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3 changes: 3 additions & 0 deletions .jules/bolt.md
Original file line number Diff line number Diff line change
Expand Up @@ -60,3 +60,6 @@ Optimized metric route processing to O(N) by creating a mapping of routes direct
## 2026-06-25 - Avoid Map allocations in frontend ERD loops and mutate asyncpg records in-place
**Learning:** The frontend `snapshotToGraph` iterates over thousands of columns to generate the graph, so repeated lookups and redundant collection assignments increase GC pressure. Backend snapshot column dictionaries are freshly instantiated for the payload, so `add_column_examples` can safely fill missing fields in place.
**Action:** Reuse existing collections while aggregating relational data, create `Map`/`Set` entries only on first use, and check for missing example fields before calling expensive inference helpers.
## 2024-07-25 - Avoid flatMap and join for High-Frequency String Building
**Learning:** During real-time operations like typing in a search bar, iterating over dynamically sized React state arrays with `.flatMap()` and `.join(" ")` creates excessive short-lived intermediate arrays and strings, causing severe garbage collection pressure and main thread blocking.
**Action:** Replace functional `.flatMap().join()` chains with explicit loops and standard iterative string concatenation (`+=`) for performance-critical string searching over collections of nodes.
22 changes: 11 additions & 11 deletions frontend/src/App.tsx
Original file line number Diff line number Diff line change
Expand Up @@ -182,17 +182,17 @@ export default function App() {
if (!normalizedNodeSearch) return new Set<string>();
const matches = new Set<string>();
for (const node of nodes) {
const haystack = [
node.data.title,
node.data.comment ?? "",
...node.data.columns.flatMap((column) => [
column.column_name,
column.data_type,
column.column_comment ?? "",
]),
]
.join(" ")
.toLocaleLowerCase();
let haystack = node.data.title;
if (node.data.comment) {
haystack += " " + node.data.comment;
}
for (const column of node.data.columns) {
haystack += " " + column.column_name + " " + column.data_type;
if (column.column_comment) {
haystack += " " + column.column_comment;
}
}
haystack = haystack.toLocaleLowerCase();
if (haystack.includes(normalizedNodeSearch)) {
matches.add(node.id);
}
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