test your code with TF 1.1; ensure it raises no errors, and then upgrade to
    TF 1.2.
*   RNNCells' variable names have been renamed for consistency with Keras
    layers. Specifically, the previous variable names "weights" and "biases"
    have been changed to "kernel" and "bias", respectively. This may cause

         * is interested in, i.e. all phases up to and including the specified phase.
         */

        Map<String, Map<PhaseId, List<MojoExecution>>> mappings =
                new TreeMap<>(new PhaseComparator(lifecycle.getPhases()));

        Map<String, String> aliases = lifecycle.getDelegate().aliases().stream()

                }
            }
        });
        addPhases(graph, ep1, ep2, phase.phases());
    }

    private static void addPhases(
            Graph graph, Graph.Vertex before, Graph.Vertex after, Collection<Lifecycle.Phase> phases) {
        // We add ordering between internal phases.
        // This would be wrong at execution time, but we are here computing a list and not a graph,

- 1 QA engineer for test infrastructure
- 1 DevOps engineer for CI/CD setup

### Timeline
- **Total Duration**: 6-8 months for all features
- **Phases 1-2**: 2-3 months (High priority)
- **Phases 3-4**: 2 months (Medium priority)
- **Phases 5-6**: 2-3 months (Low priority)

### Infrastructure
- Windows Server test lab
- RDMA-capable test hardware
- Continuous integration environment

Esto también significa que, en muchos casos, puedes pasar el mismo objeto que obtienes de un request **directamente a la base de datos**, ya que todo se valida automáticamente.

Lo mismo aplica al revés, en muchos casos puedes simplemente pasar el objeto que obtienes de la base de datos **directamente al cliente**.

        }
    }

    /**
     * Upgrades deprecated Maven 3 phase names to Maven 4 equivalents.
     * This replaces pre-/post- phases with before:/after: phases.
     */
    private void upgradeDeprecatedPhases(Editor editor, UpgradeContext context) {
        // Create mapping of deprecated phases to their Maven 4 equivalents
        Map<String, String> phaseUpgrades = createPhaseUpgradeMap();

        Element root = editor.root();

    public void then(BuildPlan step) {
        step.plan.forEach((k, v) -> plan.merge(k, v, this::merge));
        aliases.putAll(step.aliases);
    }

    private Map<String, BuildStep> merge(Map<String, BuildStep> org, Map<String, BuildStep> add) {
        // all new phases should be added after the existing ones
        List<BuildStep> lasts =

Inclus des librairies externes basées, aussi, sur Pydantic, servent d'<abbr title="Object-Relational Mapper">ORM</abbr>s, <abbr title="Object-Document Mapper">ODM</abbr>s pour les bases de données.

Cela signifie aussi que, dans la plupart des cas, vous pouvez fournir l'objet reçu d'une requête **directement à la base de données**, comme tout est validé automatiquement.

/// tip | Consejo

# Probando una Base de Datos { #testing-a-database }

Puedes estudiar sobre bases de datos, SQL y SQLModel en la <a href="https://sqlmodel.tiangolo.com/" class="external-link" target="_blank">documentación de SQLModel</a>. 🤓

Hay un mini <a href="https://sqlmodel.tiangolo.com/tutorial/fastapi/" class="external-link" target="_blank">tutorial sobre el uso de SQLModel con FastAPI</a>. ✨