📝 Update release notes

* ✨ Add dependency cache, with support for disabling it

* ✅ Add tests for dependency cache

* 📝 Add docs about dependency value caching

CONTRIBUTING.md

@@ -0,0 +1 @@
+Please read the [Development - Contributing](https://fastapi.tiangolo.com/contributing/) guidelines in the documentation site.

docs/release-notes.md

@@ -1,4 +1,77 @@
-## Next release
+## Latest changes
+
+## 0.28.0
+
+* Implement dependency cache per request.
+    * This avoids calling each dependency multiple times for the same request.
+    * This is useful while calling external services, performing costly computation, etc.
+    * This also means that if a dependency was declared as a *path operation decorator* dependency, possibly at the router level (with `.include_router()`) and then it is declared again in a specific *path operation*, the dependency will be called only once.
+    * The cache can be disabled per dependency declaration, using `use_cache=False` as in `Depends(your_dependency, use_cache=False)`.
+    * Updated docs at: [Using the same dependency multiple times](https://fastapi.tiangolo.com/tutorial/dependencies/sub-dependencies/#using-the-same-dependency-multiple-times).
+    * PR [#292](https://github.com/tiangolo/fastapi/pull/292).
+
+* Implement dependency overrides for testing.
+    * This allows using overrides/mocks of dependencies during tests.
+    * New docs: [Testing Dependencies with Overrides](https://fastapi.tiangolo.com/tutorial/testing-dependencies/).
+    * PR [#291](https://github.com/tiangolo/fastapi/pull/291).
+
+## 0.27.2
+
+* Fix path and query parameters receiving `dict` as a valid type. It should be mapped to a body payload. PR [#287](https://github.com/tiangolo/fastapi/pull/287). Updated docs at: [Query parameter list / multiple values with defaults: Using `list`](https://fastapi.tiangolo.com/tutorial/query-params-str-validations/#using-list).
+
+## 0.27.1
+
+* Fix `auto_error=False` handling in `HTTPBearer` security scheme. Do not `raise` when there's an incorrect `Authorization` header if `auto_error=False`. PR [#282](https://github.com/tiangolo/fastapi/pull/282).
+
+* Fix type declaration of `HTTPException`. PR [#279](https://github.com/tiangolo/fastapi/pull/279).
+
+## 0.27.0
+
+* Fix broken link in docs about OAuth 2.0 with scopes. PR [#275](https://github.com/tiangolo/fastapi/pull/275) by [@dmontagu](https://github.com/dmontagu).
+
+* Refactor param extraction using Pydantic `Field`:
+    * Large refactor, improvement, and simplification of param extraction from *path operations*.
+    * Fix/add support for list *query parameters* with list defaults. New documentation: [Query parameter list / multiple values with defaults](https://fastapi.tiangolo.com/tutorial/query-params-str-validations/#query-parameter-list-multiple-values-with-defaults).
+    * Add support for enumerations in *path operation* parameters. New documentation: [Path Parameters: Predefined values](https://fastapi.tiangolo.com/tutorial/path-params/#predefined-values).
+    * Add support for type annotations using `Optional` as in `param: Optional[str] = None`. New documentation: [Optional type declarations](https://fastapi.tiangolo.com/tutorial/query-params/#optional-type-declarations).
+    * PR [#278](https://github.com/tiangolo/fastapi/pull/278).
+
+## 0.26.0
+
+* Separate error handling for validation errors.
+    * This will allow developers to customize the exception handlers.
+    * Document better how to handle exceptions and use error handlers.
+    * Include `RequestValidationError` and `WebSocketRequestValidationError` (this last one will be useful once [encode/starlette#527](https://github.com/encode/starlette/pull/527) or equivalent is merged).
+    * New documentation about exceptions handlers:
+        * [Install custom exception handlers](https://fastapi.tiangolo.com/tutorial/handling-errors/#install-custom-exception-handlers).
+        * [Override the default exception handlers](https://fastapi.tiangolo.com/tutorial/handling-errors/#override-the-default-exception-handlers).
+        * [Re-use **FastAPI's** exception handlers](https://fastapi.tiangolo.com/tutorial/handling-errors/#re-use-fastapis-exception-handlers).
+    * PR [#273](https://github.com/tiangolo/fastapi/pull/273).
+
+* Fix support for *paths* in *path parameters* without needing explicit `Path(...)`.
+    * PR [#256](https://github.com/tiangolo/fastapi/pull/256).
+    * Documented in PR [#272](https://github.com/tiangolo/fastapi/pull/272) by [@wshayes](https://github.com/wshayes).
+    * New documentation at: [Path Parameters containing paths](https://fastapi.tiangolo.com/tutorial/path-params/#path-parameters-containing-paths).
+
+* Update docs for testing FastAPI. Include using `POST`, sending JSON, testing headers, etc. New documentation: [Testing](https://fastapi.tiangolo.com/tutorial/testing/#testing-extended-example). PR [#271](https://github.com/tiangolo/fastapi/pull/271).
+
+* Fix type declaration of `response_model` to allow generic Python types as `List[Model]`. Mainly to fix `mypy` for users. PR [#266](https://github.com/tiangolo/fastapi/pull/266).
+
+## 0.25.0
+
+* Add support for Pydantic's `include`, `exclude`, `by_alias`.
+    * Update documentation: [Response Model](https://fastapi.tiangolo.com/tutorial/response-model/#response_model_include-and-response_model_exclude).
+    * Add docs for: [Body - updates](https://fastapi.tiangolo.com/tutorial/body-updates/), using Pydantic's `skip_defaults`.
+    * Add method consistency tests.
+    * PR [#264](https://github.com/tiangolo/fastapi/pull/264).
+
+* Add `CONTRIBUTING.md` file to GitHub, to help new contributors. PR [#255](https://github.com/tiangolo/fastapi/pull/255) by [@wshayes](https://github.com/wshayes).
+
+* Add support for Pydantic's `skip_defaults`:
+    * There's a new *path operation decorator* parameter `response_model_skip_defaults`.
+        * The name of the parameter will most probably change in a future version to `response_skip_defaults`, `model_skip_defaults` or something similar.
+    * New [documentation section about using `response_model_skip_defaults`](https://fastapi.tiangolo.com/tutorial/response-model/#response-model-encoding-parameters).
+    * PR [#248](https://github.com/tiangolo/fastapi/pull/248) by [@wshayes](https://github.com/wshayes).
 
 ## 0.24.0
 

docs/src/app_testing/main_b.py

@@ -0,0 +1,36 @@
+from fastapi import FastAPI, Header, HTTPException
+from pydantic import BaseModel
+
+fake_secret_token = "coneofsilence"
+
+fake_db = {
+    "foo": {"id": "foo", "title": "Foo", "description": "There goes my hero"},
+    "bar": {"id": "bar", "title": "Bar", "description": "The bartenders"},
+}
+
+app = FastAPI()
+
+
+class Item(BaseModel):
+    id: str
+    title: str
+    description: str = None
+
+
+@app.get("/items/{item_id}", response_model=Item)
+async def read_main(item_id: str, x_token: str = Header(...)):
+    if x_token != fake_secret_token:
+        raise HTTPException(status_code=400, detail="Invalid X-Token header")
+    if item_id not in fake_db:
+        raise HTTPException(status_code=404, detail="Item not found")
+    return fake_db[item_id]
+
+
+@app.post("/items/", response_model=Item)
+async def create_item(item: Item, x_token: str = Header(...)):
+    if x_token != fake_secret_token:
+        raise HTTPException(status_code=400, detail="Invalid X-Token header")
+    if item.id in fake_db:
+        raise HTTPException(status_code=400, detail="Item already exists")
+    fake_db[item.id] = item
+    return item

docs/src/app_testing/test_main_b.py

@@ -0,0 +1,65 @@
+from starlette.testclient import TestClient
+
+from .main_b import app
+
+client = TestClient(app)
+
+
+def test_read_item():
+    response = client.get("/items/foo", headers={"X-Token": "coneofsilence"})
+    assert response.status_code == 200
+    assert response.json() == {
+        "id": "foo",
+        "title": "Foo",
+        "description": "There goes my hero",
+    }
+
+
+def test_read_item_bad_token():
+    response = client.get("/items/foo", headers={"X-Token": "hailhydra"})
+    assert response.status_code == 400
+    assert response.json() == {"detail": "Invalid X-Token header"}
+
+
+def test_read_inexistent_item():
+    response = client.get("/items/baz", headers={"X-Token": "coneofsilence"})
+    assert response.status_code == 404
+    assert response.json() == {"detail": "Item not found"}
+
+
+def test_create_item():
+    response = client.post(
+        "/items/",
+        headers={"X-Token": "coneofsilence"},
+        json={"id": "foobar", "title": "Foo Bar", "description": "The Foo Barters"},
+    )
+    assert response.status_code == 200
+    assert response.json() == {
+        "id": "foobar",
+        "title": "Foo Bar",
+        "description": "The Foo Barters",
+    }
+
+
+def test_create_item_bad_token():
+    response = client.post(
+        "/items/",
+        headers={"X-Token": "hailhydra"},
+        json={"id": "bazz", "title": "Bazz", "description": "Drop the bazz"},
+    )
+    assert response.status_code == 400
+    assert response.json() == {"detail": "Invalid X-Token header"}
+
+
+def test_create_existing_token():
+    response = client.post(
+        "/items/",
+        headers={"X-Token": "coneofsilence"},
+        json={
+            "id": "foo",
+            "title": "The Foo ID Stealers",
+            "description": "There goes my stealer",
+        },
+    )
+    assert response.status_code == 400
+    assert response.json() == {"detail": "Item already exists"}

docs/src/body_updates/tutorial001.py

@@ -0,0 +1,34 @@
+from typing import List
+
+from fastapi import FastAPI
+from fastapi.encoders import jsonable_encoder
+from pydantic import BaseModel
+
+app = FastAPI()
+
+
+class Item(BaseModel):
+    name: str = None
+    description: str = None
+    price: float = None
+    tax: float = 10.5
+    tags: List[str] = []
+
+
+items = {
+    "foo": {"name": "Foo", "price": 50.2},
+    "bar": {"name": "Bar", "description": "The bartenders", "price": 62, "tax": 20.2},
+    "baz": {"name": "Baz", "description": None, "price": 50.2, "tax": 10.5, "tags": []},
+}
+
+
+@app.get("/items/{item_id}", response_model=Item)
+async def read_item(item_id: str):
+    return items[item_id]
+
+
+@app.put("/items/{item_id}", response_model=Item)
+async def update_item(item_id: str, item: Item):
+    update_item_encoded = jsonable_encoder(item)
+    items[item_id] = update_item_encoded
+    return update_item_encoded

docs/src/body_updates/tutorial002.py

@@ -0,0 +1,37 @@
+from typing import List
+
+from fastapi import FastAPI
+from fastapi.encoders import jsonable_encoder
+from pydantic import BaseModel
+
+app = FastAPI()
+
+
+class Item(BaseModel):
+    name: str = None
+    description: str = None
+    price: float = None
+    tax: float = 10.5
+    tags: List[str] = []
+
+
+items = {
+    "foo": {"name": "Foo", "price": 50.2},
+    "bar": {"name": "Bar", "description": "The bartenders", "price": 62, "tax": 20.2},
+    "baz": {"name": "Baz", "description": None, "price": 50.2, "tax": 10.5, "tags": []},
+}
+
+
+@app.get("/items/{item_id}", response_model=Item)
+async def read_item(item_id: str):
+    return items[item_id]
+
+
+@app.patch("/items/{item_id}", response_model=Item)
+async def update_item(item_id: str, item: Item):
+    stored_item_data = items[item_id]
+    stored_item_model = Item(**stored_item_data)
+    update_data = item.dict(skip_defaults=True)
+    updated_item = stored_item_model.copy(update=update_data)
+    items[item_id] = jsonable_encoder(updated_item)
+    return updated_item

docs/src/dependency_testing/tutorial001.py

@@ -0,0 +1,55 @@
+from fastapi import Depends, FastAPI
+from starlette.testclient import TestClient
+
+app = FastAPI()
+
+
+async def common_parameters(q: str = None, skip: int = 0, limit: int = 100):
+    return {"q": q, "skip": skip, "limit": limit}
+
+
+@app.get("/items/")
+async def read_items(commons: dict = Depends(common_parameters)):
+    return {"message": "Hello Items!", "params": commons}
+
+
+@app.get("/users/")
+async def read_users(commons: dict = Depends(common_parameters)):
+    return {"message": "Hello Users!", "params": commons}
+
+
+client = TestClient(app)
+
+
+async def override_dependency(q: str = None):
+    return {"q": q, "skip": 5, "limit": 10}
+
+
+app.dependency_overrides[common_parameters] = override_dependency
+
+
+def test_override_in_items():
+    response = client.get("/items/")
+    assert response.status_code == 200
+    assert response.json() == {
+        "message": "Hello Items!",
+        "params": {"q": None, "skip": 5, "limit": 10},
+    }
+
+
+def test_override_in_items_with_q():
+    response = client.get("/items/?q=foo")
+    assert response.status_code == 200
+    assert response.json() == {
+        "message": "Hello Items!",
+        "params": {"q": "foo", "skip": 5, "limit": 10},
+    }
+
+
+def test_override_in_items_with_params():
+    response = client.get("/items/?q=foo&skip=100&limit=200")
+    assert response.status_code == 200
+    assert response.json() == {
+        "message": "Hello Items!",
+        "params": {"q": "foo", "skip": 5, "limit": 10},
+    }

docs/src/handling_errors/tutorial003.py

@@ -1,15 +1,26 @@
 from fastapi import FastAPI
-from starlette.exceptions import HTTPException
-from starlette.responses import PlainTextResponse
+from starlette.requests import Request
+from starlette.responses import JSONResponse
+
+
+class UnicornException(Exception):
+    def __init__(self, name: str):
+        self.name = name
+
 
 app = FastAPI()
 
 
-@app.exception_handler(HTTPException)
-async def http_exception(request, exc):
-    return PlainTextResponse(str(exc.detail), status_code=exc.status_code)
+@app.exception_handler(UnicornException)
+async def unicorn_exception_handler(request: Request, exc: UnicornException):
+    return JSONResponse(
+        status_code=418,
+        content={"message": f"Oops! {exc.name} did something. There goes a rainbow..."},
+    )
 
