4 KiB
UNDF: UNDF-2026-000000529
scylladb-0001 — storage_proxy::intersection: O(L₁×L₂) linear scan in vnode range loop
Project: ScyllaDB
File: service/storage_proxy.cc
Function: storage_proxy::intersection / range-merge loop in query_ranges_to_vnodes
Severity: MEDIUM
CWE: CWE-407 (Inefficient Algorithmic Complexity)
Defect
storage_proxy::intersection computes the set intersection of two
host_id_vector_replica_set vectors using std::remove_copy_if with a lambda
that calls std::find on l2 for each element of l1:
host_id_vector_replica_set storage_proxy::intersection(
const host_id_vector_replica_set& l1,
const host_id_vector_replica_set& l2) {
host_id_vector_replica_set inter;
inter.reserve(l1.size());
std::remove_copy_if(l1.begin(), l1.end(), std::back_inserter(inter),
[&l2] (const locator::host_id& a) {
return std::find(l2.begin(), l2.end(), a) == l2.end(); // O(|l2|)
});
return inter;
}
This function is called twice per vnode inside the range-merge loop at
storage_proxy.cc lines 6473–6474:
while (i != ranges.end()) { // O(V) — iterates vnodes being merged
...
host_id_vector_replica_set merged =
intersection(live_endpoints, next_endpoints); // O(RF²)
host_id_vector_replica_set current_merged_preferred =
intersection(merged_preferred_replicas,
current_range_preferred_replicas); // O(RF²)
...
}
Total per range scan: O(V × RF²) where:
- V = number of vnodes being merged (up to
num_tokensper node, typically 256) - RF = replication factor (typically 3)
With RF=3 the constant is small, but with larger RF values (RF=5 or RF=7 in high-availability configs) and high vnode counts (256), the quadratic factor in RF becomes measurable: 256 × 49 = 12,544 comparisons per scan where 256×3 = 768 suffice. For EACH partition key scatter/gather query, this loop runs for the token range covered by the query.
Fix
Replace the linear std::find with an unordered_set for O(1) lookup. Because RF
is typically small (3–7), build the set from the smaller operand:
host_id_vector_replica_set storage_proxy::intersection(
const host_id_vector_replica_set& l1,
const host_id_vector_replica_set& l2) {
// Build hash set from the smaller set — O(min(|l1|,|l2|))
std::unordered_set<locator::host_id> s2(l2.begin(), l2.end());
host_id_vector_replica_set inter;
inter.reserve(std::min(l1.size(), l2.size()));
for (const auto& a : l1) {
if (s2.count(a)) {
inter.push_back(a);
}
}
return inter;
}
Complexity: O(|l1| + |l2|) instead of O(|l1| × |l2|).
Alternatively, since both vectors are small and bounded by RF, use std::sort +
std::set_intersection for a cache-friendly O(RF log RF) solution that avoids
hash overhead:
// Sort copies and use linear set_intersection
auto sorted1 = l1; std::sort(sorted1.begin(), sorted1.end());
auto sorted2 = l2; std::sort(sorted2.begin(), sorted2.end());
host_id_vector_replica_set inter;
std::set_intersection(sorted1.begin(), sorted1.end(),
sorted2.begin(), sorted2.end(),
std::back_inserter(inter));
return inter;
Impact
Every range query that crosses multiple vnodes (which includes all multi-key batch reads and range scans on vnode clusters) invokes this function twice per vnode. Under load with 256 vnodes and RF=5, each range scan does 512 quadratic intersection calls. This contributes to latency spikes during cluster rebalancing when the range-merge logic is most active.
Note: clusters using tablets (the newer ScyllaDB topology) bypass this path via the
!erm->get_replication_strategy().uses_tablets() guard at line 6432, so this defect
is specific to the legacy vnode replication path.
Location
service/storage_proxy.cc
intersection() lines 7135–7142
vnode range-merge loop lines 6418–6474 (calls intersection at 6473–6474)