str]]: + return [(k, dispatch(v)) for k, v in o["properties"].items()] + + +def handle_object(o: dict[str, Any]) -> str: + res = [f"{k}:{v}" for (k, v) in map_dispatch(o)] + return f"struct<{','.join(res)}>" + + +def handle_array(o: dict[str, Any]) -> str: + t = dispatch(o["items"]) + return f"array<{t}>" + + +def handle_root(o: dict[str, Any]) -> list[tuple[str, str]]: + return map_dispatch(o) + + +def convert(schema: dict[str, Any]) -> Union[list[Any], list[tuple[str, str]]]: + if not schema: + return [] + + schema = jsonref.loads(schema) + return handle_root(schema) diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..355e74f --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,62 @@ +[tool.poetry] +name = "pydantic-glue" +version = "0.1.0" +description = "Convert pydantic model to aws glue schema for terraform" +authors = ["Serhii Dimchenko "] +readme = "README.md" + +[tool.poetry.scripts] +pydantic-glue = "pydantic_glue.cli:cli" + +[tool.poetry.dependencies] +python = "^3.9" +jsonref = "^1.1.0" +pydantic = "^2.7.1" + +[tool.poetry.group.dev.dependencies] +autoflake = "^2.3.1" +pytest = "^8.2.0" +mypy = "^1.10.0" +flake8 = "^7.0.0" +black = "^24.4.2" +isort = "^5.13.2" +pre-commit = "^3.7.0" + +[tool.autoflake] +recursive = true +in-place = true +remove-all-unused-imports = true +remove-unused-variables = true + +[tool.black] +line-length = 120 +target-version = ['py39', 'py310', 'py311', 'py312'] +include = '\.pyi?$' + +[tool.flake8] +files = '.*\.py' +max-line-length = 120 +exclude = ['.git', '.eggs', '__pycache__', 'venv', '.venv'] +ignore = [ + # space before: (needed for how black formats slicing) + 'E203', + # line break before binary operator (needed for how black formats long lines) + 'W503' +] + +[tool.isort] +profile = 'black' +src_paths = ['athena_udf', 'test'] + +[tool.pytest.ini_options] +testpaths = [ + "tests" +] + +[tool.mypy] +ignore_missing_imports = true +strict = true + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/tests/unit/test_j2g.py b/tests/unit/test_j2g.py new file mode 100644 index 0000000..fe56ca8 --- /dev/null +++ b/tests/unit/test_j2g.py @@ -0,0 +1,165 @@ +import json +from typing import Union + +from pydantic import BaseModel +from pydantic_glue import convert + + +def test_empty(): + assert convert("") == [] + + +def test_single_string_column(): + class A(BaseModel): + name: str + + expected = [("name", "string")] + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_single_float_column(): + class A(BaseModel): + name: float + + expected = [("name", "float")] + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_single_boolean_column(): + class A(BaseModel): + name: bool + + expected = [("name", "boolean")] + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_multiple_string_column(): + class A(BaseModel): + hey: str + ho: str + lets: str + go: str + + expected = [ + ("hey", "string"), + ("ho", "string"), + ("lets", "string"), + ("go", "string"), + ] + + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_multiple_string_and_int_column(): + class A(BaseModel): + hey: str + ho: int + lets: str + go: int + + expected = [ + ("hey", "string"), + ("ho", "int"), + ("lets", "string"), + ("go", "int"), + ] + + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_nested_object_with_strings(): + class B(BaseModel): + foo: str + bar: str + + class A(BaseModel): + some_b: B + + expected = [("some_b", "struct")] + + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_nested_object_with_strings_and_ints(): + class B(BaseModel): + foo: str + x: int + + class A(BaseModel): + one_b: B + another_b: B + some_number: int + + expected = [ + ("one_b", "struct"), + ("another_b", "struct"), + ("some_number", "int"), + ] + + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_list_of_ints(): + class A(BaseModel): + nums: list[int] + + expected = [("nums", "array")] + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_list_of_ints_and_strings(): + class A(BaseModel): + nums: list[int] + strs: list[str] + other: str + + expected = [ + ("nums", "array"), + ("strs", "array"), + ("other", "string"), + ] + + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_list_of_objects(): + class B(BaseModel): + foo: str + x: int + + class A(BaseModel): + nums: list[int] + boos: list[B] + other: str + + expected = [ + ("nums", "array"), + ("boos", "array>"), + ("other", "string"), + ] + + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_union_of_string_and_int(): + class A(BaseModel): + stuff: Union[str, int] + + expected = [("stuff", "union")] + assert convert(json.dumps(A.model_json_schema())) == expected + + +def test_union_of_complex_types(): + class B(BaseModel): + hey: str + ho: str + + class C(BaseModel): + lets: int + go: int + + class A(BaseModel): + stuff: Union[B, C] + + expected = [("stuff", "union,struct>")] + assert convert(json.dumps(A.model_json_schema())) == expected