 
-@app.get("/")
-async def root():
-    return {"message": "Hello World"}
+@app.get("/unicorns/{name}")
+async def read_unicorn(name: str):
+    if name == "yolo":
+        raise UnicornException(name=name)
+    return {"unicorn_name": name}

docs/src/handling_errors/tutorial004.py

@@ -0,0 +1,23 @@
+from fastapi import FastAPI, HTTPException
+from fastapi.exceptions import RequestValidationError
+from starlette.exceptions import HTTPException as StarletteHTTPException
+from starlette.responses import PlainTextResponse
+
+app = FastAPI()
+
+
+@app.exception_handler(StarletteHTTPException)
+async def http_exception_handler(request, exc):
+    return PlainTextResponse(str(exc.detail), status_code=exc.status_code)
+
+
+@app.exception_handler(RequestValidationError)
+async def validation_exception_handler(request, exc):
+    return PlainTextResponse(str(exc), status_code=400)
+
+
+@app.get("/items/{item_id}")
+async def read_item(item_id: int):
+    if item_id == 3:
+        raise HTTPException(status_code=418, detail="Nope! I don't like 3.")
+    return {"item_id": item_id}

docs/src/handling_errors/tutorial005.py

@@ -0,0 +1,28 @@
+from fastapi import FastAPI, HTTPException
+from fastapi.exception_handlers import (
+    http_exception_handler,
+    request_validation_exception_handler,
+)
+from fastapi.exceptions import RequestValidationError
+from starlette.exceptions import HTTPException as StarletteHTTPException
+
+app = FastAPI()
+
+
+@app.exception_handler(StarletteHTTPException)
+async def custom_http_exception_handler(request, exc):
+    print(f"OMG! An HTTP error!: {exc}")
+    return await http_exception_handler(request, exc)
+
+
+@app.exception_handler(RequestValidationError)
+async def validation_exception_handler(request, exc):
+    print(f"OMG! The client sent invalid data!: {exc}")
+    return await request_validation_exception_handler(request, exc)
+
+
+@app.get("/items/{item_id}")
+async def read_item(item_id: int):
+    if item_id == 3:
+        raise HTTPException(status_code=418, detail="Nope! I don't like 3.")
+    return {"item_id": item_id}

docs/src/path_params/tutorial004.py

@@ -0,0 +1,8 @@
+from fastapi import FastAPI
+
+app = FastAPI()
+
+
+@app.get("/files/{file_path:path}")
+async def read_user_me(file_path: str):
+    return {"file_path": file_path}

docs/src/path_params/tutorial005.py

@@ -0,0 +1,21 @@
+from enum import Enum
+
+from fastapi import FastAPI
+
+
+class ModelName(Enum):
+    alexnet = "alexnet"
+    resnet = "resnet"
+    lenet = "lenet"
+
+
+app = FastAPI()
+
+
+@app.get("/model/{model_name}")
+async def get_model(model_name: ModelName):
+    if model_name == ModelName.alexnet:
+        return {"model_name": model_name, "message": "Deep Learning FTW!"}
+    if model_name.value == "lenet":
+        return {"model_name": model_name, "message": "LeCNN all the images"}
+    return {"model_name": model_name, "message": "Have some residuals"}

docs/src/query_params/tutorial007.py

@@ -0,0 +1,11 @@
+from typing import Optional
+
+from fastapi import FastAPI
+
+app = FastAPI()
+
+
+@app.get("/items/{item_id}")
+async def read_user_item(item_id: str, limit: Optional[int] = None):
+    item = {"item_id": item_id, "limit": limit}
+    return item

docs/src/query_params_str_validations/tutorial012.py

@@ -0,0 +1,11 @@
+from typing import List
+
+from fastapi import FastAPI, Query
+
+app = FastAPI()
+
+
+@app.get("/items/")
+async def read_items(q: List[str] = Query(["foo", "bar"])):
+    query_items = {"q": q}
+    return query_items

docs/src/query_params_str_validations/tutorial013.py

@@ -0,0 +1,9 @@
+from fastapi import FastAPI, Query
+
+app = FastAPI()
+
+
+@app.get("/items/")
+async def read_items(q: list = Query(None)):
+    query_items = {"q": q}
+    return query_items

docs/src/response_model/tutorial001.py

@@ -1,4 +1,4 @@
-from typing import Set
+from typing import List
 
 from fastapi import FastAPI
 from pydantic import BaseModel
@@ -11,9 +11,9 @@ class Item(BaseModel):
     description: str = None
     price: float
     tax: float = None
-    tags: Set[str] = []
+    tags: List[str] = []
 
 
 @app.post("/items/", response_model=Item)
-async def create_item(*, item: Item):
+async def create_item(item: Item):
     return item

docs/src/response_model/tutorial004.py

@@ -0,0 +1,26 @@
+from typing import List
+
+from fastapi import FastAPI
+from pydantic import BaseModel
+
+app = FastAPI()
+
+
+class Item(BaseModel):
+    name: str
+    description: str = None
+    price: float
+    tax: float = 10.5
+    tags: List[str] = []
+
+
+items = {
+    "foo": {"name": "Foo", "price": 50.2},
+    "bar": {"name": "Bar", "description": "The bartenders", "price": 62, "tax": 20.2},
+    "baz": {"name": "Baz", "description": None, "price": 50.2, "tax": 10.5, "tags": []},
+}
+
+
+@app.get("/items/{item_id}", response_model=Item, response_model_skip_defaults=True)
+async def read_item(item_id: str):
+    return items[item_id]

docs/src/response_model/tutorial005.py

@@ -0,0 +1,37 @@
+from fastapi import FastAPI
+from pydantic import BaseModel
+
+app = FastAPI()
+
+
+class Item(BaseModel):
+    name: str
+    description: str = None
+    price: float
+    tax: float = 10.5
+
+
+items = {
+    "foo": {"name": "Foo", "price": 50.2},
+    "bar": {"name": "Bar", "description": "The Bar fighters", "price": 62, "tax": 20.2},
+    "baz": {
+        "name": "Baz",
+        "description": "There goes my baz",
+        "price": 50.2,
+        "tax": 10.5,
+    },
+}
+
+
+@app.get(
+    "/items/{item_id}/name",
+    response_model=Item,
+    response_model_include={"name", "description"},
+)
+async def read_item_name(item_id: str):
+    return items[item_id]
+
+
+@app.get("/items/{item_id}/public", response_model=Item, response_model_exclude={"tax"})
+async def read_item_public_data(item_id: str):
+    return items[item_id]

docs/src/response_model/tutorial006.py

@@ -0,0 +1,37 @@
+from fastapi import FastAPI
+from pydantic import BaseModel
+
+app = FastAPI()
+
+
+class Item(BaseModel):
+    name: str
+    description: str = None
+    price: float
+    tax: float = 10.5
+
+
+items = {
+    "foo": {"name": "Foo", "price": 50.2},
+    "bar": {"name": "Bar", "description": "The Bar fighters", "price": 62, "tax": 20.2},
+    "baz": {
+        "name": "Baz",
+        "description": "There goes my baz",
+        "price": 50.2,
+        "tax": 10.5,
+    },
+}
+
+
+@app.get(
+    "/items/{item_id}/name",
+    response_model=Item,
+    response_model_include=["name", "description"],
+)
+async def read_item_name(item_id: str):
+    return items[item_id]
+
+
+@app.get("/items/{item_id}/public", response_model=Item, response_model_exclude=["tax"])
+async def read_item_public_data(item_id: str):
+    return items[item_id]

docs/tutorial/body-updates.md

@@ -0,0 +1,97 @@
+## Update replacing with `PUT`
+
+To update an item you can use the [HTTP `PUT`](https://developer.mozilla.org/en-US/docs/Web/HTTP/Methods/PUT) operation.
+
+You can use the `jsonable_encoder` to convert the input data to data that can be stored as JSON (e.g. with a NoSQL database). For example, converting `datetime` to `str`.
+
+```Python hl_lines="30 31 32 33 34 35"
+{!./src/body_updates/tutorial001.py!}
+```
+
+`PUT` is used to receive data that should replace the existing data.
+
+### Warning about replacing
+
+That means that if you want to update the item `bar` using `PUT` with a body containing:
+
+```Python
+{
+    "name": "Barz",
+    "price": 3,
+    "description": None,
+}
+```
+
+because it doesn't include the already stored attribute `"tax": 20.2`, the input model would take the default value of `"tax": 10.5`.
+
+And the data would be saved with that "new" `tax` of `10.5`.
+
+## Partial updates with `PATCH`
+
+You can also use the [HTTP `PATCH`](https://developer.mozilla.org/en-US/docs/Web/HTTP/Methods/PATCH) operation to *partially* update data.
+
+This means that you can send only the data that you want to update, leaving the rest intact.
+
+!!! Note
+    `PATCH` is less commonly used and known than `PUT`.
+
+    And many teams use only `PUT`, even for partial updates.
+
+    You are **free** to use them however you want, **FastAPI** doesn't impose any restrictions.
+
+    But this guide shows you, more or less, how they are intended to be used.
+
+### Using Pydantic's `skip_defaults` parameter
+
+If you want to receive partial updates, it's very useful to use the parameter `skip_defaults` in Pydantic's model's `.dict()`.
+
+Like `item.dict(skip_defaults=True)`.
+
+That would generate a `dict` with only the data that was set when creating the `item` model, excluding default values.
+
+Then you can use this to generate a `dict` with only the data that was set, omitting default values:
+
+```Python hl_lines="34"
+{!./src/body_updates/tutorial002.py!}
+```
+
+### Using Pydantic's `update` parameter
+
+Now, you can create a copy of the existing model using `.copy()`, and pass the `update` parameter with a `dict` containing the data to update.
+
+Like `stored_item_model.copy(update=update_data)`:
+
+```Python hl_lines="35"
+{!./src/body_updates/tutorial002.py!}
+```
+
+### Partial updates recap
+
+In summary, to apply partial updates you would:
+
+* (Optionally) use `PATCH` instead of `PUT`.
+* Retrieve the stored data.
+* Put that data in a Pydantic model.
+* Generate a `dict` without default values from the input model (using `skip_defaults`).
+    * This way you can update only the values actually set by the user, instead of overriding values already stored with default values in your model.
+* Create a copy of the stored model, updating it's attributes with the received partial updates (using the `update` parameter).
+* Convert the copied model to something that can be stored in your DB (for example, using the `jsonable_encoder`).
+    * This is comparable to using the model's `.dict()` method again, but it makes sure (and converts) the values to data types that can be converted to JSON, for example, `datetime` to `str`.
+* Save the data to your DB.
+* Return the updated model.
+
+```Python hl_lines="30 31 32 33 34 35 36 37"
+{!./src/body_updates/tutorial002.py!}
+```
+
+!!! tip
+    You can actually use this same technique with an HTTP `PUT` operation.
+
+    But the example here uses `PATCH` because it was created for these use cases.
+
+!!! note
+    Notice that the input model is still validated.
+
+    So, if you want to receive partial updates that can omit all the attributes, you need to have a model with all the attributes marked as optional (with default values or `None`).
+
+    To distinguish from the models with all optional values for **updates** and models with required values for **creation**, you can use the ideas described in <a href="https://fastapi.tiangolo.com/tutorial/extra-models/" target="_blank">Extra Models</a>.

docs/tutorial/dependencies/first-steps.md

@@ -17,14 +17,12 @@ This is very useful when you need to:
 
 All these, while minimizing code repetition.
 
-
 ## First Steps
 
 Let's see a very simple example. It will be so simple that it is not very useful, for now.
 
 But this way we can focus on how the **Dependency Injection** system works.
 
-
 ### Create a dependency, or "dependable"
 
 Let's first focus on the dependency.
@@ -151,7 +149,6 @@ The simplicity of the dependency injection system makes **FastAPI** compatible w
 * response data injection systems
 * etc.
 
-
 ## Simple and Powerful
 
 Although the hierarchical dependency injection system is very simple to define and use, it's still very powerful.

docs/tutorial/dependencies/sub-dependencies.md

@@ -11,6 +11,7 @@ You could create a first dependency ("dependable") like:
 ```Python hl_lines="6 7"
 {!./src/dependencies/tutorial005.py!}
 ```
+
 It declares an optional query parameter `q` as a `str`, and then it just returns it.
 
 This is quite simple (not very useful), but will help us focus on how the sub-dependencies work.
@@ -43,6 +44,18 @@ Then we can use the dependency with:
 
     But **FastAPI** will know that it has to solve `query_extractor` first, to pass the results of that to `query_or_cookie_extractor` while calling it.
 
+## Using the same dependency multiple times
+
+If one of your dependencies is declared multiple times for the same *path operation*, for example, multiple dependencies have a common sub-dependency, **FastAPI** will know to call that sub-dependency only once per request.
+
+And it will save the returned value in a <abbr title="A utility/system to store computed/generated values, to re-use them instead of computing them again.">"cache"</abbr> and pass it to all the "dependants" that need it in that specific request, instead of calling the dependency multiple times for the same request.
+
+In an advanced scenario where you know you need the dependency to be called at every step (possibly multiple times) in the same request instead of using the "cached" value, you can set the parameter `use_cache=False` when using `Depends`:
+
+```Python hl_lines="1"
+async def needy_dependency(fresh_value: str = Depends(get_value, use_cache=False)):
+    return {"fresh_value": fresh_value}
+```
 
 ## Recap
 
@@ -54,7 +67,7 @@ But still, it is very powerful, and allows you to declare arbitrarily deeply nes
 
 !!! tip
     All this might not seem as useful with these simple examples.
-    
+
     But you will see how useful it is in the chapters about **security**.
 
     And you will also see the amounts of code it will save you.

docs/tutorial/handling-errors.md

@@ -68,7 +68,7 @@ But if the client requests `http://example.com/items/bar` (a non-existent `item_
 
     They are handled automatically by **FastAPI** and converted to JSON.
 
-### Adding custom headers
+## Add custom headers
 
 There are some situations in where it's useful to be able to add custom headers to the HTTP error. For example, for some types of security.
 
@@ -76,24 +76,138 @@ You probably won't need to use it directly in your code.
 
 But in case you needed it for an advanced scenario, you can add custom headers:
 
-
 ```Python hl_lines="14"
 {!./src/handling_errors/tutorial002.py!}
 ```
 
-### Installing custom handlers
+## Install custom exception handlers
 
-If you need to add other custom exception handlers, or override the default one (that sends the errors as JSON), you can use <a href="https://www.starlette.io/exceptions/" target="_blank">the same exception utilities from Starlette</a>.
+You can add custom exception handlers with <a href="https://www.starlette.io/exceptions/" target="_blank">the same exception utilities from Starlette</a>.
 
-For example, you could override the default exception handler with:
+Let's say you have a custom exception `UnicornException` that you (or a library you use) might `raise`.
 
