You can also declare the `Response` parameter in dependencies, and set cookies (and headers) in them.

## Return a `Response` directly

You can also create cookies when returning a `Response` directly in your code.

To do that, you can create a response as described in [Return a Response Directly](response-directly.md){.internal-link target=_blank}.

Then set Cookies in it, and then return it:

```Python hl_lines="10-12"

        etc.) may break.
    *   Code that uses full path for `get_concrete_function` to trace Keras
        symbolic inputs directly should switch to building matching
        `tf.TensorSpec`s directly and tracing the `TensorSpec` objects.
    *   Code that relies on the exact number and names of the op layers that
        TensorFlow operations were converted into may have changed.

By default, **FastAPI** will return the responses using `JSONResponse`.

You can override it by returning a `Response` directly as seen in [Return a Response directly](response-directly.md){.internal-link target=_blank}.

            * **FastAPI** adds a reference here to the global JSON Schemas in another place in your OpenAPI instead of including it directly. This way, other applications and clients can use those JSON Schemas directly, provide better code generation tools, etc.

///

The generated responses in the OpenAPI for this *path operation* will be:

```JSON hl_lines="3-12"
{
    "responses": {

package p

import "indirect"

var in = []algo{
	{indirect.F},

	github.com/kr/text v0.2.0 // indirect
	github.com/mattn/go-sqlite3 v1.14.23 // indirect
	github.com/microsoft/go-mssqldb v1.7.2 // indirect
	github.com/pmezard/go-difflib v1.0.0 // indirect
	github.com/rogpeppe/go-internal v1.12.0 // indirect
	golang.org/x/crypto v0.27.0 // indirect
	golang.org/x/text v0.18.0 // indirect
	gopkg.in/yaml.v3 v3.0.1 // indirect
)

replace gorm.io/gorm => ../

	"go/ast"
	"reflect"
	"testing"
	"time"

	"gorm.io/gorm/utils"
)

func AssertObjEqual(t *testing.T, r, e interface{}, names ...string) {
	for _, name := range names {
		rv := reflect.Indirect(reflect.ValueOf(r))
		ev := reflect.Indirect(reflect.ValueOf(e))
		if rv.IsValid() != ev.IsValid() {
			t.Errorf("%v: expect: %+v, got %+v", utils.FileWithLineNum(), r, e)
			return
		}
		got := rv.FieldByName(name).Interface()

)

require (
	github.com/cespare/xxhash/v2 v2.3.0 // indirect
	github.com/fatih/color v1.17.0 // indirect
	github.com/mattn/go-colorable v0.1.13 // indirect
	github.com/mattn/go-isatty v0.0.20 // indirect
	github.com/minio/pkg/v3 v3.0.1 // indirect
	github.com/philhofer/fwd v1.1.2 // indirect
	golang.org/x/crypto v0.23.0 // indirect
	golang.org/x/sys v0.20.0 // indirect

//go:build !amd64
// +build !amd64

package p

import (
	"indirect"
)

var in = []algo{
	{indirect.F},

You can also declare the `Response` parameter in dependencies, and set headers (and cookies) in them.

## Return a `Response` directly

You can also add headers when you return a `Response` directly.

Create a response as described in [Return a Response Directly](response-directly.md){.internal-link target=_blank} and pass the headers as an additional parameter:

```Python hl_lines="10-12"