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LobeHub Store Data Structures

This guide covers how to structure data in Zustand stores for optimal performance and user experience.

Core Principles

✅ DO

1. Separate List and Detail - Use different structures for list pages and detail pages
2. Use Map for Details - Cache multiple detail pages with Record<string, Detail>
3. Use Array for Lists - Simple arrays for list display
4. Types from @lobechat/types - Never use @lobechat/database types in stores
5. Distinguish List and Detail types - List types may have computed UI fields

❌ DON'T

1. Don't use single detail object - Can't cache multiple pages
2. Don't mix List and Detail types - They have different purposes
3. Don't use database types - Use types from @lobechat/types
4. Don't use Map for lists - Simple arrays are sufficient

Type Definitions

Types should be organized by entity in separate files:

@lobechat/types/src/eval/
├── benchmark.ts        # Benchmark types
├── agentEvalDataset.ts # Dataset types
├── agentEvalRun.ts     # Run types
└── index.ts           # Re-exports

Example: Benchmark Types

// packages/types/src/eval/benchmark.ts
import type { EvalBenchmarkRubric } from './rubric';

// ============================================
// Detail Type - Full entity (for detail pages)
// ============================================

/**
 * Full benchmark entity with all fields including heavy data
 */
export interface AgentEvalBenchmark {
  createdAt: Date;
  description?: string | null;
  id: string;
  identifier: string;
  isSystem: boolean;
  metadata?: Record<string, unknown> | null;
  name: string;
  referenceUrl?: string | null;
  rubrics: EvalBenchmarkRubric[]; // Heavy field
  updatedAt: Date;
}

// ============================================
// List Type - Lightweight (for list display)
// ============================================

/**
 * Lightweight benchmark item - excludes heavy fields
 * May include computed statistics for UI
 */
export interface AgentEvalBenchmarkListItem {
  createdAt: Date;
  description?: string | null;
  id: string;
  identifier: string;
  isSystem: boolean;
  name: string;
  // Note: rubrics NOT included (heavy field)

  // Computed statistics for UI display
  datasetCount?: number;
  runCount?: number;
  testCaseCount?: number;
}

Example: Document Types (with heavy content)

// packages/types/src/document.ts

/**
 * Full document entity - includes heavy content fields
 */
export interface Document {
  id: string;
  title: string;
  description?: string;
  content: string; // Heavy field - full markdown content
  editorData: any; // Heavy field - editor state
  metadata?: Record<string, unknown>;
  createdAt: Date;
  updatedAt: Date;
}

/**
 * Lightweight document item - excludes heavy content
 */
export interface DocumentListItem {
  id: string;
  title: string;
  description?: string;
  // Note: content and editorData NOT included
  createdAt: Date;
  updatedAt: Date;

  // Computed statistics
  wordCount?: number;
  lastEditedBy?: string;
}

Key Points:

• Detail types include ALL fields from database (full entity)
• List types are subsets that exclude heavy/large fields
• List types may add computed statistics for UI (e.g., testCaseCount)
• Each entity gets its own file (not mixed together)
• All types exported from @lobechat/types, NOT @lobechat/database

Heavy fields to exclude from List:

• Large text content (content, editorData, fullDescription)
• Complex objects (rubrics, config, metrics)
• Binary data (image, file)
• Large arrays (messages, items)

When to Use Map vs Array

Use Map + Reducer (for Detail Data)

✅ Detail page data caching - Cache multiple detail pages simultaneously ✅ Optimistic updates - Update UI before API responds ✅ Per-item loading states - Track which items are being updated ✅ Multiple pages open - User can navigate between details without refetching

Structure:

benchmarkDetailMap: Record<string, AgentEvalBenchmark>;

Example: Benchmark detail pages, Dataset detail pages, User profiles

Use Simple Array (for List Data)

✅ List display - Lists, tables, cards ✅ Read-only or refresh-as-whole - Entire list refreshes together ✅ No per-item updates - No need to update individual items ✅ Simple data flow - Easier to understand and maintain

Structure:

benchmarkList: AgentEvalBenchmarkListItem[]

Example: Benchmark list, Dataset list, User list

State Structure Pattern

Complete Example

// packages/types/src/eval/benchmark.ts
import type { EvalBenchmarkRubric } from './rubric';

/**
 * Full benchmark entity (for detail pages)
 */
export interface AgentEvalBenchmark {
  id: string;
  name: string;
  description?: string | null;
  identifier: string;
  rubrics: EvalBenchmarkRubric[]; // Heavy field
  metadata?: Record<string, unknown> | null;
  isSystem: boolean;
  createdAt: Date;
  updatedAt: Date;
}

/**
 * Lightweight benchmark (for list display)
 * Excludes heavy fields like rubrics
 */
export interface AgentEvalBenchmarkListItem {
  id: string;
  name: string;
  description?: string | null;
  identifier: string;
  isSystem: boolean;
  createdAt: Date;
  // Note: rubrics excluded

  // Computed statistics
  testCaseCount?: number;
  datasetCount?: number;
  runCount?: number;
}