-```Python hl_lines="2 3 8 9 10"
+And you want to handle this exception globally with FastAPI.
+
+You could add a custom exception handler with `@app.exception_handler()`:
+
+```Python hl_lines="6 7 8 14 15 16 17 18 24"
 {!./src/handling_errors/tutorial003.py!}
 ```
 
-...this would make it return "plain text" responses with the errors, instead of JSON responses.
+Here, if you request `/unicorns/yolo`, the *path operation* will `raise` a `UnicornException`.
 
-!!! info
-    Note that in this example we set the exception handler with Starlette's `HTTPException` instead of FastAPI's `HTTPException`.
+But it will be handled by the `unicorn_exception_handler`.
 
-    This would ensure that if you use a plug-in or any other third-party tool that raises Starlette's `HTTPException` directly, it will be caught by your exception handler.
+So, you will receive a clean error, with an HTTP status code of `418` and a JSON content of:
+
+```JSON
+{"message": "Oops! yolo did something. There goes a rainbow..."}
+```
+
+## Override the default exception handlers
+
+**FastAPI** has some default exception handlers.
+
+These handlers are in charge or returning the default JSON responses when you `raise` an `HTTPException` and when the request has invalid data.
+
+You can override these exception handlers with your own.
+
+### Override request validation exceptions
+
+When a request contains invalid data, **FastAPI** internally raises a `RequestValidationError`.
+
+And it also includes a default exception handler for it.
+
+To override it, import the `RequestValidationError` and use it with `@app.exception_handler(RequestValidationError)` to decorate the exception handler.
+
+The exception handler will receive a `Request` and the exception.
+
+```Python hl_lines="2 14 15 16"
+{!./src/handling_errors/tutorial004.py!}
+```
+
+Now, if you go to `/items/foo`, instead of getting the default JSON error with:
+
+```JSON
+{
+    "detail": [
+        {
+            "loc": [
+                "path",
+                "item_id"
+            ],
+            "msg": "value is not a valid integer",
+            "type": "type_error.integer"
+        }
+    ]
+}
+```
+
+you will get a text version, with:
+
+```
+1 validation error
+path -> item_id
+  value is not a valid integer (type=type_error.integer)
+```
+
+#### `RequestValidationError` vs `ValidationError`
+
+!!! warning
+    These are technical details that you might skip if it's not important for you now.
+
+`RequestValidationError` is a sub-class of Pydantic's <a href="https://pydantic-docs.helpmanual.io/#error-handling" target="_blank">`ValidationError`</a>.
+
+**FastAPI** uses it so that, if you use a Pydantic model in `response_model`, and your data has an error, you will see the error in your log.
+
+But the client/user will not see it. Instead, the client will receive an "Internal Server Error" with a HTTP status code `500`.
+
+It should be this way because if you have a Pydantic `ValidationError` in your *response* or anywhere in your code (not in the client's *request*), it's actually a bug in your code.
+
+And while you fix it, your clients/users shouldn't have access to internal information about the error, as that could expose a security vulnerability.
+
+### Override the `HTTPException` error handler
+
+The same way, you can override the `HTTPException` handler.
+
+For example, you could want to return a plain text response instead of JSON for these errors:
+
+```Python hl_lines="1 3 9 10 11 22"
+{!./src/handling_errors/tutorial004.py!}
+```
+
+#### FastAPI's `HTTPException` vs Starlette's `HTTPException`
+
+**FastAPI** has its own `HTTPException`.
+
+And **FastAPI**'s `HTTPException` error class inherits from Starlette's `HTTPException` error class.
+
+The only difference, is that **FastAPI**'s `HTTPException` allows you to add headers to be included in the response.
+
+This is needed/used internally for OAuth 2.0 and some security utilities.
+
+So, you can keep raising **FastAPI**'s `HTTPException` as normally in your code.
+
+But when you register an exception handler, you should register it for Starlette's `HTTPException`.
+
+This way, if any part of Starlette's internal code, or a Starlette extension or plug-in, raises an `HTTPException`, your handler will be able to catch handle it.
+
+In this example, to be able to have both `HTTPException`s in the same code, Starlette's exceptions is renamed to `StarletteHTTPException`:
+
+```Python
+from starlette.exceptions import HTTPException as StarletteHTTPException
+```
+
+### Re-use **FastAPI**'s exception handlers
+
+You could also just want to use the exception somehow, but then use the same default exception handlers from **FastAPI**.
+
+You can import and re-use the default exception handlers from `fastapi.exception_handlers`:
+
+```Python hl_lines="2 3 4 5 15 21"
+{!./src/handling_errors/tutorial005.py!}
+```
+
+In this example, you are just `print`ing the error with a very expressive notification.
+
+But you get the idea, you can use the exception and then just re-use the default exception handlers.

docs/tutorial/path-params.md

@@ -35,7 +35,7 @@ If you run this example and open your browser at <a href="http://127.0.0.1:8000/
 
 !!! check
     Notice that the value your function received (and returned) is `3`, as a Python `int`, not a string `"3"`.
-    
+
     So, with that type declaration, **FastAPI** gives you automatic request <abbr title="converting the string that comes from an HTTP request into Python data">"parsing"</abbr>.
 
 ## Data validation
@@ -61,12 +61,11 @@ because the path parameter `item_id` had a value of `"foo"`, which is not an `in
 
 The same error would appear if you provided a `float` instead of an int, as in: <a href="http://127.0.0.1:8000/items/4.2" target="_blank">http://127.0.0.1:8000/items/4.2</a>
 
-
 !!! check
     So, with the same Python type declaration, **FastAPI** gives you data validation.
 
-    Notice that the error also clearly states exactly the point where the validation didn't pass. 
-    
+    Notice that the error also clearly states exactly the point where the validation didn't pass.
+
     This is incredibly helpful while developing and debugging code that interacts with your API.
 
 ## Documentation
@@ -96,8 +95,7 @@ All the data validation is performed under the hood by <a href="https://pydantic
 
 You can use the same type declarations with `str`, `float`, `bool` and many other complex data types.
 
-These are explored in the next chapters of the tutorial.
-
+Several of these are explored in the next chapters of the tutorial.
 
 ## Order matters
 
@@ -115,6 +113,109 @@ Because path operations are evaluated in order, you need to make sure that the p
 
 Otherwise, the path for `/users/{user_id}` would match also for `/users/me`, "thinking" that it's receiving a parameter `user_id` with a value of `"me"`.
 
+## Predefined values
+
+If you have a *path operation* that receives a *path parameter*, but you want the possible valid *path parameter* values to be predefined, you can use a standard Python <abbr title="Enumeration">`Enum`</abbr>.
+
+### Create an `Enum` class
+
+Import `Enum` and create a sub-class that inherits from it.
+
+And create class attributes with fixed values, those fixed values will be the available valid values:
+
+```Python hl_lines="1 6 7 8 9"
+{!./src/path_params/tutorial005.py!}
+```
+
+!!! info
+    <a href="https://docs.python.org/3/library/enum.html" target="_blank">Enumerations (or enums) are available in Python</a> since version 3.4.
+
+!!! tip
+    If you are wondering, "AlexNet", "ResNet", and "LeNet" are just names of Machine Learning <abbr title="Technically, Deep Learning model architectures">models</abbr>.
+
+### Declare a *path parameter*
+
+Then create a *path parameter* with a type annotation using the enum class you created (`ModelName`):
+
+```Python hl_lines="16"
+{!./src/path_params/tutorial005.py!}
+```
+
+### Check the docs
+
+Because the available values for the *path parameter* are specified, the interactive docs can show them nicely:
+
+<img src="/img/tutorial/path-params/image03.png">
+
+### Working with Python *enumerations*
+
+The value of the *path parameter* will be an *enumeration member*.
+
+#### Compare *enumeration members*
+
+You can compare it with the *enumeration member* in your created enum `ModelName`:
+
+```Python hl_lines="17"
+{!./src/path_params/tutorial005.py!}
+```
+
+#### Get the *enumeration value*
+
+You can get the actual value (a `str` in this case) using `model_name.value`, or in general, `your_enum_member.value`:
+
+```Python hl_lines="19"
+{!./src/path_params/tutorial005.py!}
+```
+
+!!! tip
+    You could also access the value `"lenet"` with `ModelName.lenet.value`.
+
+#### Return *enumeration members*
+
+You can return *enum members* from your *path operation*, even nested in a JSON body (e.g. a `dict`).
+
+They will be converted to their corresponding values before returning them to the client:
+
+```Python hl_lines="18 20 21"
+{!./src/path_params/tutorial005.py!}
+```
+
+## Path parameters containing paths
+
+Let's say you have a *path operation* with a path `/files/{file_path}`.
+
+But you need `file_path` itself to contain a *path*, like `home/johndoe/myfile.txt`.
+
+So, the URL for that file would be something like: `/files/home/johndoe/myfile.txt`.
+
+### OpenAPI support
+
+OpenAPI doesn't support a way to declare a *path parameter* to contain a *path* inside, as that could lead to scenarios that are difficult to test and define.
+
+Nevertheless, you can still do it in **FastAPI**, using one of the internal tools from Starlette.
+
+And the docs would still work, although not adding any documentation telling that the parameter should contain a path.
+
+### Path convertor
+
+Using an option directly from Starlette you can declare a *path parameter* containing a *path* using a URL like:
+
+```
+/files/{file_path:path}
+```
+
+In this case, the name of the parameter is `file_path`, and the last part, `:path`, tells it that the parameter should match any *path*.
+
+So, you can use it with:
+
+```Python hl_lines="6"
+{!./src/path_params/tutorial004.py!}
+```
+
+!!! tip
+    You could need the parameter to contain `/home/johndoe/myfile.txt`, with a leading slash (`/`).
+
+    In that case, the URL would be: `/files//home/johndoe/myfile.txt`, with a double slash (`//`) between `files` and `home`.
 
 ## Recap
 
@@ -127,4 +228,4 @@ With **FastAPI**, by using short, intuitive and standard Python type declaration
 
 And you only have to declare them once.
 
-That's probably the main visible advantage of **FastAPI** compared to alternative frameworks (apart from the raw performance).
+That's probably the main visible advantage of **FastAPI** compared to alternative frameworks (apart from the raw performance).

docs/tutorial/query-params-str-validations.md

@@ -12,7 +12,6 @@ The query parameter `q` is of type `str`, and by default is `None`, so it is opt
 
 We are going to enforce that even though `q` is optional, whenever it is provided, it **doesn't exceed a length of 50 characters**.
 
-
 ### Import `Query`
 
 To achieve that, first import `Query` from `fastapi`:
@@ -29,7 +28,7 @@ And now use it as the default value of your parameter, setting the parameter `ma
 {!./src/query_params_str_validations/tutorial002.py!}
 ```
 
-As we have to replace the default value `None` with `Query(None)`, the first parameter to `Query` serves the same purpose of defining that default value. 
+As we have to replace the default value `None` with `Query(None)`, the first parameter to `Query` serves the same purpose of defining that default value.
 
 So:
 
@@ -41,7 +40,7 @@ q: str = Query(None)
 
 ```Python
 q: str = None
-``` 
+```
 
 But it declares it explicitly as being a query parameter.
 
@@ -53,7 +52,6 @@ q: str = Query(None, max_length=50)
 
 This will validate the data, show a clear error when the data is not valid, and document the parameter in the OpenAPI schema path operation.
 
-
 ## Add more validations
 
 You can also add a parameter `min_length`:
@@ -119,7 +117,7 @@ So, when you need to declare a value as required while using `Query`, you can us
 {!./src/query_params_str_validations/tutorial006.py!}
 ```
 
-!!! info 
+!!! info
     If you hadn't seen that `...` before: it is a a special single value, it is <a href="https://docs.python.org/3/library/constants.html#Ellipsis" target="_blank">part of Python and is called "Ellipsis"</a>.
 
 This will let **FastAPI** know that this parameter is required.
@@ -156,11 +154,48 @@ So, the response to that URL would be:
 !!! tip
     To declare a query parameter with a type of `list`, like in the example above, you need to explicitly use `Query`, otherwise it would be interpreted as a request body.
 
-
 The interactive API docs will update accordingly, to allow multiple values:
 
 <img src="/img/tutorial/query-params-str-validations/image02.png">
 
+### Query parameter list / multiple values with defaults
+
+And you can also define a default `list` of values if none are provided:
+
+```Python hl_lines="9"
+{!./src/query_params_str_validations/tutorial012.py!}
+```
+
+If you go to:
+
+```
+http://localhost:8000/items/
+```
+
+the default of `q` will be: `["foo", "bar"]` and your response will be:
+
+```JSON
+{
+  "q": [
+    "foo",
+    "bar"
+  ]
+}
+```
+
+#### Using `list`
+
+You can also use `list` directly instead of `List[str]`:
+
+```Python hl_lines="7"
+{!./src/query_params_str_validations/tutorial013.py!}
+```
+
+!!! note
+    Have in mind that in this case, FastAPI won't check the contents of the list.
+
+    For example, `List[int]` would check (and document) that the contents of the list are integers. But `list` alone wouldn't.
+
 ## Declare more metadata
 
 You can add more information about the parameter.

docs/tutorial/query-params.md

@@ -186,3 +186,39 @@ In this case, there are 3 query parameters:
 * `needy`, a required `str`.
 * `skip`, an `int` with a default value of `0`.
 * `limit`, an optional `int`.
+
+!!! tip
+    You could also use `Enum`s <a href="https://fastapi.tiangolo.com/tutorial/path-params/#predefined-values" target="_blank">the same way as with *path parameters*</a>.
+
+## Optional type declarations
+
+!!! warning
+    This might be an advanced use case.
+
+    You might want to skip it.
+
+If you are using `mypy` it could complain with type declarations like:
+
+```Python
+limit: int = None
+```
+
+With an error like:
+
+```
+Incompatible types in assignment (expression has type "None", variable has type "int")
+```
+
+In those cases you can use `Optional` to tell `mypy` that the value could be `None`, like:
+
+```Python
+from typing import Optional
+
+limit: Optional[int] = None
+```
+
+In a *path operation* that could look like:
+
+```Python hl_lines="9"
+{!./src/query_params/tutorial007.py!}
+```

docs/tutorial/response-model.md

@@ -13,12 +13,14 @@ You can declare the model used for the response with the parameter `response_mod
 !!! note
     Notice that `response_model` is a parameter of the "decorator" method (`get`, `post`, etc). Not of your path operation function, like all the parameters and body.
 
-It receives a standard Pydantic model and will:
+It receives the same type you would declare for a Pydantic model attribute, so, it can be a Pydantic model, but it can also be, e.g. a `list` of Pydantic models, like `List[Item]`.
 
-* Convert the output data to the type declarations of the model
-* Validate the data
-* Add a JSON Schema for the response, in the OpenAPI path operation
-* Will be used by the automatic documentation systems
+FastAPI will use this `response_model` to:
+
+* Convert the output data to its type declaration.
+* Validate the data.
+* Add a JSON Schema for the response, in the OpenAPI path operation.
+* Will be used by the automatic documentation systems.
 
 But most importantly:
 
@@ -45,7 +47,7 @@ Now, whenever a browser is creating a user with a password, the API will return
 
 In this case, it might not be a problem, because the user himself is sending the password.
 
-But if we use the same model for another path operation, we could be sending the passwords of our users to every client.
+But if we use the same model for another path operation, we could be sending our user's passwords to every client.
 
 !!! danger
     Never send the plain password of a user in a response.
@@ -82,6 +84,114 @@ And both models will be used for the interactive API documentation:
 
 <img src="/img/tutorial/response-model/image02.png">
 
+## Response Model encoding parameters
+
+Your response model could have default values, like:
+
+```Python hl_lines="11 13 14"
+{!./src/response_model/tutorial004.py!}
+```
+
+* `description: str = None` has a default of `None`.
+* `tax: float = None` has a default of `None`.
+* `tags: List[str] = []` has a default of an empty list: `[]`.
+
+but you might want to omit them from the result if they were not actually stored.
+
+For example, if you have models with many optional attributes in a NoSQL database, but you don't want to send very long JSON responses full of default values.
+
+### Use the `response_model_skip_defaults` parameter
+
+You can set the *path operation decorator* parameter `response_model_skip_defaults=True`:
+
+```Python hl_lines="24"
+{!./src/response_model/tutorial004.py!}
+```
+
+and those default values won't be included in the response.
+
+So, if you send a request to that *path operation* for the item with ID `foo`, the response (not including default values) will be:
+
+```JSON
+{
+    "name": "Foo",
+    "price": 50.2
+}
+```
+
+!!! info
+    FastAPI uses Pydantic model's `.dict()` with <a href="https://pydantic-docs.helpmanual.io/#copying" target="_blank">its `skip_defaults` parameter</a> to achieve this.
+
+#### Data with values for fields with defaults
+
+But if your data has values for the model's fields with default values, like the item with ID `bar`:
+
+```Python hl_lines="3 5"
+{
+    "name": "Bar",
+    "description": "The bartenders",
+    "price": 62,
+    "tax": 20.2
+}
+```
+
+they will be included in the response.
+
+#### Data with the same values as the defaults
+
+If the data has the same values as the default ones, like the item with ID `baz`:
+
+```Python hl_lines="3 5 6"
+{
+    "name": "Baz",
+    "description": None,
+    "price": 50.2,
+    "tax": 10.5,
+    "tags": []
+}
+```
+
+FastAPI is smart enough (actually, Pydantic is smart enough) to realize that, even though `description`, `tax`, and `tags` have the same values as the defaults, they were set explicitly (instead of taken from the defaults).
+
+So, they will be included in the JSON response.
+
+!!! tip
+    Notice that the default values can be anything, not only `None`.
+
+    They can be a list (`[]`), a `float` of `10.5`, etc.
+
+### `response_model_include` and `response_model_exclude`
+
+You can also use the *path operation decorator* parameters `response_model_include` and `response_model_exclude`.
+
+They take a `set` of `str` with the name of the attributes to include (omitting the rest) or to exclude (including the rest).
+
+This can be used as a quick shortcut if you have only one Pydantic model and want to remove some data from the output.
+
+!!! tip
+    But it is still recommended to use the ideas above, using multiple classes, instead of these parameters.
+
+    This is because the JSON Schema generated in your app's OpenAPI (and the docs) will still be the one for the complete model, even if you use `response_model_include` or `response_model_exclude` to omit some attributes.
+
+```Python hl_lines="29 35"
+{!./src/response_model/tutorial005.py!}
+```
+
+!!! tip
+    The syntax `{"name", "description"}` creates a `set` with those two values.
+
+    It is equivalent to `set(["name", "description"])`.
+
+#### Using `list`s instead of `set`s
+
+If you forget to use a `set` and use a `list` or `tuple` instead, FastAPI will still convert it to a `set` and it will work correctly:
+
+```Python hl_lines="29 35"
+{!./src/response_model/tutorial006.py!}
+```
+
 ## Recap
 
