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-<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
- "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
-
-<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en">
-<head>
- <meta name="generator" content=
- "HTML Tidy for Linux/x86 (vers 12 April 2005), see www.w3.org" />
-
- <title>Trie-Based Containers</title>
- <meta http-equiv="Content-Type" content=
- "text/html; charset=us-ascii" />
- </head>
-
-<body>
- <div id="page">
- <h1>Trie Design</h1>
-
- <h2><a name="overview" id="overview">Overview</a></h2>
-
- <p>The trie-based container has the following declaration:</p>
- <pre>
-<b>template</b>&lt;
- <b>typename</b> Key,
- <b>typename</b> Mapped,
- <b>typename</b> Cmp_Fn = std::less&lt;Key&gt;,
- <b>typename</b> Tag = <a href="pat_trie_tag.html">pat_trie_tag</a>,
- <b>template</b>&lt;
- <b>typename</b> Const_Node_Iterator,
- <b>typename</b> Node_Iterator,
- <b>typename</b> E_Access_Traits_,
- <b>typename</b> Allocator_&gt;
- <b>class</b> Node_Update = <a href=
-"null_trie_node_update.html">null_trie_node_update</a>,
- <b>typename</b> Allocator = std::allocator&lt;<b>char</b>&gt; &gt;
-<b>class</b> <a href=
-"trie.html">trie</a>;
-</pre>
-
- <p>The parameters have the following meaning:</p>
-
- <ol>
- <li><tt>Key</tt> is the key type.</li>
-
- <li><tt>Mapped</tt> is the mapped-policy, and is explained in
- <a href="tutorial.html#assoc_ms">Tutorial::Associative
- Containers::Associative Containers Others than Maps</a>.</li>
-
- <li><tt>E_Access_Traits</tt> is described in <a href=
- "#e_access_traits">Element-Access Traits</a>.</li>
-
- <li><tt>Tag</tt> specifies which underlying data structure
- to use, and is described shortly.</li>
-
- <li><tt>Node_Update</tt> is a policy for updating node
- invariants. This is described in <a href="#invariants">Node
- Invariants</a>.</li>
-
- <li><tt>Allocator</tt> is an allocator
- type.</li>
- </ol>
-
- <p>The <tt>Tag</tt> parameter specifies which underlying
- data structure to use. Instantiating it by <a href=
- "pat_trie_tag.html">pat_trie_tag</a>, specifies an
- underlying PATRICIA trie (explained shortly); any other tag is
- currently illegal.</p>
- <hr />
-
- <p>Following is a description of a (PATRICIA) trie
- (<tt>pb_ds</tt> follows specifically [<a href=
- "references.html#okasaki98mereable">okasaki98mereable</a>] and
- [<a href=
- "references.html#filliatre2000ptset">filliatre2000ptset</a>]).</p>
-
- <p>A (PATRICIA) trie is similar to a tree, but with the
- following differences:</p>
-
- <ol>
- <li>It explicitly views keys as a sequence of elements.
- <i>E.g.</i>, a trie can view a string as a sequence of
- characters; a trie can view a number as a sequence of
- bits.</li>
-
- <li>It is not (necessarily) binary. Each node has fan-out <i>n
- + 1</i>, where <i>n</i> is the number of distinct
- elements.</li>
-
- <li>It stores values only at leaf nodes.</li>
-
- <li>Internal nodes have the properties that A) each has at
- least two children, and B) each shares the same prefix with
- any of its descendant.</li>
- </ol>
-
- <p><a href="#e_access_traits">Element-Access Traits</a> shows
- an example of such a trie.</p>
-
- <p>A (PATRICIA) trie has some useful properties:</p>
-
- <ol>
- <li>It can be configured to use large node fan-out, giving it
- very efficient find performance (albeit at insertion
- complexity and size).</li>
-
- <li>It works well for common-prefix keys.</li>
-
- <li>It can support efficiently queries such as which keys
- match a certain prefix. This is sometimes useful in
- file systems and routers.</li>
- </ol>
-
- <p>(We would like to thank Matt Austern for the suggestion to
- include tries.)</p>
-
- <h2><a name="e_access_traits" id=
- "e_access_traits">Element-Access Traits</a></h2>
-
- <p>A trie inherently views its keys as sequences of elements.
