The following
pseudocode is an implementation of an open addressing hash table with linear probing and single-slot stepping, a common approach that is effective if the hash function is good. Each of the
lookup,
set and
remove functions use a common internal function
find_slot to locate the array slot that either does or should contain a given key.
record pair { key, value, occupied flag (initially unset) }
var pair slot[0], slot[1], ..., slot[num_slots - 1]
function find_slot(key) i := hash(key) modulo num_slots
// search until we either find the key, or find an empty slot. while (slot[i] is occupied) and (slot[i].key ≠ key) i := (i + 1) modulo num_slots
return i
function lookup(key) i := find_slot(key)
if slot[i] is occupied
// key is in table return slot[i].value
else // key is not in table return not found
function set(key, value) i := find_slot(key)
if slot[i] is occupied
// we found our key slot[i].value := value
return if the table is almost full rebuild the table larger
(note 1) i := find_slot(key) mark slot[i] as occupied slot[i].key := key slot[i].value := value ; note 1 : Rebuilding the table requires allocating a larger array and recursively using the
set operation to insert all the elements of the old array into the new larger array. It is common to increase the array size
exponentially, for example by doubling the old array size.
function remove(key) i := find_slot(key)
if slot[i] is unoccupied
return // key is not in the table mark slot[i] as unoccupied j := i
loop (note 2) j := (j + 1) modulo num_slots
if slot[j] is unoccupied
exit loop k := hash(slot[j].key) modulo num_slots
// determine if k lies cyclically in (i,j] // i ≤ j: | i..k..j | // i > j: |.k..j i....| or |....j i..k.| if i ≤ j
if (i < k) and (k ≤ j)
continue loop else if (k ≤ j) or (i < k)
continue loop mark slot[i] as occupied slot[i].key := slot[j].key slot[i].value := slot[j].value mark slot[j] as unoccupied i := j ; note 2 : For all records in a cluster, there must be no vacant slots between their natural hash position and their current position (else lookups will terminate before finding the record). At this point in the pseudocode, is a vacant slot that might be invalidating this property for subsequent records in the cluster. is such a subsequent record. is the raw hash where the record at would naturally land in the hash table if there were no collisions. This test is asking if the record at is invalidly positioned with respect to the required properties of a cluster now that is vacant. Another technique for removal is simply to mark the slot as deleted. However this eventually requires rebuilding the table simply to remove deleted records. The methods above provide
O(1) updating and removal of existing records, with occasional rebuilding if the high-water mark of the table size grows. The
O(1) remove method above is only possible in linearly probed hash tables with single-slot stepping. In the case where many records are to be deleted in one operation, marking the slots for deletion and later rebuilding may be more efficient. ==Performance==