 Use the path operation decorator's parameter `response_model` to define response models and especially to ensure private data is filtered out.
+
+Use `response_model_skip_defaults` to return only the values explicitly set.

docs/tutorial/security/oauth2-scopes.md

@@ -247,4 +247,4 @@ The most secure is the code flow, but is more complex to implement as it require
 
 ## `Security` in decorator `dependencies`
 
-The same way you can define a `list` of <a href="https://fastapi.tiangolo.com/tutorial/dependencies/dependencies-in-decorator/" target="_blank">`Depends` in the decorator's `dependencies` parameter</a>, you could also use `Security` with `scopes` there.
+The same way you can define a `list` of <a href="https://fastapi.tiangolo.com/tutorial/dependencies/dependencies-in-path-operation-decorators/" target="_blank">`Depends` in the decorator's `dependencies` parameter</a>, you could also use `Security` with `scopes` there.

docs/tutorial/testing-dependencies.md

@@ -0,0 +1,59 @@
+## Overriding dependencies during testing
+
+There are some scenarios where you might want to override a dependency during testing.
+
+You don't want the original dependency to run (nor any of the sub-dependencies it might have).
+
+Instead, you want to provide a different dependency that will be used only during tests (possibly only some specific tests), and will provide a value that can be used where the value of the original dependency was used.
+
+### Use cases: external service
+
+An example could be that you have an external authentication provider that you need to call.
+
+You send it a token and it returns an authenticated user.
+
+This provider might be charging you per request, and calling it might take some extra time than if you had a fixed mock user for tests.
+
+You probably want to test the external provider once, but not necessarily call it for every test that runs.
+
+In this case, you can override the dependency that calls that provider, and use a custom dependency that returns a mock user, only for your tests.
+
+### Use case: testing database
+
+Other example could be that you are using a specific database only for testing.
+
+Your normal dependency would return a database session.
+
+But then, after each test, you could want to rollback all the operations or remove data.
+
+Or you could want to alter the data before the tests run, etc.
+
+In this case, you could use a dependency override to return your *custom* database session instead of the one that would be used normally.
+
+### Use the `app.dependency_overrides` attribute
+
+For these cases, your **FastAPI** application has an attribute `app.dependency_overrides`, it is a simple `dict`.
+
+To override a dependency for testing, you put as a key the original dependency (a function), and as the value, your dependency override (another function).
+
+And then **FastAPI** will call that override instead of the original dependency.
+
+```Python hl_lines="24 25 28"
+{!./src/dependency_testing/tutorial001.py!}
+```
+
+!!! tip
+    You can set a dependency override for a dependency used anywhere in your **FastAPI** application.
+
+    The original dependency could be used in a *path operation function*, a *path operation decorator* (when you don't use the return value), a `.include_router()` call, etc.
+
+    FastAPI will still be able to override it.
+
+Then you can reset your overrides (remove them) by setting `app.dependency_overrides` to be an empty `dict`:
+
+```Python
+app.dependency_overrides = {}
+```
+
+!!! tip
+    If you want to override a dependency only during some tests, you can set the override at the beginning of the test (inside the test function) and reset it at the end (at the end of the test function).

docs/tutorial/testing.md

@@ -22,12 +22,11 @@ Write simple `assert` statements with the standard Python expressions that you n
 
 !!! tip
     Notice that the testing functions are normal `def`, not `async def`. 
-    
+
     And the calls to the client are also normal calls, not using `await`.
 
     This allows you to use `pytest` directly without complications.
 
