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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.
## 2026-06-25 - Avoid array allocation and .flatMap() in frontend string searches
**Learning:** Using `.flatMap(...)` to collect fields across objects and then `.join(" ")` on them creates excessive array memory allocations, drastically degrading React rendering performance when iterating over many nodes during user typing or node rendering updates.
**Action:** Always short-circuit using explicit `for` loops and test properties sequentially, using `continue` or `break` upon finding a match rather than allocating and joining strings in hot loops.
28 changes: 16 additions & 12 deletions frontend/src/App.tsx
Original file line number Diff line number Diff line change
Expand Up @@ -182,19 +182,23 @@ 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();
if (haystack.includes(normalizedNodeSearch)) {
if (node.data.title.toLocaleLowerCase().includes(normalizedNodeSearch)) {
matches.add(node.id);
continue;
}
if (node.data.comment?.toLocaleLowerCase().includes(normalizedNodeSearch)) {
matches.add(node.id);
continue;
}
for (const column of node.data.columns) {
if (
column.column_name.toLocaleLowerCase().includes(normalizedNodeSearch) ||
column.data_type.toLocaleLowerCase().includes(normalizedNodeSearch) ||
column.column_comment?.toLocaleLowerCase().includes(normalizedNodeSearch)
) {
matches.add(node.id);
break;
}
}
}
return matches;
Expand Down