# Use a memory stream to decouple generator iteration
                    # from the keepalive timer. A producer task pulls items
                    # from the generator independently, so
                    # `anyio.fail_after` never wraps the generator's
                    # `__anext__` directly - avoiding CancelledError that
                    # would finalize the generator and also working for sync

          <association>
            <type>RepositoryPolicy</type>
          </association>
        </field>
      </fields>
      <!-- prevent modello generation of an incorrect equals method. Could be avoided by using <identity/> tags to mark ID as the only identity field -->
      <codeSegments>
        <codeSegment>
          <version>1.0.0</version>
          <code><![CDATA[

        chatApiManager.sendSseEvent(writer, "error", Map.of("phase", "generation", "message", "Model unavailable"));

        final String output = stringWriter.toString();
        assertTrue(output.contains("event: error"));
        assertTrue(output.contains("\"phase\":\"generation\""));
        assertTrue(output.contains("\"message\":\"Model unavailable\""));
    }

    @Test

        generator = new TestThumbnailGenerator();

        // Default name should be null
        assertNull(generator.getName());

        // Set and get name
        generator.setName("test-generator");
        assertEquals("test-generator", generator.getName());

        // Change name
        generator.setName("new-name");
        assertEquals("new-name", generator.getName());
    }

<img src="/img/tutorial/path-params/image02.png">

The same way, there are many compatible tools. Including code generation tools for many languages.

## Pydantic { #pydantic }

All the data validation is performed under the hood by [Pydantic](https://docs.pydantic.dev/), so you get all the benefits from it. And you know you are in good hands.

        when(mockConfig.getRandom()).thenReturn(mockRandom);
        when(mockContext.getConfig()).thenReturn(mockConfig);

        // Mock random for predictable salt generation
        doAnswer(invocation -> {
            byte[] buffer = invocation.getArgument(0);
            System.arraycopy(testSalt, 0, buffer, 0, Math.min(buffer.length, testSalt.length));
            return null;

     * When enabled, a login link is shown to unauthenticated users.
     */
    @Size(max = 10)
    public String loginLink;

    /**
     * Enable or disable thumbnail generation for documents.
     * When enabled, thumbnails are generated for supported file types.
     */
    @Size(max = 10)
    public String thumbnail;

    /**

                If you provide a custom operation ID, you need to make sure it is
                unique for the whole API.

                You can customize the
                operation ID generation with the parameter
                `generate_unique_id_function` in the `FastAPI` class.

                Read more about it in the

* Designed around these standards, after a meticulous study. Instead of an afterthought layer on top.
* This also allows using automatic **client code generation** in many languages.

### Automatic docs { #automatic-docs }

Interactive API documentation and exploration web user interfaces. As the framework is based on OpenAPI, there are multiple options, 2 included by default.

        assertTrue(result.contains("Web  Config Id: ALL"));
        assertTrue(result.contains("File Config Id: ALL"));
        assertTrue(result.contains("Data Config Id: ALL"));
    }

    // Test session ID generation
    @Test
    public void test_sessionIdGeneration() {
        crawlJob = new CrawlJob() {
            @Override
            protected int getRunningJobCount() {
                return 0;
            }