-
 ## Separating tests
 
 In a real application, you probably would have your tests in a different file.
@@ -50,6 +49,51 @@ Then you could have a file `test_main.py` with your tests, and import your `app`
 {!./src/app_testing/test_main.py!}
 ```
 
+## Testing: extended example
+
+Now let's extend this example and add more details to see how to test different parts.
+
+### Extended **FastAPI** app file
+
+Let's say you have a file `main_b.py` with your **FastAPI** app.
+
+It has a `GET` operation that could return an error.
+
+It has a `POST` operation that could return several errors.
+
+Both *path operations* require an `X-Token` header.
+
+```Python
+{!./src/app_testing/main_b.py!}
+```
+
+### Extended testing file
+
+You could then have a `test_main_b.py`, the same as before, with the extended tests:
+
+```Python
+{!./src/app_testing/test_main_b.py!}
+```
+
+Whenever you need the client to pass information in the request and you don't know how to, you can search (Google) how to do it in `requests`.
+
+Then you just do the same in your tests.
+
+E.g.:
+
+* To pass a *path* or *query* parameter, add it to the URL itself.
+* To pass a JSON body, pass a Python object (e.g. a `dict`) to the parameter `json`.
+* If you need to send *Form Data* instead of JSON, use the `data` parameter instead.
+* To pass *headers*, use a `dict` in the `headers` parameter.
+* For *cookies*, a `dict` in the `cookies` parameter.
+
+For more information about how to pass data to the backend (using `requests` or the `TestClient`) check the <a href="http://docs.python-requests.org" target="_blank">Requests documentation</a>.
+
+!!! info
+    Note that the `TestClient` receives data that can be converted to JSON, not Pydantic models.
+
+    If you have a Pydantic model in your test and you want to send its data to the application during testing, you can use the <a href="https://fastapi.tiangolo.com/tutorial/encoder/" target="_blank">JSON compatible encoder: `jsonable_encoder`</a>.
+
 ## Testing WebSockets
 
 You can use the same `TestClient` to test WebSockets.

fastapi/__init__.py

@@ -1,6 +1,6 @@
 """FastAPI framework, high performance, easy to learn, fast to code, ready for production"""
 
-__version__ = "0.24.0"
+__version__ = "0.28.0"
 
 from starlette.background import BackgroundTasks
 

fastapi/applications.py

@@ -1,6 +1,11 @@
-from typing import Any, Callable, Dict, List, Optional, Type, Union
+from typing import Any, Callable, Dict, List, Optional, Set, Type, Union
 
 from fastapi import routing
+from fastapi.exception_handlers import (
+    http_exception_handler,
+    request_validation_exception_handler,
+)
+from fastapi.exceptions import RequestValidationError
 from fastapi.openapi.docs import (
     get_redoc_html,
     get_swagger_ui_html,
@@ -8,7 +13,6 @@ from fastapi.openapi.docs import (
 )
 from fastapi.openapi.utils import get_openapi
 from fastapi.params import Depends
-from pydantic import BaseModel
 from starlette.applications import Starlette
 from starlette.exceptions import ExceptionMiddleware, HTTPException
 from starlette.middleware.errors import ServerErrorMiddleware
@@ -17,16 +21,6 @@ from starlette.responses import HTMLResponse, JSONResponse, Response
 from starlette.routing import BaseRoute
 
 
-async def http_exception(request: Request, exc: HTTPException) -> JSONResponse:
-    headers = getattr(exc, "headers", None)
-    if headers:
-        return JSONResponse(
-            {"detail": exc.detail}, status_code=exc.status_code, headers=headers
-        )
-    else:
-        return JSONResponse({"detail": exc.detail}, status_code=exc.status_code)
-
-
 class FastAPI(Starlette):
     def __init__(
         self,
@@ -44,7 +38,9 @@ class FastAPI(Starlette):
         **extra: Dict[str, Any],
     ) -> None:
         self._debug = debug
-        self.router: routing.APIRouter = routing.APIRouter(routes)
+        self.router: routing.APIRouter = routing.APIRouter(
+            routes, dependency_overrides_provider=self
+        )
         self.exception_middleware = ExceptionMiddleware(self.router, debug=debug)
         self.error_middleware = ServerErrorMiddleware(
             self.exception_middleware, debug=debug
@@ -59,6 +55,7 @@ class FastAPI(Starlette):
         self.redoc_url = redoc_url
         self.swagger_ui_oauth2_redirect_url = swagger_ui_oauth2_redirect_url
         self.extra = extra
+        self.dependency_overrides: Dict[Callable, Callable] = {}
 
         self.openapi_version = "3.0.2"
 
@@ -120,14 +117,17 @@ class FastAPI(Starlette):
                 )
 
             self.add_route(self.redoc_url, redoc_html, include_in_schema=False)
-        self.add_exception_handler(HTTPException, http_exception)
+        self.add_exception_handler(HTTPException, http_exception_handler)
+        self.add_exception_handler(
+            RequestValidationError, request_validation_exception_handler
+        )
 
     def add_api_route(
         self,
         path: str,
         endpoint: Callable,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -138,6 +138,10 @@ class FastAPI(Starlette):
         deprecated: bool = None,
         methods: List[str] = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -156,6 +160,10 @@ class FastAPI(Starlette):
             deprecated=deprecated,
             methods=methods,
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -165,7 +173,7 @@ class FastAPI(Starlette):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -176,6 +184,10 @@ class FastAPI(Starlette):
         deprecated: bool = None,
         methods: List[str] = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -195,6 +207,10 @@ class FastAPI(Starlette):
                 deprecated=deprecated,
                 methods=methods,
                 operation_id=operation_id,
+                response_model_include=response_model_include,
+                response_model_exclude=response_model_exclude,
+                response_model_by_alias=response_model_by_alias,
+                response_model_skip_defaults=response_model_skip_defaults,
                 include_in_schema=include_in_schema,
                 response_class=response_class,
                 name=name,
@@ -236,7 +252,7 @@ class FastAPI(Starlette):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -246,6 +262,10 @@ class FastAPI(Starlette):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -262,6 +282,10 @@ class FastAPI(Starlette):
             responses=responses or {},
             deprecated=deprecated,
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -271,7 +295,7 @@ class FastAPI(Starlette):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -281,6 +305,10 @@ class FastAPI(Starlette):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -297,6 +325,10 @@ class FastAPI(Starlette):
             responses=responses or {},
             deprecated=deprecated,
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -306,7 +338,7 @@ class FastAPI(Starlette):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -316,6 +348,10 @@ class FastAPI(Starlette):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -332,6 +368,10 @@ class FastAPI(Starlette):
             responses=responses or {},
             deprecated=deprecated,
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -341,7 +381,7 @@ class FastAPI(Starlette):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -351,6 +391,10 @@ class FastAPI(Starlette):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -366,7 +410,11 @@ class FastAPI(Starlette):
             response_description=response_description,
             responses=responses or {},
             deprecated=deprecated,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
             operation_id=operation_id,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -376,7 +424,7 @@ class FastAPI(Starlette):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -386,6 +434,10 @@ class FastAPI(Starlette):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -402,6 +454,10 @@ class FastAPI(Starlette):
             responses=responses or {},
             deprecated=deprecated,
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -411,7 +467,7 @@ class FastAPI(Starlette):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -421,6 +477,10 @@ class FastAPI(Starlette):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -437,6 +497,10 @@ class FastAPI(Starlette):
             responses=responses or {},
             deprecated=deprecated,
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -446,7 +510,7 @@ class FastAPI(Starlette):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -456,6 +520,10 @@ class FastAPI(Starlette):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -472,6 +540,10 @@ class FastAPI(Starlette):
             responses=responses or {},
             deprecated=deprecated,
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -481,7 +553,7 @@ class FastAPI(Starlette):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[Depends] = None,
@@ -491,6 +563,10 @@ class FastAPI(Starlette):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -507,6 +583,10 @@ class FastAPI(Starlette):
             responses=responses or {},
             deprecated=deprecated,
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,

fastapi/dependencies/models.py

@@ -30,6 +30,8 @@ class Dependant:
         background_tasks_param_name: str = None,
         security_scopes_param_name: str = None,
         security_scopes: List[str] = None,
+        use_cache: bool = True,
+        path: str = None,
     ) -> None:
         self.path_params = path_params or []
         self.query_params = query_params or []
@@ -45,3 +47,8 @@ class Dependant:
         self.security_scopes_param_name = security_scopes_param_name
         self.name = name
         self.call = call
+        self.use_cache = use_cache
+        # Store the path to be able to re-generate a dependable from it in overrides
+        self.path = path
+        # Save the cache key at creation to optimize performance
+        self.cache_key = (self.call, tuple(sorted(set(self.security_scopes or []))))

fastapi/dependencies/utils.py

@@ -1,8 +1,6 @@
 import asyncio
 import inspect
 from copy import deepcopy
-from datetime import date, datetime, time, timedelta
-from decimal import Decimal
 from typing import (
     Any,
     Callable,
@@ -14,8 +12,8 @@ from typing import (
     Tuple,
     Type,
     Union,
+    cast,
 )
-from uuid import UUID
 
 from fastapi import params
 from fastapi.dependencies.models import Dependant, SecurityRequirement
@@ -23,7 +21,7 @@ from fastapi.security.base import SecurityBase
 from fastapi.security.oauth2 import OAuth2, SecurityScopes
 from fastapi.security.open_id_connect_url import OpenIdConnect
 from fastapi.utils import get_path_param_names
-from pydantic import BaseConfig, Schema, create_model
+from pydantic import BaseConfig, BaseModel, Schema, create_model
 from pydantic.error_wrappers import ErrorWrapper
 from pydantic.errors import MissingError
 from pydantic.fields import Field, Required, Shape
@@ -35,22 +33,21 @@ from starlette.datastructures import FormData, Headers, QueryParams, UploadFile
 from starlette.requests import Request
 from starlette.websockets import WebSocket
 
-param_supported_types = (
-    str,
-    int,
-    float,
-    bool,
-    UUID,
-    date,
-    datetime,
-    time,
-    timedelta,
-    Decimal,
-)
-
-sequence_shapes = {Shape.LIST, Shape.SET, Shape.TUPLE}
+sequence_shapes = {
+    Shape.LIST,
+    Shape.SET,
+    Shape.TUPLE,
+    Shape.SEQUENCE,
+    Shape.TUPLE_ELLIPS,
+}
 sequence_types = (list, set, tuple)
-sequence_shape_to_type = {Shape.LIST: list, Shape.SET: set, Shape.TUPLE: tuple}
+sequence_shape_to_type = {
+    Shape.LIST: list,
+    Shape.SET: set,
+    Shape.TUPLE: tuple,
+    Shape.SEQUENCE: list,
+    Shape.TUPLE_ELLIPS: list,
+}
 
 
 def get_param_sub_dependant(
@@ -98,7 +95,11 @@ def get_sub_dependant(
             security_scheme=dependency, scopes=use_scopes
         )
     sub_dependant = get_dependant(
-        path=path, call=dependency, name=name, security_scopes=security_scopes
+        path=path,
+        call=dependency,
+        name=name,
+        security_scopes=security_scopes,
+        use_cache=depends.use_cache,
     )
     if security_requirement:
         sub_dependant.security_requirements.append(security_requirement)
@@ -114,6 +115,8 @@ def get_flat_dependant(dependant: Dependant) -> Dependant:
         cookie_params=dependant.cookie_params.copy(),
         body_params=dependant.body_params.copy(),
         security_schemes=dependant.security_requirements.copy(),
+        use_cache=dependant.use_cache,
+        path=dependant.path,
     )
     for sub_dependant in dependant.dependencies:
         flat_sub = get_flat_dependant(sub_dependant)
@@ -126,90 +129,113 @@ def get_flat_dependant(dependant: Dependant) -> Dependant:
     return flat_dependant
 
 
+def is_scalar_field(field: Field) -> bool:
+    return (
+        field.shape == Shape.SINGLETON
+        and not lenient_issubclass(field.type_, BaseModel)
+        and not lenient_issubclass(field.type_, sequence_types + (dict,))
+        and not isinstance(field.schema, params.Body)
+    )
+
+
+def is_scalar_sequence_field(field: Field) -> bool:
+    if (field.shape in sequence_shapes) and not lenient_issubclass(
+        field.type_, BaseModel
+    ):
+        if field.sub_fields is not None:
+            for sub_field in field.sub_fields:
+                if not is_scalar_field(sub_field):
+                    return False
+        return True
+    if lenient_issubclass(field.type_, sequence_types):
+        return True
+    return False
+
+
 def get_dependant(
-    *, path: str, call: Callable, name: str = None, security_scopes: List[str] = None
+    *,
+    path: str,
+    call: Callable,
+    name: str = None,
+    security_scopes: List[str] = None,
+    use_cache: bool = True,
 ) -> Dependant:
     path_param_names = get_path_param_names(path)
     endpoint_signature = inspect.signature(call)
     signature_params = endpoint_signature.parameters
-    dependant = Dependant(call=call, name=name)
-    for param_name in signature_params:
-        param = signature_params[param_name]
+    dependant = Dependant(call=call, name=name, path=path, use_cache=use_cache)
+    for param_name, param in signature_params.items():
         if isinstance(param.default, params.Depends):
             sub_dependant = get_param_sub_dependant(
                 param=param, path=path, security_scopes=security_scopes
             )
             dependant.dependencies.append(sub_dependant)
-    for param_name in signature_params:
-        param = signature_params[param_name]
-        if (
-            (param.default == param.empty) or isinstance(param.default, params.Path)
-        ) and (param_name in path_param_names):
-            assert (
-                lenient_issubclass(param.annotation, param_supported_types)
-                or param.annotation == param.empty
+    for param_name, param in signature_params.items():
+        if isinstance(param.default, params.Depends):
+            continue
+        if add_non_field_param_to_dependency(param=param, dependant=dependant):
+            continue
+        param_field = get_param_field(param=param, default_schema=params.Query)
+        if param_name in path_param_names:
+            assert param.default == param.empty or isinstance(
+                param.default, params.Path
+            ), "Path params must have no defaults or use Path(...)"
+            assert is_scalar_field(
+                field=param_field
             ), f"Path params must be of one of the supported types"
-            add_param_to_fields(
+            param_field = get_param_field(
                 param=param,
-                dependant=dependant,
                 default_schema=params.Path,
                 force_type=params.ParamTypes.path,
             )
-        elif (
-            param.default == param.empty
-            or param.default is None
-            or isinstance(param.default, param_supported_types)
-        ) and (
-            param.annotation == param.empty
-            or lenient_issubclass(param.annotation, param_supported_types)
-        ):
-            add_param_to_fields(
-                param=param, dependant=dependant, default_schema=params.Query
-            )
-        elif isinstance(param.default, params.Param):
-            if param.annotation != param.empty:
-                origin = getattr(param.annotation, "__origin__", None)
-                param_all_types = param_supported_types + (list, tuple, set)
-                if isinstance(param.default, (params.Query, params.Header)):
-                    assert lenient_issubclass(
-                        param.annotation, param_all_types
-                    ) or lenient_issubclass(
-                        origin, param_all_types
-                    ), f"Parameters for Query and Header must be of type str, int, float, bool, list, tuple or set: {param}"
-                else:
-                    assert lenient_issubclass(
-                        param.annotation, param_supported_types
-                    ), f"Parameters for Path and Cookies must be of type str, int, float, bool: {param}"
-            add_param_to_fields(
-                param=param, dependant=dependant, default_schema=params.Query
-            )
-        elif lenient_issubclass(param.annotation, Request):
-            dependant.request_param_name = param_name
-        elif lenient_issubclass(param.annotation, WebSocket):
-            dependant.websocket_param_name = param_name
-        elif lenient_issubclass(param.annotation, BackgroundTasks):
-            dependant.background_tasks_param_name = param_name
-        elif lenient_issubclass(param.annotation, SecurityScopes):
-            dependant.security_scopes_param_name = param_name
-        elif not isinstance(param.default, params.Depends):
-            add_param_to_body_fields(param=param, dependant=dependant)
+            add_param_to_fields(field=param_field, dependant=dependant)
+        elif is_scalar_field(field=param_field):
+            add_param_to_fields(field=param_field, dependant=dependant)
+        elif isinstance(
+            param.default, (params.Query, params.Header)
+        ) and is_scalar_sequence_field(param_field):
+            add_param_to_fields(field=param_field, dependant=dependant)
+        else:
+            assert isinstance(
+                param_field.schema, params.Body
+            ), f"Param: {param_field.name} can only be a request body, using Body(...)"
+            dependant.body_params.append(param_field)
     return dependant
 
 
-def add_param_to_fields(
+def add_non_field_param_to_dependency(
+    *, param: inspect.Parameter, dependant: Dependant
+) -> Optional[bool]:
+    if lenient_issubclass(param.annotation, Request):
+        dependant.request_param_name = param.name
+        return True
+    elif lenient_issubclass(param.annotation, WebSocket):
+        dependant.websocket_param_name = param.name
+        return True
+    elif lenient_issubclass(param.annotation, BackgroundTasks):
+        dependant.background_tasks_param_name = param.name
+        return True
+    elif lenient_issubclass(param.annotation, SecurityScopes):
+        dependant.security_scopes_param_name = param.name
+        return True
+    return None
+
+
+def get_param_field(
     *,
     param: inspect.Parameter,
-    dependant: Dependant,
-    default_schema: Type[Schema] = params.Param,
+    default_schema: Type[params.Param] = params.Param,
     force_type: params.ParamTypes = None,
-) -> None:
+) -> Field:
     default_value = Required
+    had_schema = False
     if not param.default == param.empty:
         default_value = param.default
-    if isinstance(default_value, params.Param):
+    if isinstance(default_value, Schema):
+        had_schema = True
         schema = default_value
         default_value = schema.default
-        if getattr(schema, "in_", None) is None:
+        if isinstance(schema, params.Param) and getattr(schema, "in_", None) is None:
             schema.in_ = default_schema.in_
         if force_type:
             schema.in_ = force_type
@@ -234,43 +260,26 @@ def add_param_to_fields(
         class_validators={},
         schema=schema,
     )
-    if schema.in_ == params.ParamTypes.path:
+    if not had_schema and not is_scalar_field(field=field):
+        field.schema = params.Body(schema.default)
+    return field
+
+
+def add_param_to_fields(*, field: Field, dependant: Dependant) -> None:
+    field.schema = cast(params.Param, field.schema)
+    if field.schema.in_ == params.ParamTypes.path:
         dependant.path_params.append(field)
-    elif schema.in_ == params.ParamTypes.query:
+    elif field.schema.in_ == params.ParamTypes.query:
         dependant.query_params.append(field)
-    elif schema.in_ == params.ParamTypes.header:
+    elif field.schema.in_ == params.ParamTypes.header:
         dependant.header_params.append(field)
     else:
         assert (
-            schema.in_ == params.ParamTypes.cookie
-        ), f"non-body parameters must be in path, query, header or cookie: {param.name}"
+            field.schema.in_ == params.ParamTypes.cookie
+        ), f"non-body parameters must be in path, query, header or cookie: {field.name}"
         dependant.cookie_params.append(field)
 
 
-def add_param_to_body_fields(*, param: inspect.Parameter, dependant: Dependant) -> None:
-    default_value = Required
-    if not param.default == param.empty:
-        default_value = param.default
-    if isinstance(default_value, Schema):
-        schema = default_value
-        default_value = schema.default
-    else:
-        schema = Schema(default_value)
-    required = default_value == Required
-    annotation = get_annotation_from_schema(param.annotation, schema)
-    field = Field(
-        name=param.name,
-        type_=annotation,
-        default=None if required else default_value,
-        alias=schema.alias or param.name,
-        required=required,
-        model_config=BaseConfig,
-        class_validators={},
-        schema=schema,
-    )
-    dependant.body_params.append(field)
-
-
 def is_coroutine_callable(call: Callable) -> bool:
     if inspect.isfunction(call):
         return asyncio.iscoroutinefunction(call)
@@ -286,26 +295,63 @@ async def solve_dependencies(
