3 changed files with 202 additions and 7 deletions
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from typing import Annotated, Optional |
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import pytest |
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from fastapi import FastAPI, Form |
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from pydantic import BaseModel, Field, model_validator |
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from starlette.testclient import TestClient |
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class Parent(BaseModel): |
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init_input: dict |
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# importantly, no default here |
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@model_validator(mode="before") |
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def validate_inputs(cls, value: dict) -> dict: |
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""" |
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model validators in before mode should receive values passed |
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to model instantiation before any further validation |
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""" |
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# we should not be double-instantiating the models |
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assert isinstance(value, dict) |
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value["init_input"] = value.copy() |
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|
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# differentiate between explicit Nones and unpassed values |
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if "true_if_unset" not in value: |
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value["true_if_unset"] = True |
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return value |
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|
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class StandardModel(Parent): |
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default_true: bool = True |
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default_false: bool = False |
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default_none: Optional[bool] = None |
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default_zero: int = 0 |
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true_if_unset: Optional[bool] = None |
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class FieldModel(Parent): |
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default_true: bool = Field(default=True) |
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default_false: bool = Field(default=False) |
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default_none: Optional[bool] = Field(default=None) |
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default_zero: int = Field(default=0) |
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true_if_unset: Optional[bool] = Field(default=None) |
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class AnnotatedFieldModel(Parent): |
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default_true: Annotated[bool, Field(default=True)] |
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default_false: Annotated[bool, Field(default=False)] |
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default_none: Annotated[Optional[bool], Field(default=None)] |
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default_zero: Annotated[int, Field(default=0)] |
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true_if_unset: Annotated[Optional[bool], Field(default=None)] |
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|
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class AnnotatedFormModel(Parent): |
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default_true: Annotated[bool, Form(default=True)] |
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default_false: Annotated[bool, Form(default=False)] |
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default_none: Annotated[Optional[bool], Form(default=None)] |
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default_zero: Annotated[int, Form(default=0)] |
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true_if_unset: Annotated[Optional[bool], Form(default=None)] |
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|
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class ResponseModel(BaseModel): |
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fields_set: list = Field(default_factory=list) |
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dumped_fields_no_exclude: dict = Field(default_factory=dict) |
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dumped_fields_exclude_default: dict = Field(default_factory=dict) |
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dumped_fields_exclude_unset: dict = Field(default_factory=dict) |
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init_input: dict |
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@classmethod |
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def from_value(cls, value: Parent) -> "ResponseModel": |
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return ResponseModel( |
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init_input=value.init_input, |
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fields_set=list(value.model_fields_set), |
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dumped_fields_no_exclude=value.model_dump(), |
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dumped_fields_exclude_default=value.model_dump(exclude_defaults=True), |
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dumped_fields_exclude_unset=value.model_dump(exclude_unset=True), |
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) |
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app = FastAPI() |
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@app.post("/form/standard") |
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async def form_standard(value: Annotated[StandardModel, Form()]) -> ResponseModel: |
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return ResponseModel.from_value(value) |
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@app.post("/form/field") |
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async def form_field(value: Annotated[FieldModel, Form()]) -> ResponseModel: |
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return ResponseModel.from_value(value) |
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@app.post("/form/annotated-field") |
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async def form_annotated_field( |
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value: Annotated[AnnotatedFieldModel, Form()], |
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) -> ResponseModel: |
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return ResponseModel.from_value(value) |
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@app.post("/form/annotated-form") |
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async def form_annotated_form( |
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value: Annotated[AnnotatedFormModel, Form()], |
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) -> ResponseModel: |
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return ResponseModel.from_value(value) |
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@app.post("/json/standard") |
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async def json_standard(value: StandardModel) -> ResponseModel: |
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return ResponseModel.from_value(value) |
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@app.post("/json/field") |
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async def json_field(value: FieldModel) -> ResponseModel: |
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return ResponseModel.from_value(value) |
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@app.post("/json/annotated-field") |
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async def json_annotated_field(value: AnnotatedFieldModel) -> ResponseModel: |
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return ResponseModel.from_value(value) |
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@app.post("/json/annotated-form") |
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async def json_annotated_form(value: AnnotatedFormModel) -> ResponseModel: |
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return ResponseModel.from_value(value) |
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MODEL_TYPES = { |
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"standard": StandardModel, |
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"field": FieldModel, |
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"annotated-field": AnnotatedFieldModel, |
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"annotated-form": AnnotatedFormModel, |
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} |
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ENCODINGS = ("form", "json") |
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@pytest.fixture(scope="module") |
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def client() -> TestClient: |
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with TestClient(app) as test_client: |
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yield test_client |
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@pytest.mark.parametrize("encoding", ENCODINGS) |
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@pytest.mark.parametrize("model_type", MODEL_TYPES.keys()) |
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def test_no_prefill_defaults_all_unset(encoding, model_type, client, monkeypatch): |
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""" |
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When the model is instantiated by the server, it should not have its defaults prefilled |
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""" |
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endpoint = f"/{encoding}/{model_type}" |
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if encoding == "form": |
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res = client.post(endpoint, data={}) |
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else: |
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res = client.post(endpoint, json={}) |
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assert res.status_code == 200 |
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response_model = ResponseModel(**res.json()) |
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assert response_model.init_input == {} |
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assert len(response_model.fields_set) == 2 |
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assert response_model.dumped_fields_no_exclude["true_if_unset"] is True |
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@pytest.mark.parametrize("encoding", ENCODINGS) |
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@pytest.mark.parametrize("model_type", MODEL_TYPES.keys()) |
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def test_no_prefill_defaults_partially_set(encoding, model_type, client, monkeypatch): |
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""" |
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When the model is instantiated by the server, it should not have its defaults prefilled, |
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and pydantic should be able to differentiate between unset and default values when some are passed |
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""" |
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endpoint = f"/{encoding}/{model_type}" |
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if encoding == "form": |
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data = {"true_if_unset": "False", "default_false": "True", "default_zero": "0"} |
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res = client.post(endpoint, data=data) |
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else: |
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data = {"true_if_unset": False, "default_false": True, "default_zero": 0} |
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res = client.post(endpoint, json=data) |
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data_with_init_input = data.copy() |
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data_with_init_input["init_input"] = data.copy() |
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assert res.status_code == 200 |
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response_model = ResponseModel(**res.json()) |
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assert response_model.init_input == data |
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assert len(response_model.fields_set) == 4 |
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dumped_exclude_unset = MODEL_TYPES[model_type](**data).model_dump( |
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exclude_unset=True |
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) |
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assert response_model.dumped_fields_exclude_unset == dumped_exclude_unset |
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assert response_model.dumped_fields_no_exclude["true_if_unset"] is False |
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dumped_exclude_default = MODEL_TYPES[model_type](**data).model_dump( |
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exclude_defaults=True |
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) |
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assert "default_zero" not in dumped_exclude_default |
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assert "default_zero" not in response_model.dumped_fields_exclude_default |
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