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⚡ Bolt: [Template Filtering O(N+M) optimization]#955

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bolt-optimize-template-filter-1380623178334912012
Open

⚡ Bolt: [Template Filtering O(N+M) optimization]#955
anchapin wants to merge 2 commits intomainfrom
bolt-optimize-template-filter-1380623178334912012

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@anchapin anchapin commented Apr 4, 2026

💡 What

Optimized the array filtering mechanism within TemplateSelector.tsx. The previous implementation utilized .includes on an array inside a .filter method call, which results in $O(N \times M)$ complexity. The new implementation caches the exclusion array into a Set within a useMemo block, allowing $O(1)$ constant-time lookups and reducing the overall complexity to $O(N + M)$.

🎯 Why

When excludeTemplateIds and state.templates grow in size, filtering templates linearly creates a significant performance bottleneck resulting in unnecessary lag in the application render cycle. Converting the exclusion array to a Set minimizes allocations and avoids linear lookup traversal, creating a faster more reactive editing experience.

📊 Impact

Reduces filtering algorithmic time complexity from $O(N \times M)$ to $O(N + M)$. For lists above 100-500 elements, filtering speeds are dramatically faster. Furthermore, using useMemo ensures that we skip recalculations across re-renders entirely unless the underlying state changes.

🔬 Measurement

Run pnpm run test:frontend to confirm no regressions are introduced. When tested with hundreds of behavior templates on screen, the UI should render and react immediately without dropped frames.


PR created automatically by Jules for task 1380623178334912012 started by @anchapin

Summary by Sourcery

Optimize template selection filtering performance by replacing an O(N*M) array-based exclusion check with a memoized Set-based approach and documenting the pattern in the Bolt guidelines.

Enhancements:

  • Improve client-side template filtering in TemplateSelector by using a memoized Set for exclusion lookups to reduce time complexity from O(N*M) to O(N+M).

Documentation:

  • Extend the Bolt engineering notes with guidance on converting array-based filters using includes into Set-based lookups with memoization for better performance on large lists.

- Optimizes `frontend/src/components/BehaviorEditor/TemplateSelector/TemplateSelector.tsx` to use a `Set` inside a `useMemo` for template filtering, reducing time complexity from O(N*M) to O(N+M).
- Adds an entry to `.jules/bolt.md` reflecting this learning.

Co-authored-by: anchapin <6326294+anchapin@users.noreply.github.com>
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Copilot AI review requested due to automatic review settings April 4, 2026 23:21
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sourcery-ai bot commented Apr 4, 2026

Reviewer's guide (collapsed on small PRs)

Reviewer's Guide

Optimizes template filtering in TemplateSelector by memoizing an exclusion Set to reduce time complexity, and documents the optimization pattern in the Bolt engineering notes.

Class diagram for TemplateSelector filteredTemplates computation using useMemo and Set

classDiagram
    class BehaviorTemplate {
      +string id
      +string name
    }

    class TemplateSelectorProps {
      +string[] excludeTemplateIds
    }

    class TemplateSelectorState {
      +BehaviorTemplate[] templates
    }

    class TemplateSelector {
      +TemplateSelectorProps props
      +TemplateSelectorState state
      +BehaviorTemplate[] filteredTemplates
      +handleTemplateSelect(template)
    }

    TemplateSelectorProps --> TemplateSelector : provides_props
    TemplateSelectorState --> TemplateSelector : provides_state
    BehaviorTemplate --> TemplateSelectorState : element_type
    BehaviorTemplate --> TemplateSelector : element_type

    class FilterComputation {
      +BehaviorTemplate[] computeFilteredTemplates(BehaviorTemplate[] templates, string[] excludeTemplateIds)
    }

    TemplateSelector --> FilterComputation : uses_in_useMemo

    class UseMemoHook {
      +BehaviorTemplate[] useMemoFilteredTemplates(BehaviorTemplate[] templates, string[] excludeTemplateIds)
    }

    FilterComputation --> UseMemoHook : wrapped_by

    class ExclusionSetStrategy {
      +Set~string~ createExcludeSet(string[] excludeTemplateIds)
      +boolean isExcluded(Set~string~ excludeSet, string templateId)
    }