     dependant: Dependant,
     body: Dict[str, Any] = None,
     background_tasks: BackgroundTasks = None,
-) -> Tuple[Dict[str, Any], List[ErrorWrapper], Optional[BackgroundTasks]]:
+    dependency_overrides_provider: Any = None,
+    dependency_cache: Dict[Tuple[Callable, Tuple[str]], Any] = None,
+) -> Tuple[
+    Dict[str, Any],
+    List[ErrorWrapper],
+    Optional[BackgroundTasks],
+    Dict[Tuple[Callable, Tuple[str]], Any],
+]:
     values: Dict[str, Any] = {}
     errors: List[ErrorWrapper] = []
+    dependency_cache = dependency_cache or {}
+    sub_dependant: Dependant
     for sub_dependant in dependant.dependencies:
-        sub_values, sub_errors, background_tasks = await solve_dependencies(
+        sub_dependant.call = cast(Callable, sub_dependant.call)
+        sub_dependant.cache_key = cast(
+            Tuple[Callable, Tuple[str]], sub_dependant.cache_key
+        )
+        call = sub_dependant.call
+        use_sub_dependant = sub_dependant
+        if (
+            dependency_overrides_provider
+            and dependency_overrides_provider.dependency_overrides
+        ):
+            original_call = sub_dependant.call
+            call = getattr(
+                dependency_overrides_provider, "dependency_overrides", {}
+            ).get(original_call, original_call)
+            use_path: str = sub_dependant.path  # type: ignore
+            use_sub_dependant = get_dependant(
+                path=use_path,
+                call=call,
+                name=sub_dependant.name,
+                security_scopes=sub_dependant.security_scopes,
+            )
+
+        sub_values, sub_errors, background_tasks, sub_dependency_cache = await solve_dependencies(
             request=request,
-            dependant=sub_dependant,
+            dependant=use_sub_dependant,
             body=body,
             background_tasks=background_tasks,
+            dependency_overrides_provider=dependency_overrides_provider,
+            dependency_cache=dependency_cache,
         )
+        dependency_cache.update(sub_dependency_cache)
         if sub_errors:
             errors.extend(sub_errors)
             continue
-        assert sub_dependant.call is not None, "sub_dependant.call must be a function"
-        if is_coroutine_callable(sub_dependant.call):
-            solved = await sub_dependant.call(**sub_values)
+        if sub_dependant.use_cache and sub_dependant.cache_key in dependency_cache:
+            solved = dependency_cache[sub_dependant.cache_key]
+        elif is_coroutine_callable(call):
+            solved = await call(**sub_values)
         else:
-            solved = await run_in_threadpool(sub_dependant.call, **sub_values)
+            solved = await run_in_threadpool(call, **sub_values)
         if sub_dependant.name is not None:
             values[sub_dependant.name] = solved
+        if sub_dependant.cache_key not in dependency_cache:
+            dependency_cache[sub_dependant.cache_key] = solved
     path_values, path_errors = request_params_to_args(
         dependant.path_params, request.path_params
     )
@@ -341,7 +387,7 @@ async def solve_dependencies(
         values[dependant.security_scopes_param_name] = SecurityScopes(
             scopes=dependant.security_scopes
         )
-    return values, errors, background_tasks
+    return values, errors, background_tasks, dependency_cache
 
 
 def request_params_to_args(
@@ -351,10 +397,10 @@ def request_params_to_args(
     values = {}
     errors = []
     for field in required_params:
-        if field.shape in sequence_shapes and isinstance(
+        if is_scalar_sequence_field(field) and isinstance(
             received_params, (QueryParams, Headers)
         ):
-            value = received_params.getlist(field.alias)
+            value = received_params.getlist(field.alias) or field.default
         else:
             value = received_params.get(field.alias)
         schema: params.Param = field.schema

fastapi/encoders.py

@@ -11,14 +11,24 @@ def jsonable_encoder(
     include: Set[str] = None,
     exclude: Set[str] = set(),
     by_alias: bool = True,
+    skip_defaults: bool = False,
     include_none: bool = True,
     custom_encoder: dict = {},
     sqlalchemy_safe: bool = True,
 ) -> Any:
+    if include is not None and not isinstance(include, set):
+        include = set(include)
+    if exclude is not None and not isinstance(exclude, set):
+        exclude = set(exclude)
     if isinstance(obj, BaseModel):
         encoder = getattr(obj.Config, "json_encoders", custom_encoder)
         return jsonable_encoder(
-            obj.dict(include=include, exclude=exclude, by_alias=by_alias),
+            obj.dict(
+                include=include,
+                exclude=exclude,
+                by_alias=by_alias,
+                skip_defaults=skip_defaults,
+            ),
             include_none=include_none,
             custom_encoder=encoder,
             sqlalchemy_safe=sqlalchemy_safe,
@@ -42,6 +52,7 @@ def jsonable_encoder(
                 encoded_key = jsonable_encoder(
                     key,
                     by_alias=by_alias,
+                    skip_defaults=skip_defaults,
                     include_none=include_none,
                     custom_encoder=custom_encoder,
                     sqlalchemy_safe=sqlalchemy_safe,
@@ -49,6 +60,7 @@ def jsonable_encoder(
                 encoded_value = jsonable_encoder(
                     value,
                     by_alias=by_alias,
+                    skip_defaults=skip_defaults,
                     include_none=include_none,
                     custom_encoder=custom_encoder,
                     sqlalchemy_safe=sqlalchemy_safe,
@@ -64,6 +76,7 @@ def jsonable_encoder(
                     include=include,
                     exclude=exclude,
                     by_alias=by_alias,
+                    skip_defaults=skip_defaults,
                     include_none=include_none,
                     custom_encoder=custom_encoder,
                     sqlalchemy_safe=sqlalchemy_safe,
@@ -91,6 +104,7 @@ def jsonable_encoder(
     return jsonable_encoder(
         data,
         by_alias=by_alias,
+        skip_defaults=skip_defaults,
         include_none=include_none,
         custom_encoder=custom_encoder,
         sqlalchemy_safe=sqlalchemy_safe,

fastapi/exception_handlers.py

@@ -0,0 +1,23 @@
+from fastapi.exceptions import RequestValidationError
+from starlette.exceptions import HTTPException
+from starlette.requests import Request
+from starlette.responses import JSONResponse
+from starlette.status import HTTP_422_UNPROCESSABLE_ENTITY
+
+
+async def http_exception_handler(request: Request, exc: HTTPException) -> JSONResponse:
+    headers = getattr(exc, "headers", None)
+    if headers:
+        return JSONResponse(
+            {"detail": exc.detail}, status_code=exc.status_code, headers=headers
+        )
+    else:
+        return JSONResponse({"detail": exc.detail}, status_code=exc.status_code)
+
+
+async def request_validation_exception_handler(
+    request: Request, exc: RequestValidationError
+) -> JSONResponse:
+    return JSONResponse(
+        status_code=HTTP_422_UNPROCESSABLE_ENTITY, content={"detail": exc.errors()}
+    )

fastapi/exceptions.py

@@ -1,9 +1,20 @@
+from typing import Any
+
+from pydantic import ValidationError
 from starlette.exceptions import HTTPException as StarletteHTTPException
 
 
 class HTTPException(StarletteHTTPException):
     def __init__(
-        self, status_code: int, detail: str = None, headers: dict = None
+        self, status_code: int, detail: Any = None, headers: dict = None
     ) -> None:
         super().__init__(status_code=status_code, detail=detail)
         self.headers = headers
+
+
+class RequestValidationError(ValidationError):
+    pass
+
+
+class WebSocketRequestValidationError(ValidationError):
+    pass

fastapi/openapi/utils.py

@@ -1,4 +1,4 @@
-from typing import Any, Dict, List, Optional, Sequence, Tuple, Type
+from typing import Any, Dict, List, Optional, Sequence, Tuple, Type, cast
 
 from fastapi import routing
 from fastapi.dependencies.models import Dependant
@@ -9,7 +9,7 @@ from fastapi.openapi.models import OpenAPI
 from fastapi.params import Body, Param
 from fastapi.utils import get_flat_models_from_routes, get_model_definitions
 from pydantic.fields import Field
-from pydantic.schema import Schema, field_schema, get_model_name_map
+from pydantic.schema import field_schema, get_model_name_map
 from pydantic.utils import lenient_issubclass
 from starlette.responses import JSONResponse
 from starlette.routing import BaseRoute
@@ -97,12 +97,8 @@ def get_openapi_operation_request_body(
     body_schema, _ = field_schema(
         body_field, model_name_map=model_name_map, ref_prefix=REF_PREFIX
     )
-    schema: Schema = body_field.schema
-    if isinstance(schema, Body):
-        request_media_type = schema.media_type
-    else:
-        # Includes not declared media types (Schema)
-        request_media_type = "application/json"
+    body_field.schema = cast(Body, body_field.schema)
+    request_media_type = body_field.schema.media_type
     required = body_field.required
     request_body_oai: Dict[str, Any] = {}
     if required:

fastapi/param_functions.py

@@ -238,11 +238,13 @@ def File(  # noqa: N802
     )
 
 
-def Depends(dependency: Callable = None) -> Any:  # noqa: N802
-    return params.Depends(dependency=dependency)
+def Depends(  # noqa: N802
+    dependency: Callable = None, *, use_cache: bool = True
+) -> Any:
+    return params.Depends(dependency=dependency, use_cache=use_cache)
 
 
 def Security(  # noqa: N802
-    dependency: Callable = None, scopes: Sequence[str] = None
+    dependency: Callable = None, *, scopes: Sequence[str] = None, use_cache: bool = True
 ) -> Any:
-    return params.Security(dependency=dependency, scopes=scopes)
+    return params.Security(dependency=dependency, scopes=scopes, use_cache=use_cache)

fastapi/params.py

@@ -308,11 +308,18 @@ class File(Form):
 
 
 class Depends:
-    def __init__(self, dependency: Callable = None):
+    def __init__(self, dependency: Callable = None, *, use_cache: bool = True):
         self.dependency = dependency
+        self.use_cache = use_cache
 
 
 class Security(Depends):
-    def __init__(self, dependency: Callable = None, scopes: Sequence[str] = None):
+    def __init__(
+        self,
+        dependency: Callable = None,
+        *,
+        scopes: Sequence[str] = None,
+        use_cache: bool = True,
+    ):
+        super().__init__(dependency=dependency, use_cache=use_cache)
         self.scopes = scopes or []
-        super().__init__(dependency=dependency)

fastapi/routing.py

@@ -2,7 +2,7 @@ import asyncio
 import inspect
 import logging
 import re
-from typing import Any, Callable, Dict, List, Optional, Type, Union
+from typing import Any, Callable, Dict, List, Optional, Set, Type, Union
 
 from fastapi import params
 from fastapi.dependencies.models import Dependant
@@ -13,6 +13,7 @@ from fastapi.dependencies.utils import (
     solve_dependencies,
 )
 from fastapi.encoders import jsonable_encoder
+from fastapi.exceptions import RequestValidationError, WebSocketRequestValidationError
 from pydantic import BaseConfig, BaseModel, Schema
 from pydantic.error_wrappers import ErrorWrapper, ValidationError
 from pydantic.fields import Field
@@ -28,12 +29,28 @@ from starlette.routing import (
     request_response,
     websocket_session,
 )
-from starlette.status import HTTP_422_UNPROCESSABLE_ENTITY, WS_1008_POLICY_VIOLATION
+from starlette.status import WS_1008_POLICY_VIOLATION
+from starlette.types import ASGIApp
 from starlette.websockets import WebSocket
 
 
-def serialize_response(*, field: Field = None, response: Response) -> Any:
-    encoded = jsonable_encoder(response)
+def serialize_response(
+    *,
+    field: Field = None,
+    response: Response,
+    include: Set[str] = None,
+    exclude: Set[str] = set(),
+    by_alias: bool = True,
+    skip_defaults: bool = False,
+) -> Any:
+
+    encoded = jsonable_encoder(
+        response,
+        include=include,
+        exclude=exclude,
+        by_alias=by_alias,
+        skip_defaults=skip_defaults,
+    )
     if field:
         errors = []
         value, errors_ = field.validate(encoded, {}, loc=("response",))
@@ -43,7 +60,13 @@ def serialize_response(*, field: Field = None, response: Response) -> Any:
             errors.extend(errors_)
         if errors:
             raise ValidationError(errors)
-        return jsonable_encoder(value)
+        return jsonable_encoder(
+            value,
+            include=include,
+            exclude=exclude,
+            by_alias=by_alias,
+            skip_defaults=skip_defaults,
+        )
     else:
         return encoded
 
@@ -54,6 +77,11 @@ def get_app(
     status_code: int = 200,
     response_class: Type[Response] = JSONResponse,
     response_field: Field = None,
+    response_model_include: Set[str] = None,
+    response_model_exclude: Set[str] = set(),
+    response_model_by_alias: bool = True,
+    response_model_skip_defaults: bool = False,
+    dependency_overrides_provider: Any = None,
 ) -> Callable:
     assert dependant.call is not None, "dependant.call must be a function"
     is_coroutine = asyncio.iscoroutinefunction(dependant.call)
@@ -74,14 +102,14 @@ def get_app(
             raise HTTPException(
                 status_code=400, detail="There was an error parsing the body"
             ) from e
-        values, errors, background_tasks = await solve_dependencies(
-            request=request, dependant=dependant, body=body
+        values, errors, background_tasks, _ = await solve_dependencies(
+            request=request,
+            dependant=dependant,
+            body=body,
+            dependency_overrides_provider=dependency_overrides_provider,
         )
         if errors:
-            errors_out = ValidationError(errors)
-            raise HTTPException(
-                status_code=HTTP_422_UNPROCESSABLE_ENTITY, detail=errors_out.errors()
-            )
+            raise RequestValidationError(errors)
         else:
             assert dependant.call is not None, "dependant.call must be a function"
             if is_coroutine:
@@ -93,7 +121,12 @@ def get_app(
                     raw_response.background = background_tasks
                 return raw_response
             response_data = serialize_response(
-                field=response_field, response=raw_response
+                field=response_field,
+                response=raw_response,
+                include=response_model_include,
+                exclude=response_model_exclude,
+                by_alias=response_model_by_alias,
+                skip_defaults=response_model_skip_defaults,
             )
             return response_class(
                 content=response_data,
@@ -104,17 +137,18 @@ def get_app(
     return app
 
 
-def get_websocket_app(dependant: Dependant) -> Callable:
+def get_websocket_app(
+    dependant: Dependant, dependency_overrides_provider: Any = None
+) -> Callable:
     async def app(websocket: WebSocket) -> None:
-        values, errors, _ = await solve_dependencies(
-            request=websocket, dependant=dependant
+        values, errors, _, _2 = await solve_dependencies(
+            request=websocket,
+            dependant=dependant,
+            dependency_overrides_provider=dependency_overrides_provider,
         )
         if errors:
             await websocket.close(code=WS_1008_POLICY_VIOLATION)
-            errors_out = ValidationError(errors)
-            raise HTTPException(
-                status_code=HTTP_422_UNPROCESSABLE_ENTITY, detail=errors_out.errors()
-            )
+            raise WebSocketRequestValidationError(errors)
         assert dependant.call is not None, "dependant.call must me a function"
         await dependant.call(**values)
 
@@ -122,12 +156,24 @@ def get_websocket_app(dependant: Dependant) -> Callable:
 
 
 class APIWebSocketRoute(routing.WebSocketRoute):
-    def __init__(self, path: str, endpoint: Callable, *, name: str = None) -> None:
+    def __init__(
+        self,
+        path: str,
+        endpoint: Callable,
+        *,
+        name: str = None,
+        dependency_overrides_provider: Any = None,
+    ) -> None:
         self.path = path
         self.endpoint = endpoint
         self.name = get_name(endpoint) if name is None else name
         self.dependant = get_dependant(path=path, call=self.endpoint)
-        self.app = websocket_session(get_websocket_app(dependant=self.dependant))
+        self.app = websocket_session(
+            get_websocket_app(
+                dependant=self.dependant,
+                dependency_overrides_provider=dependency_overrides_provider,
+            )
+        )
         regex = "^" + path + "$"
         regex = re.sub("{([a-zA-Z_][a-zA-Z0-9_]*)}", r"(?P<\1>[^/]+)", regex)
         self.path_regex, self.path_format, self.param_convertors = compile_path(path)
@@ -139,7 +185,7 @@ class APIRoute(routing.Route):
         path: str,
         endpoint: Callable,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -151,8 +197,13 @@ class APIRoute(routing.Route):
         name: str = None,
         methods: List[str] = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
+        dependency_overrides_provider: Any = None,
     ) -> None:
         assert path.startswith("/"), "Routed paths must always start with '/'"
         self.path = path
@@ -210,6 +261,10 @@ class APIRoute(routing.Route):
             methods = ["GET"]
         self.methods = methods
         self.operation_id = operation_id
+        self.response_model_include = response_model_include
+        self.response_model_exclude = response_model_exclude
+        self.response_model_by_alias = response_model_by_alias
+        self.response_model_skip_defaults = response_model_skip_defaults
         self.include_in_schema = include_in_schema
         self.response_class = response_class
 
@@ -217,12 +272,14 @@ class APIRoute(routing.Route):
         assert inspect.isfunction(endpoint) or inspect.ismethod(
             endpoint
         ), f"An endpoint must be a function or method"
-        self.dependant = get_dependant(path=path, call=self.endpoint)
+        self.dependant = get_dependant(path=self.path_format, call=self.endpoint)
         for depends in self.dependencies[::-1]:
             self.dependant.dependencies.insert(
-                0, get_parameterless_sub_dependant(depends=depends, path=path)
+                0,
+                get_parameterless_sub_dependant(depends=depends, path=self.path_format),
             )
         self.body_field = get_body_field(dependant=self.dependant, name=self.name)
+        self.dependency_overrides_provider = dependency_overrides_provider
         self.app = request_response(
             get_app(
                 dependant=self.dependant,
@@ -230,17 +287,34 @@ class APIRoute(routing.Route):
                 status_code=self.status_code,
                 response_class=self.response_class,
                 response_field=self.response_field,
+                response_model_include=self.response_model_include,
+                response_model_exclude=self.response_model_exclude,
+                response_model_by_alias=self.response_model_by_alias,
+                response_model_skip_defaults=self.response_model_skip_defaults,
+                dependency_overrides_provider=self.dependency_overrides_provider,
             )
         )
 
 
 class APIRouter(routing.Router):
+    def __init__(
+        self,
+        routes: List[routing.BaseRoute] = None,
+        redirect_slashes: bool = True,
+        default: ASGIApp = None,
+        dependency_overrides_provider: Any = None,
+    ) -> None:
+        super().__init__(
+            routes=routes, redirect_slashes=redirect_slashes, default=default
+        )
+        self.dependency_overrides_provider = dependency_overrides_provider
+
     def add_api_route(
         self,
         path: str,
         endpoint: Callable,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -251,6 +325,10 @@ class APIRouter(routing.Router):
         deprecated: bool = None,
         methods: List[str] = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -269,9 +347,14 @@ class APIRouter(routing.Router):
             deprecated=deprecated,
             methods=methods,
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
+            dependency_overrides_provider=self.dependency_overrides_provider,
         )
         self.routes.append(route)
 
@@ -279,7 +362,7 @@ class APIRouter(routing.Router):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -290,6 +373,10 @@ class APIRouter(routing.Router):
         deprecated: bool = None,
         methods: List[str] = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -309,6 +396,10 @@ class APIRouter(routing.Router):
                 deprecated=deprecated,
                 methods=methods,
                 operation_id=operation_id,
+                response_model_include=response_model_include,
+                response_model_exclude=response_model_exclude,
+                response_model_by_alias=response_model_by_alias,
+                response_model_skip_defaults=response_model_skip_defaults,
                 include_in_schema=include_in_schema,
                 response_class=response_class,
                 name=name,
@@ -363,6 +454,10 @@ class APIRouter(routing.Router):
                     deprecated=route.deprecated,
                     methods=route.methods,
                     operation_id=route.operation_id,
+                    response_model_include=route.response_model_include,
+                    response_model_exclude=route.response_model_exclude,
+                    response_model_by_alias=route.response_model_by_alias,
+                    response_model_skip_defaults=route.response_model_skip_defaults,
                     include_in_schema=route.include_in_schema,
                     response_class=route.response_class,
                     name=route.name,
@@ -388,7 +483,7 @@ class APIRouter(routing.Router):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -398,10 +493,15 @@ class APIRouter(routing.Router):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
     ) -> Callable:
+
         return self.api_route(
             path=path,
