suffixtree : suffix trees in linear time
_suffixtree_ : suffix trees in linear time
Danny Yoo ([email protected])
This is an implementation of suffix trees and their linear-time
construction with the Ukkonen algorithm. This implementation is based
on notes from Gusfield, "Algorithms on Strings, Trees, and Sequences".
Availability
============
To grab this package from PLaneT,
(require (planet "suffixtree.ss" ("dyoo" "suffixtree.plt" 1 0)))
The source will also be available here:
http://hkn.eecs.berkeley.edu/~dyoo/plt/suffixtree/
Example
=======
Let's rush into a minimal example:
> (require (planet "suffixtree.ss" ("dyoo" "suffixtree.plt" 1 0)))
>
> (define tree (s:make-tree))
> (s:tree-add! tree (s:string->label "00010010$"))
>
> (define root (s:tree-root tree))
>
> (s:node-children root)
(#<struct:node> #<struct:node> #<struct:node>)
> (s:string->label (s:node-up-label
(car (s:node-children root))))
"$"
Introduction
============
Suffix trees encode all the nonempty suffixes of a string. For
example, the string "0100101$" corresponds to the following suffix
tree.
root
|
V
+--- $
|
+--- 1 --- $
| |
| +---- 0 --- 0101$
| |
| +---- 1$
|
+--- 0 --- 0101$
|
+---- 1 ---- $
|
+----- 0 --- 1$
|
+---- 0101$
Every path from the root to any leaf spells out a suffix of the string
"0100101$", and every suffix is accounted for. This in itself might
not sound too sexy, but by preprocessing a string as a suffix tree, we
can then do some amazing things.
For example, we can see if a substring is present in a suffix tree in
time bounded by the length of the substring by following characters
starting from the root. Suffix trees also allow us to find the
longest common substring between strings in linear time. Dan
Gusfield's book "Algorithms on Strings, Trees, and Sequences" sings
praises about suffix trees, and deservedly so.
Constructing a suffix tree can be done in linear-time; the algorithm
used here is Ukkonen's algorithm, since it's one of the simplest to
code. That being said, the algorithm is not quite simple; for more
information on the construction algorithm, see the References section
below.
Suffix Tree API
===============
_suffixtree.ss_
The main structures are trees, nodes, and labels.
Trees
-----
A suffix tree consists of a root. This implementation allows multiple
labels to be added to the tree.
> (make-tree)
Constructs an empty suffix tree with a single root node.
> (tree? datum)
Returns #t if datum is a suffix tree.
> (tree-root tree)
Selects the root node from a tree.
> (tree-add! tree label)
Adds a label and all of its nonempty suffixes to the tree.
> (tree-walk tree label succeed-f fail-f)
Starting from the tree-root, walks along a path whose path
label exactly matches the input label.
If the label matched completely, calls succeed-f with the
position where the matching had succeeded.
succeed-f node up-label-offset -> A
If the label mismatched, calls fail-f with the tree position where
the matching had failed.
fail-f: node up-label-offset input-label-offset -> B
The return value from tree-walk will either be A or B.
> (tree-contains? tree label)
Returns #t if a path exists starting from the tree-root of the
tree whose path-label exactly matches label.
tree-contains? is an application of tree-walk:
(define (tree-contains? tree label)
(tree-walk tree label
(lambda (node edge-label-offset) #t)
(lambda (node edge-label-offset) #f)))
Nodes
-----
Nodes form the structure of the suffix tree, and link up children
nodes as well. Every internal node I of a suffix tree will also have
a suffix-node whose path-label is the immediate suffix of node I.
> (node-up-label node)
Selects the label of the edge that connects this node to its
parent. The up-label of the root node is empty.
> (node-parent node)
Selects the parent of this node. The root of a suffix tree has no
parent, so (node-parent (tree-root tree)) returns #f.
> (node-suffix-link node)
Selects the suffix node of this node. If the suffix-link is not
set, returns #f.
> (node-find-child node label-element)
Selects the child whose edge starts with the label-element. If no
such child can be found, returns #f.
> (node-children node)
Selects the list of children nodes to this node. If the node is a
leaf, returns ().
Labels
------
Labels represent an immutable sequence of label-elements.
Label-elements can be anything that compare with equal?, but the most
common label-elements will be characters. Labels can be sublabeled
with efficiency.
> (string->label string)
Constructs a label from a string. Each of the label-elements of
this label will be a character.
> (string->label/with-sentinel string)
Constructs a label from a string with a trailing sentinel
character to guarantee that all suffixes can be explicitely
represented in a suffix tree. (See the Caveats section below for
details.)
Note that label->string can't be directly used on a label with a
sentinel.
> (label->string label)
Constructs a string from a label, assuming that all label-elements
of the string are characters.
> (vector->label vector)
Constructs a label from a vector.
> (vector->label/with-sentinel vector)
Constructs a label from a vector with a trailing sentinel character.
> (label->vector label)
Selects a vector of the label-elements that represent the label.
This vector is immutable.
> (sublabel label left-offset [right-offset])
Derives a new sliced label from the parent label, along the
half-open interval [left-offset, right-offset).
If right-offset is omitted, it defaults to (label-length label).
(<= left-offset right-offset) should be true.
> (label-ref label offset)
Returns the label's label-element at that offset.
> (label-length label)
Returns the length of a label.
> (label-equal? label-1 label-2)
Warning: two labels may have equal content, but come from
different sources.
> (label-source-eq? label-1 label-2)
Returns #t if both labels share a common derivation from
sublabeling.
> (label-source-id label)
Returns an numeric identifier for this label.
(label-source-eq? label-1 label-2)
logically implies:
(= (label-source-id label-1) (label-source-id label-2))
Caveats
=======
The code in suffix-tree-add! assumes that the construction of the full
suffix tree on its input string is possible. Certain strings don't
have an full explicit suffix tree, such as "foo".
+-- "foo"
|
+-- "oo"
In this case, when we try to construct a suffix tree out of "foo", we
have an implicit suffix tree, where not every leaf corresponds to a
suffix of the input string. The suffix "o" is implicit in this tree.
In order to guarantee that all suffixes will have a place in the
suffix tree, we'll often add a sentinel character at the end the
string to make sure all suffixes have a unique path in the suffix
tree. For example, assuming that we use "$" as our sentinel:
+-- "foo$"
|
+-- "o" -- "o$"
| |
| +---- "$"
|
+-- "$"
The API has the function string->label/with-sentinel to automatically add
a unique sentinel character at the end of a string.
(let ((tree (make-tree))
(label (string->label/with-sentinel "foo")))
(suffix-tree-add! label))
so be sure to use this if you need to ensure the representation of all
suffixes in the suffix tree.
References
==========
Dan Gusfield. Algorithms on Strings, Trees, and Sequences: Computer
Science and Computational Biology. Cambridge Universtiy Press, New
York, NY, 1997.
Lloyd Allison. Suffix Trees.
http://www.csse.monash.edu.au/~lloyd/tildeAlgDS/Tree/Suffix/
Mark Nelson. Fast String Searching With Suffix Trees. Dr. Dobb's
Journal, August, 1996.
http://www.dogma.net/markn/articles/suffixt/suffixt.htm
Mummer: Ultra-fast alignment of large-scale DNA and protein sequences.
http://mummer.sourceforge.net/