// src/store/eval/slices/benchmark/initialState.ts
import type { AgentEvalBenchmark, AgentEvalBenchmarkListItem } from '@lobechat/types';

export interface BenchmarkSliceState {
  // ============================================
  // List Data - Simple Array
  // ============================================
  /**
   * List of benchmarks for list page display
   * May include computed fields like testCaseCount
   */
  benchmarkList: AgentEvalBenchmarkListItem[];
  benchmarkListInit: boolean;

  // ============================================
  // Detail Data - Map for Caching
  // ============================================
  /**
   * Map of benchmark details keyed by ID
   * Caches detail page data for multiple benchmarks
   * Enables optimistic updates and per-item loading
   */
  benchmarkDetailMap: Record<string, AgentEvalBenchmark>;

  /**
   * Track which benchmark details are being loaded/updated
   * For showing spinners on specific items
   */
  loadingBenchmarkDetailIds: string[];

  // ============================================
  // Mutation States
  // ============================================
  isCreatingBenchmark: boolean;
  isUpdatingBenchmark: boolean;
  isDeletingBenchmark: boolean;
}

export const benchmarkInitialState: BenchmarkSliceState = {
  benchmarkList: [],
  benchmarkListInit: false,
  benchmarkDetailMap: {},
  loadingBenchmarkDetailIds: [],
  isCreatingBenchmark: false,
  isUpdatingBenchmark: false,
  isDeletingBenchmark: false,
};

Reducer Pattern (for Detail Map)

Why Use Reducer?

• Immutable updates - Immer ensures immutability
• Type-safe actions - TypeScript discriminated unions
• Testable - Pure functions easy to test
• Reusable - Same reducer for optimistic updates and server data

Reducer Structure

// src/store/eval/slices/benchmark/reducer.ts
import { produce } from 'immer';
import type { AgentEvalBenchmark } from '@lobechat/types';

// ============================================
// Action Types
// ============================================

type SetBenchmarkDetailAction = {
  id: string;
  type: 'setBenchmarkDetail';
  value: AgentEvalBenchmark;
};

type UpdateBenchmarkDetailAction = {
  id: string;
  type: 'updateBenchmarkDetail';
  value: Partial<AgentEvalBenchmark>;
};

type DeleteBenchmarkDetailAction = {
  id: string;
  type: 'deleteBenchmarkDetail';
};

export type BenchmarkDetailDispatch =
  | SetBenchmarkDetailAction
  | UpdateBenchmarkDetailAction
  | DeleteBenchmarkDetailAction;

// ============================================
// Reducer Function
// ============================================

export const benchmarkDetailReducer = (
  state: Record<string, AgentEvalBenchmark> = {},
  payload: BenchmarkDetailDispatch,
): Record<string, AgentEvalBenchmark> => {
  switch (payload.type) {
    case 'setBenchmarkDetail': {
      return produce(state, (draft) => {
        draft[payload.id] = payload.value;
      });
    }

    case 'updateBenchmarkDetail': {
      return produce(state, (draft) => {
        if (draft[payload.id]) {
          draft[payload.id] = { ...draft[payload.id], ...payload.value };
        }
      });
    }

    case 'deleteBenchmarkDetail': {
      return produce(state, (draft) => {
        delete draft[payload.id];
      });
    }

    default:
      return state;
  }
};

Internal Dispatch Methods

// In action.ts
export interface BenchmarkAction {
  // ... other methods ...

  // Internal methods - not for direct UI use
  internal_dispatchBenchmarkDetail: (payload: BenchmarkDetailDispatch) => void;
  internal_updateBenchmarkDetailLoading: (id: string, loading: boolean) => void;
}

export const createBenchmarkSlice: StateCreator<...> = (set, get) => ({
  // ... other methods ...

  // Internal - Dispatch to reducer
  internal_dispatchBenchmarkDetail: (payload) => {
    const currentMap = get().benchmarkDetailMap;
    const nextMap = benchmarkDetailReducer(currentMap, payload);

    // Only update if changed
    if (isEqual(nextMap, currentMap)) return;

    set(
      { benchmarkDetailMap: nextMap },
      false,
      `dispatchBenchmarkDetail/${payload.type}`,
    );
  },

  // Internal - Update loading state
  internal_updateBenchmarkDetailLoading: (id, loading) => {
    set(
      (state) => {
        if (loading) {
          return { loadingBenchmarkDetailIds: [...state.loadingBenchmarkDetailIds, id] };
        }
        return {
          loadingBenchmarkDetailIds: state.loadingBenchmarkDetailIds.filter((i) => i !== id),
        };
      },
      false,
      'updateBenchmarkDetailLoading',
    );
  },
});

Data Structure Comparison

❌ WRONG - Single Detail Object

interface BenchmarkSliceState {
  // ❌ Can only cache one detail
  benchmarkDetail: AgentEvalBenchmark | null;

  // ❌ Global loading state
  isLoadingBenchmarkDetail: boolean;
}

Problems:

• Can only cache one detail page at a time
• Switching between details causes unnecessary refetches
• No optimistic updates
• No per-item loading states