             response_model=response_model,
@@ -415,6 +515,10 @@ class APIRouter(routing.Router):
             deprecated=deprecated,
             methods=["GET"],
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -424,7 +528,7 @@ class APIRouter(routing.Router):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -434,6 +538,10 @@ class APIRouter(routing.Router):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -451,6 +559,10 @@ class APIRouter(routing.Router):
             deprecated=deprecated,
             methods=["PUT"],
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -460,7 +572,7 @@ class APIRouter(routing.Router):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -470,6 +582,10 @@ class APIRouter(routing.Router):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -487,6 +603,10 @@ class APIRouter(routing.Router):
             deprecated=deprecated,
             methods=["POST"],
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -496,7 +616,7 @@ class APIRouter(routing.Router):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -506,6 +626,10 @@ class APIRouter(routing.Router):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -523,6 +647,10 @@ class APIRouter(routing.Router):
             deprecated=deprecated,
             methods=["DELETE"],
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -532,7 +660,7 @@ class APIRouter(routing.Router):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -542,6 +670,10 @@ class APIRouter(routing.Router):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -559,6 +691,10 @@ class APIRouter(routing.Router):
             deprecated=deprecated,
             methods=["OPTIONS"],
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -568,7 +704,7 @@ class APIRouter(routing.Router):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -578,6 +714,10 @@ class APIRouter(routing.Router):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -595,6 +735,10 @@ class APIRouter(routing.Router):
             deprecated=deprecated,
             methods=["HEAD"],
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -604,7 +748,7 @@ class APIRouter(routing.Router):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -614,6 +758,10 @@ class APIRouter(routing.Router):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -631,6 +779,10 @@ class APIRouter(routing.Router):
             deprecated=deprecated,
             methods=["PATCH"],
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,
@@ -640,7 +792,7 @@ class APIRouter(routing.Router):
         self,
         path: str,
         *,
-        response_model: Type[BaseModel] = None,
+        response_model: Type[Any] = None,
         status_code: int = 200,
         tags: List[str] = None,
         dependencies: List[params.Depends] = None,
@@ -650,6 +802,10 @@ class APIRouter(routing.Router):
         responses: Dict[Union[int, str], Dict[str, Any]] = None,
         deprecated: bool = None,
         operation_id: str = None,
+        response_model_include: Set[str] = None,
+        response_model_exclude: Set[str] = set(),
+        response_model_by_alias: bool = True,
+        response_model_skip_defaults: bool = False,
         include_in_schema: bool = True,
         response_class: Type[Response] = JSONResponse,
         name: str = None,
@@ -667,6 +823,10 @@ class APIRouter(routing.Router):
             deprecated=deprecated,
             methods=["TRACE"],
             operation_id=operation_id,
+            response_model_include=response_model_include,
+            response_model_exclude=response_model_exclude,
+            response_model_by_alias=response_model_by_alias,
+            response_model_skip_defaults=response_model_skip_defaults,
             include_in_schema=include_in_schema,
             response_class=response_class,
             name=name,

fastapi/security/http.py

@@ -112,10 +112,13 @@ class HTTPBearer(HTTPBase):
             else:
                 return None
         if scheme.lower() != "bearer":
-            raise HTTPException(
-                status_code=HTTP_403_FORBIDDEN,
-                detail="Invalid authentication credentials",
-            )
+            if self.auto_error:
+                raise HTTPException(
+                    status_code=HTTP_403_FORBIDDEN,
+                    detail="Invalid authentication credentials",
+                )
+            else:
+                return None
         return HTTPAuthorizationCredentials(scheme=scheme, credentials=credentials)
 
 

mkdocs.yml

@@ -45,6 +45,7 @@ nav:
         - Path Operation Advanced Configuration: 'tutorial/path-operation-advanced-configuration.md'
         - Additional Status Codes: 'tutorial/additional-status-codes.md'
         - JSON compatible encoder: 'tutorial/encoder.md'
+        - Body - updates: 'tutorial/body-updates.md'
         - Return a Response directly: 'tutorial/response-directly.md'
         - Custom Response Class: 'tutorial/custom-response.md'
         - Additional Responses in OpenAPI: 'tutorial/additional-responses.md'
@@ -80,6 +81,7 @@ nav:
         - WebSockets: 'tutorial/websockets.md'
         - 'Events: startup - shutdown': 'tutorial/events.md'
         - Testing: 'tutorial/testing.md'
+        - Testing Dependencies with Overrides: 'tutorial/testing-dependencies.md'
         - Debugging: 'tutorial/debugging.md'
         - Extending OpenAPI: 'tutorial/extending-openapi.md'
     - Concurrency and async / await: 'async.md'

pyproject.toml

@@ -20,7 +20,7 @@ classifiers = [
 ]
 requires = [
     "starlette >=0.11.1,<=0.12.0",
-    "pydantic >=0.17,<=0.26.0"
+    "pydantic >=0.26,<=0.26.0"
 ]
 description-file = "README.md"
 requires-python = ">=3.6"

tests/test_dependency_cache.py

@@ -0,0 +1,68 @@
+from fastapi import Depends, FastAPI
+from starlette.testclient import TestClient
+
+app = FastAPI()
+
+counter_holder = {"counter": 0}
+
+
+async def dep_counter():
+    counter_holder["counter"] += 1
+    return counter_holder["counter"]
+
+
+async def super_dep(count: int = Depends(dep_counter)):
+    return count
+
+
+@app.get("/counter/")
+async def get_counter(count: int = Depends(dep_counter)):
+    return {"counter": count}
+
+
+@app.get("/sub-counter/")
+async def get_sub_counter(
+    subcount: int = Depends(super_dep), count: int = Depends(dep_counter)
+):
+    return {"counter": count, "subcounter": subcount}
+
+
+@app.get("/sub-counter-no-cache/")
+async def get_sub_counter_no_cache(
+    subcount: int = Depends(super_dep),
+    count: int = Depends(dep_counter, use_cache=False),
+):
+    return {"counter": count, "subcounter": subcount}
+
+
+client = TestClient(app)
+
+
+def test_normal_counter():
+    counter_holder["counter"] = 0
+    response = client.get("/counter/")
+    assert response.status_code == 200
+    assert response.json() == {"counter": 1}
+    response = client.get("/counter/")
+    assert response.status_code == 200
+    assert response.json() == {"counter": 2}
+
+
+def test_sub_counter():
+    counter_holder["counter"] = 0
+    response = client.get("/sub-counter/")
+    assert response.status_code == 200
+    assert response.json() == {"counter": 1, "subcounter": 1}
+    response = client.get("/sub-counter/")
+    assert response.status_code == 200
+    assert response.json() == {"counter": 2, "subcounter": 2}
+
+
+def test_sub_counter_no_cache():
+    counter_holder["counter"] = 0
+    response = client.get("/sub-counter-no-cache/")
+    assert response.status_code == 200
+    assert response.json() == {"counter": 2, "subcounter": 1}
+    response = client.get("/sub-counter-no-cache/")
+    assert response.status_code == 200
+    assert response.json() == {"counter": 4, "subcounter": 3}

tests/test_dependency_overrides.py

@@ -0,0 +1,313 @@
+import pytest
+from fastapi import APIRouter, Depends, FastAPI
+from starlette.testclient import TestClient
+
+app = FastAPI()
+
+router = APIRouter()
+
+
+async def common_parameters(q: str, skip: int = 0, limit: int = 100):
+    return {"q": q, "skip": skip, "limit": limit}
+
+
+@app.get("/main-depends/")
+async def main_depends(commons: dict = Depends(common_parameters)):
+    return {"in": "main-depends", "params": commons}
+
+
+@app.get("/decorator-depends/", dependencies=[Depends(common_parameters)])
+async def decorator_depends():
+    return {"in": "decorator-depends"}
+
+
+@router.get("/router-depends/")
+async def router_depends(commons: dict = Depends(common_parameters)):
+    return {"in": "router-depends", "params": commons}
+
+
+@router.get("/router-decorator-depends/", dependencies=[Depends(common_parameters)])
+async def router_decorator_depends():
+    return {"in": "router-decorator-depends"}
+
+
+app.include_router(router)
+
+client = TestClient(app)
+
+
+async def overrider_dependency_simple(q: str = None):
+    return {"q": q, "skip": 5, "limit": 10}
+
+
+async def overrider_sub_dependency(k: str):
+    return {"k": k}
+
+
+async def overrider_dependency_with_sub(msg: dict = Depends(overrider_sub_dependency)):
+    return msg
+
+
+@pytest.mark.parametrize(
+    "url,status_code,expected",
+    [
+        (
+            "/main-depends/",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "q"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        (
+            "/main-depends/?q=foo",
+            200,
+            {"in": "main-depends", "params": {"q": "foo", "skip": 0, "limit": 100}},
+        ),
+        (
+            "/main-depends/?q=foo&skip=100&limit=200",
+            200,
+            {"in": "main-depends", "params": {"q": "foo", "skip": 100, "limit": 200}},
+        ),
+        (
+            "/decorator-depends/",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "q"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        ("/decorator-depends/?q=foo", 200, {"in": "decorator-depends"}),
+        (
+            "/decorator-depends/?q=foo&skip=100&limit=200",
+            200,
+            {"in": "decorator-depends"},
+        ),
+        (
+            "/router-depends/",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "q"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        (
+            "/router-depends/?q=foo",
+            200,
+            {"in": "router-depends", "params": {"q": "foo", "skip": 0, "limit": 100}},
+        ),
+        (
+            "/router-depends/?q=foo&skip=100&limit=200",
+            200,
+            {"in": "router-depends", "params": {"q": "foo", "skip": 100, "limit": 200}},
+        ),
+        (
+            "/router-decorator-depends/",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "q"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        ("/router-decorator-depends/?q=foo", 200, {"in": "router-decorator-depends"}),
+        (
+            "/router-decorator-depends/?q=foo&skip=100&limit=200",
+            200,
+            {"in": "router-decorator-depends"},
+        ),
+    ],
+)
+def test_normal_app(url, status_code, expected):
+    response = client.get(url)
+    assert response.status_code == status_code
+    assert response.json() == expected
+
+
+@pytest.mark.parametrize(
+    "url,status_code,expected",
+    [
+        (
+            "/main-depends/",
+            200,
+            {"in": "main-depends", "params": {"q": None, "skip": 5, "limit": 10}},
+        ),
+        (
+            "/main-depends/?q=foo",
+            200,
+            {"in": "main-depends", "params": {"q": "foo", "skip": 5, "limit": 10}},
+        ),
+        (
+            "/main-depends/?q=foo&skip=100&limit=200",
+            200,
+            {"in": "main-depends", "params": {"q": "foo", "skip": 5, "limit": 10}},
+        ),
+        ("/decorator-depends/", 200, {"in": "decorator-depends"}),
+        (
+            "/router-depends/",
+            200,
+            {"in": "router-depends", "params": {"q": None, "skip": 5, "limit": 10}},
+        ),
+        (
+            "/router-depends/?q=foo",
+            200,
+            {"in": "router-depends", "params": {"q": "foo", "skip": 5, "limit": 10}},
+        ),
+        (
+            "/router-depends/?q=foo&skip=100&limit=200",
+            200,
+            {"in": "router-depends", "params": {"q": "foo", "skip": 5, "limit": 10}},
+        ),
+        ("/router-decorator-depends/", 200, {"in": "router-decorator-depends"}),
+    ],
+)
+def test_override_simple(url, status_code, expected):
+    app.dependency_overrides[common_parameters] = overrider_dependency_simple
+    response = client.get(url)
+    assert response.status_code == status_code
+    assert response.json() == expected
+    app.dependency_overrides = {}
+
+
+@pytest.mark.parametrize(
+    "url,status_code,expected",
+    [
+        (
+            "/main-depends/",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "k"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        (
+            "/main-depends/?q=foo",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "k"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        ("/main-depends/?k=bar", 200, {"in": "main-depends", "params": {"k": "bar"}}),
+        (
+            "/decorator-depends/",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "k"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        (
+            "/decorator-depends/?q=foo",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "k"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        ("/decorator-depends/?k=bar", 200, {"in": "decorator-depends"}),
+        (
+            "/router-depends/",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "k"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        (
+            "/router-depends/?q=foo",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "k"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        (
+            "/router-depends/?k=bar",
+            200,
+            {"in": "router-depends", "params": {"k": "bar"}},
+        ),
+        (
+            "/router-decorator-depends/",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "k"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        (
+            "/router-decorator-depends/?q=foo",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["query", "k"],
+                        "msg": "field required",
+                        "type": "value_error.missing",
+                    }
+                ]
+            },
+        ),
+        ("/router-decorator-depends/?k=bar", 200, {"in": "router-decorator-depends"}),
+    ],
+)
+def test_override_with_sub(url, status_code, expected):
+    app.dependency_overrides[common_parameters] = overrider_dependency_with_sub
+    response = client.get(url)
+    assert response.status_code == status_code
+    assert response.json() == expected
+    app.dependency_overrides = {}

tests/test_invalid_path_param.py

@@ -0,0 +1,77 @@
+from typing import Dict, List, Tuple
+
+import pytest
+from fastapi import FastAPI
+from pydantic import BaseModel
+
+
+def test_invalid_sequence():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        class Item(BaseModel):
+            title: str
+
+        @app.get("/items/{id}")
+        def read_items(id: List[Item]):
+            pass  # pragma: no cover
+
+
+def test_invalid_tuple():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        class Item(BaseModel):
+            title: str
+
+        @app.get("/items/{id}")
+        def read_items(id: Tuple[Item, Item]):
+            pass  # pragma: no cover
+
+
+def test_invalid_dict():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        class Item(BaseModel):
+            title: str
+
+        @app.get("/items/{id}")
+        def read_items(id: Dict[str, Item]):
+            pass  # pragma: no cover
+
+
+def test_invalid_simple_list():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        @app.get("/items/{id}")
+        def read_items(id: list):
+            pass  # pragma: no cover
+
+
+def test_invalid_simple_tuple():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        @app.get("/items/{id}")
+        def read_items(id: tuple):
+            pass  # pragma: no cover
+
+
+def test_invalid_simple_set():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        @app.get("/items/{id}")
+        def read_items(id: set):
+            pass  # pragma: no cover
+
+
+def test_invalid_simple_dict():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        @app.get("/items/{id}")
+        def read_items(id: dict):
+            pass  # pragma: no cover

tests/test_invalid_sequence_param.py

@@ -0,0 +1,53 @@
+from typing import Dict, List, Tuple
+
+import pytest
+from fastapi import FastAPI, Query
+from pydantic import BaseModel
+
+
+def test_invalid_sequence():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        class Item(BaseModel):
+            title: str
+
+        @app.get("/items/")
+        def read_items(q: List[Item] = Query(None)):
+            pass  # pragma: no cover
+
+
+def test_invalid_tuple():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        class Item(BaseModel):
+            title: str
+
+        @app.get("/items/")
+        def read_items(q: Tuple[Item, Item] = Query(None)):
+            pass  # pragma: no cover
+
+
+def test_invalid_dict():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        class Item(BaseModel):
+            title: str
+
+        @app.get("/items/")
+        def read_items(q: Dict[str, Item] = Query(None)):
+            pass  # pragma: no cover
+
+
+def test_invalid_simple_dict():
+    with pytest.raises(AssertionError):
+        app = FastAPI()
+
+        class Item(BaseModel):
+            title: str
+
+        @app.get("/items/")
+        def read_items(q: dict = Query(None)):
+            pass  # pragma: no cover

tests/test_operations_signatures.py

@@ -0,0 +1,22 @@
+import inspect
+
+from fastapi import APIRouter, FastAPI
+
+method_names = ["get", "put", "post", "delete", "options", "head", "patch", "trace"]
+
+
+def test_signatures_consistency():
+    base_sig = inspect.signature(APIRouter.get)
+    for method_name in method_names:
+        router_method = getattr(APIRouter, method_name)
+        app_method = getattr(FastAPI, method_name)
+        router_sig = inspect.signature(router_method)
+        app_sig = inspect.signature(app_method)
+        param: inspect.Parameter
+        for key, param in base_sig.parameters.items():
+            router_param: inspect.Parameter = router_sig.parameters[key]
+            app_param: inspect.Parameter = app_sig.parameters[key]
+            assert param.annotation == router_param.annotation
+            assert param.annotation == app_param.annotation
+            assert param.default == router_param.default
+            assert param.default == app_param.default

tests/test_security_http_bearer_optional.py

@@ -64,5 +64,5 @@ def test_security_http_bearer_no_credentials():
 
 def test_security_http_bearer_incorrect_scheme_credentials():
     response = client.get("/users/me", headers={"Authorization": "Basic notreally"})
-    assert response.status_code == 403
-    assert response.json() == {"detail": "Invalid authentication credentials"}
+    assert response.status_code == 200
+    assert response.json() == {"msg": "Create an account first"}

tests/test_tutorial/test_body_updates/test_tutorial001.py

@@ -0,0 +1,162 @@
+from starlette.testclient import TestClient
+
+from body_updates.tutorial001 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/items/{item_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {
+                            "application/json": {
+                                "schema": {"$ref": "#/components/schemas/Item"}
+                            }
+                        },
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Item",
+                "operationId": "read_item_items__item_id__get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "string"},
+                        "name": "item_id",
+                        "in": "path",
+                    }
+                ],
+            },
+            "put": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {
+                            "application/json": {
+                                "schema": {"$ref": "#/components/schemas/Item"}
+                            }
+                        },
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Update Item",
+                "operationId": "update_item_items__item_id__put",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "string"},
+                        "name": "item_id",
+                        "in": "path",
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {"$ref": "#/components/schemas/Item"}
+                        }
+                    },
+                    "required": True,
+                },
+            },
+        }
+    },
+    "components": {
+        "schemas": {
+            "Item": {
+                "title": "Item",
+                "type": "object",
+                "properties": {
+                    "name": {"title": "Name", "type": "string"},
+                    "description": {"title": "Description", "type": "string"},
+                    "price": {"title": "Price", "type": "number"},
+                    "tax": {"title": "Tax", "type": "number", "default": 10.5},
+                    "tags": {
+                        "title": "Tags",
+                        "type": "array",
+                        "items": {"type": "string"},
+                        "default": [],
+                    },
+                },
+            },
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi_schema():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_get():
+    response = client.get("/items/baz")
+    assert response.status_code == 200
+    assert response.json() == {
+        "name": "Baz",
+        "description": None,
+        "price": 50.2,
+        "tax": 10.5,
+        "tags": [],
+    }
+
+
+def test_put():
+    response = client.put(
+        "/items/bar", json={"name": "Barz", "price": 3, "description": None}
+    )
+    assert response.json() == {
+        "name": "Barz",
+        "description": None,
+        "price": 3,
+        "tax": 10.5,
+        "tags": [],
+    }

tests/test_tutorial/test_handling_errors/test_tutorial003.py

@@ -0,0 +1,91 @@
+from starlette.testclient import TestClient
+
+from handling_errors.tutorial003 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/unicorns/{name}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {"application/json": {"schema": {}}},
