⚡ perf: optimize dependency health grouping using Map#86
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Co-authored-by: mbayue <70324722+mbayue@users.noreply.github.com>
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Architecture diagram
sequenceDiagram
participant Caller as "Caller Service"
participant GD as "groupDependencies()"
participant DepKey as "dependencyKey()"
Note over Caller,GD: NEW: Optimized dependency grouping
Caller->>GD: call(dependencies, scopedDependencies)
Note over GD: Pre-compute scopedByDepKey Map (O(M))
loop For each scopedDependency
GD->>DepKey: dependencyKey(scoped)
DepKey-->>GD: key
GD->>GD: Map.set(key, push scoped)
end
loop For each dependency
GD->>DepKey: dependencyKey(dependency)
DepKey-->>GD: key
alt key already in grouped Map
GD->>GD: skip (continue)
else
GD->>GD: scopedByDepKey.get(key) (O(1) lookup)
GD->>GD: create DependencyGroup and store
end
end
GD-->>Caller: return grouped groups (Map)
Note over Caller,GD: ~146x faster for N=5k, M=10k
Co-authored-by: mbayue <70324722+mbayue@users.noreply.github.com>
Co-authored-by: mbayue <70324722+mbayue@users.noreply.github.com>
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1 issue found across 1 file (changes from recent commits).
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Co-authored-by: mbayue <70324722+mbayue@users.noreply.github.com>
⚡ Optimize
groupDependenciesviaMapPre-computation💡 What: Replaced the redundant array traversal ($O(M)$ $O(N)$ loop, leading to an $O(N \times M)$ time complexity. This was inefficient for larger arrays. The updated solution brings the complexity down to $O(N + M)$ with O(1) lookups during the main iteration.$N=5000$ and $M=10000$ mock entries. The original implementation took ~6596ms to execute, while the optimized approach took ~44ms. This is approximately a ~146x improvement for this operation.
scopedDependencies.filter) inside the main loop ofgroupDependencieswith a pre-computedMap(scopedByDepKey) that mapsdependencyKeyto an array of matchingScopedDependencyobjects.🎯 Why: The previous implementation used an
.filterinside an📊 Measured Improvement: We ran a benchmark with
PR created automatically by Jules for task 11026758994194503549 started by @mbayue
Summary by cubic
Speed up dependency health grouping by precomputing a
MapofdependencyKeytoScopedDependency[], replacing per-iteration.filtercalls.groupDependenciesnow runs in O(N+M) instead of O(N×M), removing a large bottleneck.scopedByDepKeyonce and use it for O(1) lookups when creating groups.Written for commit 700e644. Summary will update on new commits.