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Get Started Free →JPA/Hibernate 模式,涵盖 Spring Boot 中的实体设计、关系、查询优化、事务、审计、索引、分页和连接池。
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-15 | ✗→✓ | ▲ Improved | -20% | 0% |
| case-12 | ✓→✓ | = Same ✓ | 38% | 0% |
| case-13 | ✓→✓ | = Same ✓ | 11% | 0% |
| case-01 | ✓→✓ | = Same ✓ | 12% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 34% | 0% |
用于 Spring Boot 中的数据建模、存储库(Repository)和性能调优。
java@Entity @Table(name = "markets", indexes = { @Index(name = "idx_markets_slug", columnList = "slug", unique = true) }) @EntityListeners(AuditingEntityListener.class) public class MarketEntity { @Id @GeneratedValue(strategy = GenerationType.IDENTITY) private Long id; @Column(nullable = false, length = 200) private String name; @Column(nullable = false, unique = true, length = 120) private String slug; @Enumerated(EnumType.STRING) private MarketStatus status = MarketStatus.ACTIVE; @CreatedDate private Instant createdAt; @LastModifiedDate private Instant updatedAt; }
启用审计 (Auditing):
java@Configuration @EnableJpaAuditing class JpaConfig {}
java@OneToMany(mappedBy = "market", cascade = CascadeType.ALL, orphanRemoval = true) private List<PositionEntity> positions = new ArrayList<>();
JOIN FETCH。EAGER 加载,在读取路径中优先使用 DTO 投影(Projection)。java@Query("select m from MarketEntity m left join fetch m.positions where m.id = :id") Optional<MarketEntity> findWithPositions(@Param("id") Long id);
javapublic interface MarketRepository extends JpaRepository<MarketEntity, Long> { Optional<MarketEntity> findBySlug(String slug); @Query("select m from MarketEntity m where m.status = :status") Page<MarketEntity> findByStatus(@Param("status") MarketStatus status, Pageable pageable); }
javapublic interface MarketSummary { Long getId(); String getName(); MarketStatus getStatus(); } Page<MarketSummary> findAllBy(Pageable pageable);
@Transactional 注解。@Transactional(readOnly = true) 优化只读路径。java@Transactional public Market updateStatus(Long id, MarketStatus status) { MarketEntity entity = repo.findById(id) .orElseThrow(() -> new EntityNotFoundException("Market")); entity.setStatus(status); return Market.from(entity); }
javaPageRequest page = PageRequest.of(pageNumber, pageSize, Sort.by("createdAt").descending()); Page<MarketEntity> markets = repo.findByStatus(MarketStatus.ACTIVE, page);
对于类似游标(Cursor)的分页,请在 JPQL 排序中包含 id > :lastId。
status、slug、外键)添加索引。status, created_at)。select *,仅投影必要的列。saveAll 和 hibernate.jdbc.batch_size 进行批量写入。推荐属性:
spring.datasource.hikari.maximum-pool-size=20
spring.datasource.hikari.minimum-idle=5
spring.datasource.hikari.connection-timeout=30000
spring.datasource.hikari.validation-timeout=5000对于 PostgreSQL 的 LOB 处理,请添加以下内容:
spring.jpa.properties.hibernate.jdbc.lob.non_contextual_creation=true@DataJpaTest,以真实反映生产环境。logging.level.org.hibernate.SQL 设置为 DEBUG,将 logging.level.org.hibernate.orm.jdbc.bind 设置为 TRACE 以查看参数值。注意:保持实体轻量化,确保查询意图明确,并缩短事务时长。通过抓取策略(Fetch Strategy)和投影(Projection)防止 N+1 问题,并为读/写路径创建索引。
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