vs = ValueSourceDef
		}

		if redactSecrets && isRedacted {
			// Skip adding redacted secrets to the output.
			continue
		}

		r = append(r, KVSrc{
			Key:   kv.Key,
			Value: v,
			Src:   vs,
		})
	}

	// Add the comment key as well if non-empty (and comments are never
	// redacted).
	v, vs, _ := c.ResolveConfigParam(subSys, target, Comment, redactSecrets)

  - 🔍 [Pydantic](https://docs.pydantic.dev), verwendet von FastAPI, für die Datenvalidierung und das Einstellungsmanagement.
  - 💾 [PostgreSQL](https://www.postgresql.org) als SQL-Datenbank.
- 🚀 [React](https://react.dev) für das Frontend.
  - 💃 Verwendung von TypeScript, Hooks, Vite und anderen Teilen eines modernen Frontend-Stacks.

    - 🔍 [Pydantic](https://docs.pydantic.dev), используется FastAPI, для валидации данных и управления настройками.
    - 💾 [PostgreSQL](https://www.postgresql.org) в качестве SQL‑базы данных.
- 🚀 [React](https://react.dev) для фронтенда.
    - 💃 Используются TypeScript, хуки, Vite и другие части современного фронтенд‑стека.
    - 🎨 [Tailwind CSS](https://tailwindcss.com) и [shadcn/ui](https://ui.shadcn.com) для компонентов фронтенда.

  - 🔍 [Pydantic](https://docs.pydantic.dev), used by FastAPI, for the data validation and settings management.
  - 💾 [PostgreSQL](https://www.postgresql.org) as the SQL database.
- 🚀 [React](https://react.dev) for the frontend.
  - 💃 Using TypeScript, hooks, Vite, and other parts of a modern frontend stack.
  - 🎨 [Tailwind CSS](https://tailwindcss.com) and [shadcn/ui](https://ui.shadcn.com) for the frontend components.

    - 🔍 [Pydantic](https://docs.pydantic.dev), utilizado por FastAPI, para la validación de datos y gestión de configuraciones.
    - 💾 [PostgreSQL](https://www.postgresql.org) como base de datos SQL.
- 🚀 [React](https://react.dev) para el frontend.
    - 💃 Usando TypeScript, hooks, Vite, y otras partes de una stack moderna de frontend.

    - 🔍 [Pydantic](https://docs.pydantic.dev), usado pelo FastAPI, para validação de dados e gerenciamento de configurações.
    - 💾 [PostgreSQL](https://www.postgresql.org) como banco de dados SQL.
- 🚀 [React](https://react.dev) para o frontend.
    - 💃 Usando TypeScript, hooks, Vite, e outras partes de uma _stack_ frontend moderna.
    - 🎨 [Tailwind CSS](https://tailwindcss.com) e [shadcn/ui](https://ui.shadcn.com) para os componentes de frontend.

participant execute as Execute function

    rect rgba(0, 255, 0, .1)
        code ->> function: say_hi(name="Camila")
        function ->> execute: execute function code
        execute ->> code: return the result
    end

    rect rgba(0, 255, 255, .1)
        code ->> function: say_hi(name="Camila")
        function ->> code: return stored result
    end

    rect rgba(0, 255, 0, .1)

        assert response.json() == {
            "openapi": "3.1.0",
            "info": {"title": "FastAPI", "version": "0.1.0"},
            "paths": {
                "/predict": {
                    "get": {
                        "summary": "Predict",
                        "operationId": "predict_predict_get",
                        "parameters": [
                            {
                                "required": True,

    yield
    # Clean up the ML models and release the resources
    ml_models.clear()


app = FastAPI(lifespan=lifespan)


@app.get("/predict")
async def predict(x: float):
    result = ml_models["answer_to_everything"](x)

        @DisplayName("should reject unsupported model versions")
        void shouldRejectUnsupportedModelVersions(String version) {
            assertFalse(ModelVersionUtils.isValidModelVersion(version));
        }

        @ParameterizedTest
        @MethodSource("provideInvalidVersions")
        @DisplayName("should reject invalid version formats")