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Unicorn",
+                "operationId": "read_unicorn_unicorns__name__get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Name", "type": "string"},
+                        "name": "name",
+                        "in": "path",
+                    }
+                ],
+            }
+        }
+    },
+    "components": {
+        "schemas": {
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi_schema():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_get():
+    response = client.get("/unicorns/shinny")
+    assert response.status_code == 200
+    assert response.json() == {"unicorn_name": "shinny"}
+
+
+def test_get_exception():
+    response = client.get("/unicorns/yolo")
+    assert response.status_code == 418
+    assert response.json() == {
+        "message": "Oops! yolo did something. There goes a rainbow..."
+    }

tests/test_tutorial/test_handling_errors/test_tutorial004.py

@@ -0,0 +1,100 @@
+from starlette.testclient import TestClient
+
+from handling_errors.tutorial004 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/items/{item_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {"application/json": {"schema": {}}},
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Item",
+                "operationId": "read_item_items__item_id__get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "integer"},
+                        "name": "item_id",
+                        "in": "path",
+                    }
+                ],
+            }
+        }
+    },
+    "components": {
+        "schemas": {
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi_schema():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_get_validation_error():
+    response = client.get("/items/foo")
+    assert response.status_code == 400
+    validation_error_str_lines = [
+        b"1 validation error",
+        b"path -> item_id",
+        b"  value is not a valid integer (type=type_error.integer)",
+    ]
+    assert response.content == b"\n".join(validation_error_str_lines)
+
+
+def test_get_http_error():
+    response = client.get("/items/3")
+    assert response.status_code == 418
+    assert response.content == b"Nope! I don't like 3."
+
+
+def test_get():
+    response = client.get("/items/2")
+    assert response.status_code == 200
+    assert response.json() == {"item_id": 2}

tests/test_tutorial/test_handling_errors/test_tutorial005.py

@@ -0,0 +1,103 @@
+from starlette.testclient import TestClient
+
+from handling_errors.tutorial005 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/items/{item_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {"application/json": {"schema": {}}},
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Item",
+                "operationId": "read_item_items__item_id__get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "integer"},
+                        "name": "item_id",
+                        "in": "path",
+                    }
+                ],
+            }
+        }
+    },
+    "components": {
+        "schemas": {
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi_schema():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_get_validation_error():
+    response = client.get("/items/foo")
+    assert response.status_code == 422
+    assert response.json() == {
+        "detail": [
+            {
+                "loc": ["path", "item_id"],
+                "msg": "value is not a valid integer",
+                "type": "type_error.integer",
+            }
+        ]
+    }
+
+
+def test_get_http_error():
+    response = client.get("/items/3")
+    assert response.status_code == 418
+    assert response.json() == {"detail": "Nope! I don't like 3."}
+
+
+def test_get():
+    response = client.get("/items/2")
+    assert response.status_code == 200
+    assert response.json() == {"item_id": 2}

tests/test_tutorial/test_path_params/test_tutorial004.py

@@ -0,0 +1,91 @@
+from starlette.testclient import TestClient
+
+from path_params.tutorial004 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/files/{file_path}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {"application/json": {"schema": {}}},
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read User Me",
+                "operationId": "read_user_me_files__file_path__get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "File_Path", "type": "string"},
+                        "name": "file_path",
+                        "in": "path",
+                    }
+                ],
+            }
+        }
+    },
+    "components": {
+        "schemas": {
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_file_path():
+    response = client.get("/files/home/johndoe/myfile.txt")
+    print(response.content)
+    assert response.status_code == 200
+    assert response.json() == {"file_path": "home/johndoe/myfile.txt"}
+
+
+def test_root_file_path():
+    response = client.get("/files//home/johndoe/myfile.txt")
+    print(response.content)
+    assert response.status_code == 200
+    assert response.json() == {"file_path": "/home/johndoe/myfile.txt"}

tests/test_tutorial/test_path_params/test_tutorial005.py

@@ -0,0 +1,120 @@
+import pytest
+from starlette.testclient import TestClient
+
+from path_params.tutorial005 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/model/{model_name}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {"application/json": {"schema": {}}},
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Get Model",
+                "operationId": "get_model_model__model_name__get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {
+                            "title": "Model_Name",
+                            "enum": ["alexnet", "resnet", "lenet"],
+                        },
+                        "name": "model_name",
+                        "in": "path",
+                    }
+                ],
+            }
+        }
+    },
+    "components": {
+        "schemas": {
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+@pytest.mark.parametrize(
+    "url,status_code,expected",
+    [
+        (
+            "/model/alexnet",
+            200,
+            {"model_name": "alexnet", "message": "Deep Learning FTW!"},
+        ),
+        (
+            "/model/lenet",
+            200,
+            {"model_name": "lenet", "message": "LeCNN all the images"},
+        ),
+        (
+            "/model/resnet",
+            200,
+            {"model_name": "resnet", "message": "Have some residuals"},
+        ),
+        (
+            "/model/foo",
+            422,
+            {
+                "detail": [
+                    {
+                        "loc": ["path", "model_name"],
+                        "msg": "value is not a valid enumeration member",
+                        "type": "type_error.enum",
+                    }
+                ]
+            },
+        ),
+    ],
+)
+def test_get_enums(url, status_code, expected):
+    response = client.get(url)
+    assert response.status_code == status_code
+    assert response.json() == expected

tests/test_tutorial/test_query_params/test_tutorial007.py

@@ -0,0 +1,95 @@
+from starlette.testclient import TestClient
+
+from query_params.tutorial007 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/items/{item_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {"application/json": {"schema": {}}},
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read User Item",
+                "operationId": "read_user_item_items__item_id__get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "string"},
+                        "name": "item_id",
+                        "in": "path",
+                    },
+                    {
+                        "required": False,
+                        "schema": {"title": "Limit", "type": "integer"},
+                        "name": "limit",
+                        "in": "query",
+                    },
+                ],
+            }
+        }
+    },
+    "components": {
+        "schemas": {
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_read_item():
+    response = client.get("/items/foo")
+    assert response.status_code == 200
+    assert response.json() == {"item_id": "foo", "limit": None}
+
+
+def test_read_item_query():
+    response = client.get("/items/foo?limit=5")
+    assert response.status_code == 200
+    assert response.json() == {"item_id": "foo", "limit": 5}

tests/test_tutorial/test_query_params_str_validations/test_tutorial011.py

@@ -86,3 +86,10 @@ def test_multi_query_values():
     response = client.get(url)
     assert response.status_code == 200
     assert response.json() == {"q": ["foo", "bar"]}
+
+
+def test_query_no_values():
+    url = "/items/"
+    response = client.get(url)
+    assert response.status_code == 200
+    assert response.json() == {"q": None}

tests/test_tutorial/test_query_params_str_validations/test_tutorial012.py

@@ -0,0 +1,96 @@
+from starlette.testclient import TestClient
+
+from query_params_str_validations.tutorial012 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/items/": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {"application/json": {"schema": {}}},
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Items",
+                "operationId": "read_items_items__get",
+                "parameters": [
+                    {
+                        "required": False,
+                        "schema": {
+                            "title": "Q",
+                            "type": "array",
+                            "items": {"type": "string"},
+                            "default": ["foo", "bar"],
+                        },
+                        "name": "q",
+                        "in": "query",
+                    }
+                ],
+            }
+        }
+    },
+    "components": {
+        "schemas": {
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi_schema():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_default_query_values():
+    url = "/items/"
+    response = client.get(url)
+    assert response.status_code == 200
+    assert response.json() == {"q": ["foo", "bar"]}
+
+
+def test_multi_query_values():
+    url = "/items/?q=baz&q=foobar"
+    response = client.get(url)
+    assert response.status_code == 200
+    assert response.json() == {"q": ["baz", "foobar"]}

tests/test_tutorial/test_query_params_str_validations/test_tutorial013.py

@@ -0,0 +1,91 @@
+from starlette.testclient import TestClient
+
+from query_params_str_validations.tutorial013 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/items/": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {"application/json": {"schema": {}}},
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Items",
+                "operationId": "read_items_items__get",
+                "parameters": [
+                    {
+                        "required": False,
+                        "schema": {"title": "Q", "type": "array"},
+                        "name": "q",
+                        "in": "query",
+                    }
+                ],
+            }
+        }
+    },
+    "components": {
+        "schemas": {
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi_schema():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_multi_query_values():
+    url = "/items/?q=foo&q=bar"
+    response = client.get(url)
+    assert response.status_code == 200
+    assert response.json() == {"q": ["foo", "bar"]}
+
+
+def test_query_no_values():
+    url = "/items/"
+    response = client.get(url)
+    assert response.status_code == 200
+    assert response.json() == {"q": None}

tests/test_tutorial/test_response_model/test_tutorial004.py

@@ -0,0 +1,125 @@
+import pytest
+from starlette.testclient import TestClient
+
+from response_model.tutorial004 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/items/{item_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {
+                            "application/json": {
+                                "schema": {"$ref": "#/components/schemas/Item"}
+                            }
+                        },
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Item",
+                "operationId": "read_item_items__item_id__get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "string"},
+                        "name": "item_id",
+                        "in": "path",
+                    }
+                ],
+            }
+        }
+    },
+    "components": {
+        "schemas": {
+            "Item": {
+                "title": "Item",
+                "required": ["name", "price"],
+                "type": "object",
+                "properties": {
+                    "name": {"title": "Name", "type": "string"},
+                    "price": {"title": "Price", "type": "number"},
+                    "description": {"title": "Description", "type": "string"},
+                    "tax": {"title": "Tax", "type": "number", "default": 10.5},
+                    "tags": {
+                        "title": "Tags",
+                        "type": "array",
+                        "items": {"type": "string"},
+                        "default": [],
+                    },
+                },
+            },
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi_schema():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+@pytest.mark.parametrize(
+    "url,data",
+    [
+        ("/items/foo", {"name": "Foo", "price": 50.2}),
+        (
+            "/items/bar",
+            {"name": "Bar", "description": "The bartenders", "price": 62, "tax": 20.2},
+        ),
+        (
+            "/items/baz",
+            {
+                "name": "Baz",
+                "description": None,
+                "price": 50.2,
+                "tax": 10.5,
+                "tags": [],
+            },
+        ),
+    ],
+)
+def test_get(url, data):
+    response = client.get(url)
+    assert response.status_code == 200
+    assert response.json() == data

tests/test_tutorial/test_response_model/test_tutorial005.py

@@ -0,0 +1,142 @@
+from starlette.testclient import TestClient
+
+from response_model.tutorial005 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/items/{item_id}/name": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {
+                            "application/json": {
+                                "schema": {"$ref": "#/components/schemas/Item"}
+                            }
+                        },
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Item Name",
+                "operationId": "read_item_name_items__item_id__name_get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "string"},
+                        "name": "item_id",
+                        "in": "path",
+                    }
+                ],
+            }
+        },
+        "/items/{item_id}/public": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {
+                            "application/json": {
+                                "schema": {"$ref": "#/components/schemas/Item"}
+                            }
+                        },
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Item Public Data",
+                "operationId": "read_item_public_data_items__item_id__public_get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "string"},
+                        "name": "item_id",
+                        "in": "path",
+                    }
+                ],
+            }
+        },
+    },
+    "components": {
+        "schemas": {
+            "Item": {
+                "title": "Item",
+                "required": ["name", "price"],
+                "type": "object",
+                "properties": {
+                    "name": {"title": "Name", "type": "string"},
+                    "price": {"title": "Price", "type": "number"},
+                    "description": {"title": "Description", "type": "string"},
+                    "tax": {"title": "Tax", "type": "number", "default": 10.5},
+                },
+            },
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi_schema():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_read_item_name():
+    response = client.get("/items/bar/name")
+    assert response.status_code == 200
+    assert response.json() == {"name": "Bar", "description": "The Bar fighters"}
+
+
+def test_read_item_public_data():
+    response = client.get("/items/bar/public")
+    assert response.status_code == 200
+    assert response.json() == {
+        "name": "Bar",
+        "description": "The Bar fighters",
+        "price": 62,
+    }

tests/test_tutorial/test_response_model/test_tutorial006.py

@@ -0,0 +1,142 @@
+from starlette.testclient import TestClient
+
+from response_model.tutorial006 import app
+
+client = TestClient(app)
+
+openapi_schema = {
+    "openapi": "3.0.2",
+    "info": {"title": "Fast API", "version": "0.1.0"},
+    "paths": {
+        "/items/{item_id}/name": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {
+                            "application/json": {
+                                "schema": {"$ref": "#/components/schemas/Item"}
+                            }
+                        },
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Item Name",
+                "operationId": "read_item_name_items__item_id__name_get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "string"},
+                        "name": "item_id",
+                        "in": "path",
+                    }
+                ],
+            }
+        },
+        "/items/{item_id}/public": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {
+                            "application/json": {
+                                "schema": {"$ref": "#/components/schemas/Item"}
+                            }
+                        },
+                    },
+                    "422": {
+                        "description": "Validation Error",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HTTPValidationError"
+                                }
+                            }
+                        },
+                    },
+                },
+                "summary": "Read Item Public Data",
+                "operationId": "read_item_public_data_items__item_id__public_get",
+                "parameters": [
+                    {
+                        "required": True,
+                        "schema": {"title": "Item_Id", "type": "string"},
+                        "name": "item_id",
+                        "in": "path",
+                    }
+                ],
+            }
+        },
+    },
+    "components": {
+        "schemas": {
+            "Item": {
+                "title": "Item",
+                "required": ["name", "price"],
+                "type": "object",
+                "properties": {
+                    "name": {"title": "Name", "type": "string"},
+                    "price": {"title": "Price", "type": "number"},
+                    "description": {"title": "Description", "type": "string"},
+                    "tax": {"title": "Tax", "type": "number", "default": 10.5},
+                },
+            },
+            "ValidationError": {
+                "title": "ValidationError",
+                "required": ["loc", "msg", "type"],
+                "type": "object",
+                "properties": {
+                    "loc": {
+                        "title": "Location",
+                        "type": "array",
+                        "items": {"type": "string"},
+                    },
+                    "msg": {"title": "Message", "type": "string"},
+                    "type": {"title": "Error Type", "type": "string"},
+                },
+            },
+            "HTTPValidationError": {
+                "title": "HTTPValidationError",
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "title": "Detail",
+                        "type": "array",
+                        "items": {"$ref": "#/components/schemas/ValidationError"},
+                    }
+                },
+            },
+        }
+    },
+}
+
+
+def test_openapi_schema():
+    response = client.get("/openapi.json")
+    assert response.status_code == 200
+    assert response.json() == openapi_schema
+
+
+def test_read_item_name():
+    response = client.get("/items/bar/name")
+    assert response.status_code == 200
+    assert response.json() == {"name": "Bar", "description": "The Bar fighters"}
+
+
+def test_read_item_public_data():
+    response = client.get("/items/bar/public")
+    assert response.status_code == 200
+    assert response.json() == {
+        "name": "Bar",
+        "description": "The Bar fighters",
+        "price": 62,
+    }

tests/test_tutorial/test_testing_dependencies/test_tutorial001.py

@@ -0,0 +1,56 @@
+from dependency_testing.tutorial001 import (
+    app,
+    client,
+    test_override_in_items,
+    test_override_in_items_with_params,
+    test_override_in_items_with_q,
+)
+
+
+def test_override_in_items_run():
+    test_override_in_items()
+
+
+def test_override_in_items_with_q_run():
+    test_override_in_items_with_q()
+
+
+def test_override_in_items_with_params_run():
+    test_override_in_items_with_params()
+
+
+def test_override_in_users():
+    response = client.get("/users/")
+    assert response.status_code == 200
+    assert response.json() == {
+        "message": "Hello Users!",
+        "params": {"q": None, "skip": 5, "limit": 10},
+    }
+
+
+def test_override_in_users_with_q():
+    response = client.get("/users/?q=foo")
+    assert response.status_code == 200
+    assert response.json() == {
+        "message": "Hello Users!",
+        "params": {"q": "foo", "skip": 5, "limit": 10},
+    }
+
+
+def test_override_in_users_with_params():
+    response = client.get("/users/?q=foo&skip=100&limit=200")
+    assert response.status_code == 200
+    assert response.json() == {
+        "message": "Hello Users!",
+        "params": {"q": "foo", "skip": 5, "limit": 10},
+    }
+
+
+def test_normal_app():
+    app.dependency_overrides = None
+    response = client.get("/items/?q=foo&skip=100&limit=200")
+    assert response.status_code == 200
+    assert response.json() == {
+        "message": "Hello Items!",
+        "params": {"q": "foo", "skip": 100, "limit": 200},
+    }