- For example, a trie can view a string as a sequence of
- characters. A trie needs to map each of <i>n</i> elements to a
- number in <i>{0, n - 1}</i>. For example, a trie can map a
- character <tt>c</tt> to
- <tt>static_cast&lt;size_t&gt;(c)</tt>.</p>
-
- <p>Seemingly, then, a trie can assume that its keys support
- (const) iterators, and that the <tt>value_type</tt> of this
- iterator can be cast to a <tt>size_t</tt>. There are several
- reasons, though, to decouple the mechanism by which the trie
- accesses its keys' elements from the trie:</p>
-
- <ol>
- <li>In some cases, the numerical value of an element is
- inappropriate. Consider a trie storing DNA strings. It is
- logical to use a trie with a fan-out of <i>5 = 1 + |{'A', 'C',
- 'G', 'T'}|</i>. This requires mapping 'T' to 3, though.</li>
-
- <li>In some cases the keys' iterators are different than what
- is needed. For example, a trie can be used to search for
- common <u>suffixes</u>, by using strings'
- <tt>reverse_iterator</tt>. As another example, a trie mapping
- UNICODE strings would have a huge fan-out if each node would
- branch on a UNICODE character; instead, one can define an
- iterator iterating over 8-bit (or less) groups.</li>
- </ol>
-
- <p><a href=
- "trie.html">trie</a> is,
- consequently, parametrized by <tt>E_Access_Traits</tt> -
- traits which instruct how to access sequences' elements.
- <a href=
- "string_trie_e_access_traits.html"><tt>string_trie_e_access_traits</tt></a>
- is a traits class for strings. Each such traits define some
- types, <i>e.g.</i>,</p>
- <pre>
-<b>typename</b> E_Access_Traits::const_iterator
-</pre>
-
- <p>is a const iterator iterating over a key's elements. The
- traits class must also define methods for obtaining an iterator
- to the first and last element of a key.</p>
-
- <p>Figure <a href="#pat_trie">A PATRICIA trie</a> shows a
- (PATRICIA) trie resulting from inserting the words: "I wish
- that I could ever see a poem lovely as a trie" (which,
- unfortunately, does not rhyme).</p>
-
- <p>The leaf nodes contain values; each internal node contains
- two <tt><b>typename</b> E_Access_Traits::const_iterator</tt>
- objects, indicating the maximal common prefix of all keys in
- the sub-tree. For example, the shaded internal node roots a
- sub-tree with leafs "a" and "as". The maximal common prefix is
- "a". The internal node contains, consequently, to const
- iterators, one pointing to <tt>'a'</tt>, and the other to
- <tt>'s'</tt>.</p>
-
- <h6 class="c1"><a name="pat_trie" id="pat_trie"><img src=
- "pat_trie.png" alt="no image" /></a></h6>
-
- <h6 class="c1">A PATRICIA trie.</h6>
-
- <h2><a name="invariants" id="invariants">Node
- Invariants</a></h2>
-
- <p>Trie-based containers support node invariants, as do
- tree-based containers (see <a href=
- "tree_based_containers.html#invariants">Tree-Based
- Containers::Node Invariants</a>). There are two minor
- differences, though, which, unfortunately, thwart sharing them
- sharing the same node-updating policies:</p>
-
- <ol>
- <li>A trie's <tt>Node_Update</tt> template-template
- parameter is parametrized by <tt>E_Access_Traits</tt>, while
- a tree's <tt>Node_Update</tt> template-template parameter is
- parametrized by <tt>Cmp_Fn</tt>.</li>
-
- <li>Tree-based containers store values in all nodes, while
- trie-based containers (at least in this implementation) store
- values in leafs.</li>
- </ol>
-
- <p>Figure <a href="#trie_node_update_cd">A trie and its update
- policy</a> shows the scheme, as well as some predefined
- policies (which are explained below).</p>
-
- <h6 class="c1"><a name="trie_node_update_cd" id=
- "trie_node_update_cd"><img src=
- "trie_node_update_policy_cd.png" alt="no image" /></a></h6>
-
- <h6 class="c1">A trie and its update policy.</h6>
-
- <p><tt>pb_ds</tt> offers the following pre-defined trie node
- updating policies:</p>
-
- <ol>
- <li><a href=
- "trie_order_statistics_node_update.html"><tt>trie_order_statistics_node_update</tt></a>
- supports order statistics.</li>
-
- <li><a href=
- "trie_prefix_search_node_update.html"><tt>trie_prefix_search_node_update</tt></a>
- supports searching for ranges that match a given prefix. See
- <a href=
- "http://gcc.gnu.org/viewcvs/*checkout*/trunk/libstdc%2B%2B-v3/testsuite/ext/pb_ds/example/trie_prefix_search.cc"><tt>trie_prefix_search.cc</tt></a>.</li>
-
- <li><a href=
- "null_trie_node_update.html"><tt>null_trie_node_update</tt></a>
- is the null node updater.</li>
- </ol>
-
- <h2><a name="add_methods" id="add_methods">Additional
- Methods</a></h2>
-
- <p>Trie-based containers support split and join methods; the
- rationale is equal to that of tree-based containers supporting
- these methods (see <a href=
- "tree_based_containers.html#add_methods">Tree-Based
- Containers::Additional Methods</a>).</p>
- </div>
-</body>
-</html>