preauthService.updatePreauthHash(sessionId, "Message2".getBytes());

        byte[] expectedHash = preauthService.getCurrentPreauthHash(sessionId);

        // Validation should pass with correct hash
        assertTrue(preauthService.validatePreauthIntegrity(sessionId, expectedHash));

        // Validation should fail with incorrect hash
        byte[] incorrectHash = new byte[expectedHash.length];

Pydantic has an official <a href="https://docs.pydantic.dev/latest/migration/" class="external-link" target="_blank">Migration Guide</a> from v1 to v2.

It also includes what has changed, how validations are now more correct and strict, possible caveats, etc.

You can read it to understand better what has changed.

## Tests { #tests }

 * code, running tests, packaging the project, and deploying it. Executing a phase
 * triggers all preceding phases, ensuring that each step of the build process is
 * completed in the correct order. The three main lifecycles in Maven are
 * {@link #DEFAULT default}, {@link #CLEAN clean}, and {@link #SITE site}, with the
 * {@code default} lifecycle being the most commonly used for project builds.
 *
 * @since 4.0.0

            // Then
            assertNotNull(chunk);
        }
    }

    @Nested
    @DisplayName("Size Method Tests")
    class SizeTests {

        @Test
        @DisplayName("Should return correct size of 24 bytes")
        void testSize() {
            // Given
            SrvCopychunk chunk = new SrvCopychunk(0, 0, 0);

            // When
            int size = chunk.size();

            // Then

        int bytesRead = response.readDataWireFormat(buffer, 0, buffer.length);

        assertTrue(bytesRead > 0);
        assertNotNull(response.getInfo());

        // Verify the correct type was created
        if (infoLevel == FileInformation.FILE_BASIC_INFO) {
            assertTrue(response.getInfo() instanceof FileBasicInfo);
        } else if (infoLevel == FileInformation.FILE_STANDARD_INFO) {

        // When
        int bytesWritten = response.writeBytesWireFormat(buffer, 0);

        // Then
        assertEquals(0, bytesWritten);
    }

    @Test
    @DisplayName("Should create correct context types")
    void testCreateContext() {
        // Test encryption context
        NegotiateContextResponse enc = Smb2NegotiateResponse.createContext(EncryptionNegotiateContext.NEGO_CTX_ENC_TYPE);

En particular, cuando corras en **Kubernetes** probablemente **no** querrás usar workers y en cambio correr **un solo proceso de Uvicorn por contenedor**, pero te contaré sobre eso más adelante en ese capítulo.

///

## Múltiples Workers { #multiple-workers }

            throw new CrawlingAccessException("Failed to parse file ownership attributes: file=" + file.getAbsolutePath(), e);
        }
    }

    /**
     * Preprocesses a URI to ensure it's in the correct format for file system access.
     *
     * @param uri the URI to preprocess
     * @return the preprocessed URI
     * @throws CrawlerSystemException if the URI is empty
     */

        assertNotNull(cacheEntry);
        assertTrue(cacheEntry.isComplete());
        assertEquals(2, cacheEntry.getChildren().size());

        // Verify the cached files have correct names
        List<DirectoryCacheEntry.FileInfo> children = cacheEntry.getChildren();
        assertTrue(children.stream().anyMatch(f -> "file1.txt".equals(f.getName())));

                String message = String.format(
                        "The project exclusion%s in --projects/-pl resulted in an "
                                + "empty reactor, please correct %s.",
                        isPlural ? "s" : "", isPlural ? "them" : "it");
                throw new MavenExecutionException(message, request.getPom());
            }
        }

        return result;
    }