Linear probing 2026-10-18
An open addressing probe rule that visits modulo , using modular arithmetic, until a matching record or an appropriate stopping slot is found.[ref]
For capacity , the hash table probe numbered , starting at zero, inspects the array index
The hash function gives the first array index. Each subsequent hash table probe moves one slot forward, wrapping from to by modular arithmetic. Keep the hash function and key equality fixed while hash table records are stored.
Use three distinguishable slot states: occupied by a live hash table record; never used since initialization or rebuilding, written E; or deleted, written D, a tombstone in open addressing. Lookup compares occupied hash table keys using key equality, stops at E, and continues past D.[ref]
For an original example, take an eight-slot array, integer hash table keys, and the hash function . Start with all slots E and insert the hash table records in that order. The insertion hash table probe traces, expressed as array indices, are
The resulting array holds hash table keys at array indices , with E in the other four slots. The first three hash table keys have the same initial array index, a hash collision; the fourth begins at but joins the same linear probing cluster. Lookup of examines array indices , rejecting before returning . Lookup of absent examines , including the stopping E: five hash table probes for a hash table load factor .
Figure 1.
Four insertions build a linear probing cluster, followed by lookup of hash table key
. Original deterministic eight-slot example, with hash table keys shown and associated values omitted. Orange numbers count hash table probes in order; green marks placement or a match. Each row follows the preceding row. Details.
Bound lookup to at most hash table probes, even if no E remains. For algorithm termination, the first array indices are distinct: equality of and implies that divides by modular arithmetic, and forces . They therefore cover the entire finite set of slots exactly once. If no occupied hash table key matches and no E is encountered, exhausting these hash table probes establishes absence; wrapping around again supplies no new information.[ref]
The attraction is a compact array and a simple hash table probe rule. Consecutive slots can benefit from spatial locality, although actual memory cache behavior depends on representation and hardware. Correctness rests on preserving the search route; speed depends on how long that route becomes. The linear probing cluster below explains why even a moderate hash table load factor gives no universal constant lookup bound.
Primary clustering 2026-10-18
In an insertion-only table, an absent hash table key starting anywhere inside a linear probing cluster reaches its far end. Filling a one-slot gap can merge two runs, joining hash table keys with different initial array indices into one long search route. The insertion of above exhibits this effect without a hash collision with at their initial slots.[ref]