✅ CORRECT - Separate List and Detail

import type { AgentEvalBenchmark, AgentEvalBenchmarkListItem } from '@lobechat/types';

interface BenchmarkSliceState {
  // ✅ List data - simple array
  benchmarkList: AgentEvalBenchmarkListItem[];
  benchmarkListInit: boolean;

  // ✅ Detail data - map for caching
  benchmarkDetailMap: Record<string, AgentEvalBenchmark>;

  // ✅ Per-item loading
  loadingBenchmarkDetailIds: string[];

  // ✅ Mutation states
  isCreatingBenchmark: boolean;
  isUpdatingBenchmark: boolean;
  isDeletingBenchmark: boolean;
}

Benefits:

• Cache multiple detail pages
• Fast navigation between cached details
• Optimistic updates with reducer
• Per-item loading states
• Clear separation of concerns

Component Usage

Accessing List Data

const BenchmarkList = () => {
  // Simple array access
  const benchmarks = useEvalStore((s) => s.benchmarkList);
  const isInit = useEvalStore((s) => s.benchmarkListInit);

  if (!isInit) return <Loading />;

  return (
    <div>
      {benchmarks.map(b => (
        <BenchmarkCard
          key={b.id}
          name={b.name}
          testCaseCount={b.testCaseCount} // Computed field
        />
      ))}
    </div>
  );
};

Accessing Detail Data

const BenchmarkDetail = () => {
  const { benchmarkId } = useParams<{ benchmarkId: string }>();

  // Get from map
  const benchmark = useEvalStore((s) =>
    benchmarkId ? s.benchmarkDetailMap[benchmarkId] : undefined,
  );

  // Check loading
  const isLoading = useEvalStore((s) =>
    benchmarkId ? s.loadingBenchmarkDetailIds.includes(benchmarkId) : false,
  );

  if (!benchmark) return <Loading />;

  return (
    <div>
      <h1>{benchmark.name}</h1>
      {isLoading && <Spinner />}
    </div>
  );
};

Using Selectors (Recommended)

// src/store/eval/slices/benchmark/selectors.ts
export const benchmarkSelectors = {
  getBenchmarkDetail: (id: string) => (s: EvalStore) => s.benchmarkDetailMap[id],

  isLoadingBenchmarkDetail: (id: string) => (s: EvalStore) =>
    s.loadingBenchmarkDetailIds.includes(id),
};

// In component
const benchmark = useEvalStore(benchmarkSelectors.getBenchmarkDetail(benchmarkId!));
const isLoading = useEvalStore(benchmarkSelectors.isLoadingBenchmarkDetail(benchmarkId!));

Decision Tree

Need to store data?
│
├─ Is it a LIST for display?
│  └─ ✅ Use simple array: `xxxList: XxxListItem[]`
│     - May include computed fields
│     - Refreshed as a whole
│     - No optimistic updates needed
│
└─ Is it DETAIL page data?
   └─ ✅ Use Map: `xxxDetailMap: Record<string, Xxx>`
      - Cache multiple details
      - Support optimistic updates
      - Per-item loading states
      - Requires reducer for mutations

Checklist

When designing store state structure:

• Organize types by entity in separate files (e.g., benchmark.ts, agentEvalDataset.ts)
• Create Detail type (full entity with all fields including heavy ones)
• Create ListItem type:
  • Subset of Detail type (exclude heavy fields)
  • May include computed statistics for UI
  • NOT extending Detail type (it's a subset, not extension)
• Use array for list data: xxxList: XxxListItem[]
• Use Map for detail data: xxxDetailMap: Record<string, Xxx>
• Add per-item loading: loadingXxxDetailIds: string[]
• Create reducer for detail map if optimistic updates needed
• Add internal dispatch and loading methods
• Create selectors for clean access (optional but recommended)

Best Practices

1. File organization - One entity per file, not mixed together
2. List is subset - ListItem excludes heavy fields, not extends Detail
3. Clear naming - xxxList for arrays, xxxDetailMap for maps
4. Consistent patterns - All detail maps follow same structure
5. Type safety - Never use any, always use proper types
6. Document exclusions - Comment which fields are excluded from List and why
7. Selectors - Encapsulate access patterns
8. Loading states - Per-item for details, global for lists
9. Immutability - Use Immer in reducers

Common Mistakes to Avoid

❌ DON'T extend Detail in List:

// Wrong - List should not extend Detail
export interface BenchmarkListItem extends Benchmark {
  testCaseCount?: number;
}

✅ DO create separate subset:

// Correct - List is a subset with computed fields
export interface BenchmarkListItem {
  id: string;
  name: string;
  // ... only necessary fields
  testCaseCount?: number; // Computed
}

❌ DON'T mix entities in one file:

// Wrong - all entities in agentEvalEntities.ts

✅ DO separate by entity:

// Correct - separate files
// benchmark.ts
// agentEvalDataset.ts
// agentEvalRun.ts

Related Skills

• data-fetching - How to fetch and update this data
• zustand - General Zustand patterns

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