A SkipListTbl.T
is a subtype of a SortedTable.T
, but it
is implemented using skip lists. Skip lists are randomized
data structures that have logarithmic expected-time performance.
GENERIC INTERFACESkipListTbl (Key, Value, SortedTbl);
Where the same requirments exist on theKey
andValue
interfaces as those described in the genericSortedTable
interface and whereSortedTbl
is the generic instanceSortedTable(Key, Value)
.
CONST Brand = "(SkipListTbl " & Key.Brand & " " & Value.Brand & ")";
The typeT
is revealed to have brandBrand
.
TYPE T <: Public; Public = SortedTbl.T OBJECT METHODS init(maxSizeHint: CARDINAL := 10000; fixedSeed := FALSE): T; keyCompare(READONLY k1, k2: Key.T): [-1..1]; END; Iterator <: IteratorPublic; IteratorPublic = SortedTbl.Iterator OBJECT METHODS reset(); END; END SkipListTbl.
\subsection{Method Specifications}
The expression NEW(T).init(maxSizeHint, fixedSeed)
evaluates to
a new table with no elements. The init
method may also be invoked
on an existing table to delete all of its entries.
The maxSizeHint
parameter should be an estimate of the table's
maximum size. If the estimate is too small, the table will perform
poorly, so it is better to over-estimate. The cost of over-estimating
is that the table will consume more space than necessary.
Each SkipListTbl.T
uses its own random number generator. The
generator is initialized with a fixed seed if and only if the
fixedSeed
parameter is TRUE
. Use of a fixed seed is only
recommended for testing purposes.
The implementation calls the keyCompare
method to compare two keys.
The default keyCompare
method simply returns Key.Compare(k1, k2)
.
However, subtypes may wish to override the keyCompare
method to
effect a new key ordering. keyCompare
is required to implement a
total order.
The iterate
method returns an iterator of type Iterator
, a subtype of
SortedTbl.Iterator
. Its reset
method resets the iterator. This allows
clients to iterate over a table multiple times without having to allocate a
new Iterator
object on each pass.
\subsection{Synchronization}
For efficiency, skip list tables and their iterators are not
monitored, so a client accessing a table from multiple threads
must ensure that if two operations are active concurrently, then
neither of them has side-effects on the same table or iterator.
The init
, put
, and delete
methods are the only ones
with side-effects on the table. All three of an iterator's
reset
, next
, and seek
methods have side-effects on the
iterator.
\subsection{Quake Instantiation Procedures}
The sortedtableextras
package includes a quake template
that defines quake procedures for instantiating instances of
the SkipListTbl
generic interface and implemenation. The
two procedures are:
skiplist_table (nm, key, value) SkipList_table (nm, key, value)The only difference between these two procedures is that tables instantiated by the former are private to the package in which they are built, while those instantiated by the latter are exported.
These procedures create and include the two generic instantiation files
SkipList<nm>Tbl.i3
and SkipList<nm>Tbl.m3
. The generic
interface and implementation are instantiated with the interfaces
named key
and value
. nm
should be a string representing the
concatenation of the names key
and value
, possibly in abbreviated
form; it must be the same name that is used to instantiate the generic
Table
and SortedTable
interfaces. Here are some examples:
skiplist_table ("IntInt", "Integer", "Integer") skiplist_table ("IntText", "Integer", "Text") skiplist_table ("RealRef", "Real", "Refany")For example, the last procedure call would create the two derived files
SkipListRealRefTbl.i3
and SkipListRealRefTbl.m3
.
In order for a program that includes a SkipListTbl
instantiation
to link successfully, it must also instantiate the generic Table
and SortedTable
interfaces with the same nm
, key
, and
value
arguments.
\subsection{Performance and Implementation}
A skip list table's get
, put
, and delete
methods
take O(log n)
expected time, where n
is the number of
elements in the table. The other table methods take constant
time. An iterator's reset
, next
, and seek
methods also
take O(log n)
expected time.
Skip lists were invented by William Pugh \cite{pugh-skiplist,
pugh-skiplist-cookbook}. This implementation of skip lists uses:
%
\begin{itemize}
\item
A p
value of 1/4 as recommended in Pugh's papers.
\item An extra back-pointer per node to allow downward iterations.
\item The extra test desribed in section 3.5 of Pugh's ``Cookbook'' paper \cite{pugh-skiplist-cookbook} for minimizing the number of key comparisons. If key comparisons are cheap, including this test is unnecessary and hurts performance slightly, but in a generic implementation where the cost of key comparisons is potentially unbounded, including the test seems prudent. \end{itemize}
There is no well-defined value of type Key.T
that exceeds all
other keys. Hence, the use of a ``nil'' sentinel as described in
Pugh's papers could not be used. Instead, some extra tests against
NIL
are required.
The space requirements of a skip list table are dominated by the
space costs for each of its entries. The space required for each
entry is the space for the key and the value plus the space for the
foward and backward REF
s. According to Pugh, the expected number
of forward REF
s per entry with a value for p
of 1/4 is 1.333.
However, since the number of forward REF
s per entry may vary,
and since this is a safe implementation, the forward REF
's are
represented as a REF ARRAY
of REF
s. Hence, each node requires an
extra REF
for the REF ARRAY
plus the runtime's space overhead for
the REF ARRAY
itself, which includes its typecode and its size.
All told then, the expected number of REF
s per entry is 3.333,
and there is an additional space cost per entry of the runtime
REF ARRAY
space overhead.