---

"_Si quelqu'un cherche à construire une API Python de production, je recommande vivement **FastAPI**. Il est **bien conçu**, **simple à utiliser** et **très évolutif**. Il est devenu un **composant clé** dans notre stratégie de développement API first et il est à l'origine de nombreux automatismes et services tels que notre ingénieur virtuel TAC._"

---

"_Si alguien está buscando construir una API de Python para producción, altamente recomendaría **FastAPI**. Está **hermosamente diseñado**, es **simple de usar** y **altamente escalable**, se ha convertido en un **componente clave** en nuestra estrategia de desarrollo API primero y está impulsando muchas automatizaciones y servicios como nuestro Ingeniero Virtual TAC._"

			<groupId>org.mortbay.jetty</groupId>
			<artifactId>jetty</artifactId>
			<version>6.1.26</version>
			<scope>test</scope>
		</dependency>
		<dependency>
			<groupId>org.slf4j</groupId>
			<artifactId>slf4j-simple</artifactId>
			<version>${slf4j.version}</version>
			<scope>test</scope>
		</dependency>
		<dependency>
			<groupId>org.apache.ftpserver</groupId>
			<artifactId>ftpserver-core</artifactId>

    class ImplementationTests {

        @Test
        @DisplayName("Test concrete implementation of FileNotifyInformation")
        void testConcreteImplementation() {
            // Create a simple implementation for testing
            FileNotifyInformation impl = new FileNotifyInformation() {
                private final int action = FileNotifyInformation.FILE_ACTION_MODIFIED;

    Configuration mockConfig;

    private SmbFileInputStream newStream() throws SmbException {
        // Constructor that avoids external I/O; stays in-memory
        when(mockTree.isSMB2()).thenReturn(true); // default SMB2 for simple happy-path
        return new SmbFileInputStream(mockFile, mockTree, mockHandle);
    }

    @BeforeEach
    void setUp() throws Exception {
        // Common, safe defaults for collaborators

        void shouldCreateMvnDirectoryWhenModelVersionNot410() throws Exception {
            Path projectDir = tempDir.resolve("project");
            Files.createDirectories(projectDir);

            // Create a simple POM file
            String pomXml = PomBuilder.create()
                    .groupId("test")
                    .artifactId("test")
                    .version("1.0.0")
                    .build();

   * instance may or may not be unique across different calls.
   */
  private @Nullable Object generate(TypeToken<?> type) {
    Class<?> rawType = type.getRawType();
    List<Object> samples = sampleInstances.get(rawType);
    Object sample = pickInstance(samples, null);
    if (sample != null) {
      return sample;
    }
    if (rawType.isEnum()) {
      return pickInstance(rawType.getEnumConstants(), null);
    }

3. Add comprehensive tests
4. Run `mvn formatter:format license:format test`
5. Update JavaDoc for changed/new classes

**Principles:**
- Avoid over-engineering - keep solutions simple
- Only expose necessary public APIs
- Validate parameters with `Objects.requireNonNull()`
- Provide detailed error messages with context
- Add logging with contextual information

### Resource Files

            assertNull(exception.getRootCause());
        }
    }

    @Nested
    @DisplayName("ToString Tests")
    class ToStringTests {

        @Test
        @DisplayName("Should return simple string when no root cause")
        void testToStringWithoutRootCause() {
            String message = "Test exception message";
            TransportException exception = new TransportException(message);

Create functions with a name that starts with `test_` (this is standard `pytest` conventions).

Use the `TestClient` object the same way as you do with `httpx`.

Write simple `assert` statements with the standard Python expressions that you need to check (again, standard `pytest`).

{* ../../docs_src/app_testing/tutorial001_py39.py hl[2,12,15:18] *}

/// tip