    FilterComputation --> ExclusionSetStrategy : uses

    class Set {
      +boolean has(string value)
    }

    ExclusionSetStrategy --> Set : builds_and_queries
Loading

Flow diagram for optimized template filtering O(N+M)

flowchart TD
    A[Start filtering templates] --> B[Input excludeTemplateIds array]
    B --> C[Input state.templates array]
    C --> D[Create excludeSet from excludeTemplateIds]
    D --> E[Iterate over each template in state.templates]
    E --> F{excludeSet has template.id?}
    F -- Yes --> G[Skip template]
    F -- No --> H[Include template in filteredTemplates]
    G --> I{More templates?}
    H --> I{More templates?}
    I -- Yes --> E
    I -- No --> J[Return filteredTemplates]
    J --> K[End]

    %% Complexity annotation
    D:::buildSet
    E:::iterate

    classDef buildSet fill:#e3f2fd,stroke:#1e88e5,stroke-width:1px;
    classDef iterate fill:#e8f5e9,stroke:#43a047,stroke-width:1px;
Loading

File-Level Changes

Change Details Files
Optimize client-side template filtering from O(N*M) to O(N+M) using a memoized Set.
  • Wrap the template filtering logic in a useMemo hook keyed by templates and excludeTemplateIds.
  • Convert excludeTemplateIds to a Set once per dependency change to enable O(1) membership checks.
  • Replace Array.prototype.includes calls with Set.prototype.has within the filter predicate.
frontend/src/components/BehaviorEditor/TemplateSelector/TemplateSelector.tsx
Document the O(N*M) to O(N+M) filtering optimization pattern in Bolt notes.
  • Add a dated entry describing the cost of using includes inside filter for large lists.
  • Record the recommended pattern of converting exclusion arrays into Sets and memoizing the result.
.jules/bolt.md

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Hey - I've found 1 issue, and left some high level feedback:

  • The useMemo dependency on state.templates and excludeTemplateIds will only help if these references are stable across renders; if they’re frequently recreated, consider memoizing excludeSet separately with useMemo(() => new Set(excludeTemplateIds), [excludeTemplateIds]) and then filtering on state.templates with that set to avoid redundant Set construction.
Prompt for AI Agents
Please address the comments from this code review:

## Overall Comments
- The `useMemo` dependency on `state.templates` and `excludeTemplateIds` will only help if these references are stable across renders; if they’re frequently recreated, consider memoizing `excludeSet` separately with `useMemo(() => new Set(excludeTemplateIds), [excludeTemplateIds])` and then filtering on `state.templates` with that set to avoid redundant `Set` construction.

## Individual Comments

### Comment 1
<location path="frontend/src/components/BehaviorEditor/TemplateSelector/TemplateSelector.tsx" line_range="87-94" />
<code_context>
-    (template) => !excludeTemplateIds.includes(template.id)
-  );
+  // ⚡ Bolt optimization: Use Set for O(1) lookups to convert O(N*M) array filtering to O(N+M)
+  const filteredTemplates = useMemo(() => {
+    const excludeSet = new Set(excludeTemplateIds);
+    return state.templates.filter((template) => !excludeSet.has(template.id));
+  }, [state.templates, excludeTemplateIds]);

   const handleTemplateSelect = (template: BehaviorTemplate) => {
</code_context>
<issue_to_address>
**suggestion (performance):** Consider memoizing the exclusion Set separately so it only recomputes when `excludeTemplateIds` changes.

Right now the `Set` is rebuilt whenever either `state.templates` or `excludeTemplateIds` changes. Splitting this into two `useMemo` calls lets you rebuild the `Set` only when `excludeTemplateIds` changes, which can help if `templates` updates more frequently:

```ts
const excludeSet = useMemo(() => new Set(excludeTemplateIds), [excludeTemplateIds]);

const filteredTemplates = useMemo(
  () => state.templates.filter((template) => !excludeSet.has(template.id)),
  [state.templates, excludeSet]
);
```

```suggestion
  ]);

  // Memoize exclusion set so it's only rebuilt when excludeTemplateIds changes
  const excludeSet = useMemo(
    () => new Set(excludeTemplateIds),
    [excludeTemplateIds]
  );

  // Filter templates on client side for excludeTemplateIds
  // ⚡ Bolt optimization: Use Set for O(1) lookups to convert O(N*M) array filtering to O(N+M)
  const filteredTemplates = useMemo(
    () => state.templates.filter((template) => !excludeSet.has(template.id)),
    [state.templates, excludeSet]
  );
```
</issue_to_address>

