dart-logic-patterns

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Algorithms & Logic

算法与逻辑

The efficiency of your business logic directly impacts battery life and responsiveness.
业务逻辑的效率会直接影响电池续航和应用响应速度。

Complexity Analysis

复杂度分析

  • Big O Awareness: Understand the cost of your operations. Avoid O(n²) or higher on the main thread for datasets larger than a few hundred items.
  • Data Structure Selection:
    • Map
      : Fast key-based lookups.
    • Set
      : Fast unique item management.
    • List
      : Fast indexing and sequential access.
    • LinkedHashSet/Map
      : Preserves insertion order while providing fast lookups.
  • 大O表示法认知:了解你所执行操作的开销。对于包含数百项以上的数据集,避免在主线程中使用O(n²)或更高复杂度的操作。
  • 数据结构选择:
    • Map
      :基于键的快速查找
    • Set
      :高效的唯一元素管理
    • List
      :快速索引和顺序访问
    • LinkedHashSet/Map
      :保留插入顺序的同时提供快速查找能力

Logic Patterns

逻辑模式

  • Debouncing: Delay execution until a user stops interacting (e.g., search-as-you-type).
  • Throttling: Limit execution to at most once every interval (e.g., scrolling events).
  • Memoization: Cache the results of expensive pure functions based on their arguments. Use
    package:memoize
    or custom implementations.
  • Debouncing(防抖):延迟执行直到用户停止交互(例如:输入实时搜索场景)。
  • Throttling(节流):限制执行频率,每个时间间隔内最多触发一次(例如:滚动事件处理)。
  • Memoization(记忆化):基于入参缓存高开销纯函数的执行结果,可使用
    package:memoize
    或自定义实现。

Search & Sort

搜索与排序

  • Binary Search: Use for sorted lists to transform O(n) searches into O(log n).
  • Efficient Sorting: Use Dart's built-in
    list.sort()
    , which uses highly optimized algorithms. Provide targeted
    Comparable
    implementations for custom objects.
  • Binary Search(二分查找):在有序列表中使用,可将O(n)复杂度的搜索优化为O(log n)。
  • 高效排序:使用Dart内置的
    list.sort()
    ,它采用了高度优化的算法,针对自定义对象可提供对应的
    Comparable
    实现。

Business Logic Organization

业务逻辑组织

  • Pure Functions: Keep business logic in pure, testable functions outside of UI classes.
  • Fail Fast: Use guard clauses to handle edge cases and invalid states early.
  • Validation Logic: Keep complex validation in a separate domain layer, reusable across different screens.
  • 纯函数:将业务逻辑保存在UI类之外的可测试纯函数中。
  • 快速失败:使用卫语句提前处理边界情况和非法状态。
  • 校验逻辑:将复杂的校验逻辑放在独立的领域层,可在不同页面间复用。