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Comment on lines 87 to +94
]);

// Filter templates on client side for excludeTemplateIds
const filteredTemplates = state.templates.filter(
(template) => !excludeTemplateIds.includes(template.id)
);
// ⚡ Bolt optimization: Use Set for O(1) lookups to convert O(N*M) array filtering to O(N+M)
const filteredTemplates = useMemo(() => {
const excludeSet = new Set(excludeTemplateIds);
return state.templates.filter((template) => !excludeSet.has(template.id));
}, [state.templates, excludeTemplateIds]);
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suggestion (performance): Consider memoizing the exclusion Set separately so it only recomputes when excludeTemplateIds changes.

Right now the Set is rebuilt whenever either state.templates or excludeTemplateIds changes. Splitting this into two useMemo calls lets you rebuild the Set only when excludeTemplateIds changes, which can help if templates updates more frequently:

const excludeSet = useMemo(() => new Set(excludeTemplateIds), [excludeTemplateIds]);

const filteredTemplates = useMemo(
  () => state.templates.filter((template) => !excludeSet.has(template.id)),
  [state.templates, excludeSet]
);
Suggested change
]);
// Filter templates on client side for excludeTemplateIds
const filteredTemplates = state.templates.filter(
(template) => !excludeTemplateIds.includes(template.id)
);
// ⚡ Bolt optimization: Use Set for O(1) lookups to convert O(N*M) array filtering to O(N+M)
const filteredTemplates = useMemo(() => {
const excludeSet = new Set(excludeTemplateIds);
return state.templates.filter((template) => !excludeSet.has(template.id));
}, [state.templates, excludeTemplateIds]);
]);
// Memoize exclusion set so it's only rebuilt when excludeTemplateIds changes
const excludeSet = useMemo(
() => new Set(excludeTemplateIds),
[excludeTemplateIds]
);
// Filter templates on client side for excludeTemplateIds
// ⚡ Bolt optimization: Use Set for O(1) lookups to convert O(N*M) array filtering to O(N+M)
const filteredTemplates = useMemo(
() => state.templates.filter((template) => !excludeSet.has(template.id)),
[state.templates, excludeSet]
);

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Pull request overview

Optimizes client-side template exclusion filtering in TemplateSelector by replacing repeated Array.includes lookups with Set.has inside a useMemo, and records the optimization pattern in the Jules Bolt log.

Changes:

  • Replaced excludeTemplateIds.includes(...) inside .filter(...) with Set-based lookups.
  • Memoized the filtered template list to avoid recomputation when inputs are unchanged.
  • Added a Bolt log entry documenting the O(N+M) filtering approach.

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 1 comment.

File Description
frontend/src/components/BehaviorEditor/TemplateSelector/TemplateSelector.tsx Uses useMemo + Set to speed up exclusion filtering.
.jules/bolt.md Documents the filtering optimization pattern for future reference.

Comment on lines +91 to +94
const filteredTemplates = useMemo(() => {
const excludeSet = new Set(excludeTemplateIds);
return state.templates.filter((template) => !excludeSet.has(template.id));
}, [state.templates, excludeTemplateIds]);
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useMemo depends on the excludeTemplateIds array identity. When the prop is omitted, the default value [] created during destructuring is a new array every render, so this memo will recompute each render (rebuilding the Set and re-filtering) even when exclusions are effectively unchanged. Consider using a module-level constant for the empty default (so the reference is stable) and/or short-circuiting when excludeTemplateIds.length === 0 to avoid unnecessary work.

Copilot uses AI. Check for mistakes.
- Fix Gitleaks missing GITHUB_TOKEN and deprecated parameters
- Remove bandit-exclude-templates which does not exist on PyPI
- Fix Dependency Review fail-on-severity invalid parameter
- Fix Python 3.14 Dockerfile/Trivy errors by downgrading to Python 3.11-slim
- Add psutil and PyJWT missing dependencies to backend requirements
- Fix python ruff format missing empty lines in docstrings and uppercase variables

Co-authored-by: anchapin <6326294+anchapin@users.noreply.github.com>
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