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| <section id="java-algorithms"> |
| <h1>Java Algorithms<a class="headerlink" href="#java-algorithms" title="Permalink to this heading">¶</a></h1> |
| <p>Arrow’s Java library provides algorithms for some commonly-used |
| functionalities. The algorithms are provided in the <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.algorithm</span></code> |
| package of the <code class="docutils literal notranslate"><span class="pre">algorithm</span></code> module.</p> |
| <section id="comparing-vector-elements"> |
| <h2>Comparing Vector Elements<a class="headerlink" href="#comparing-vector-elements" title="Permalink to this heading">¶</a></h2> |
| <p>Comparing vector elements is the basic for many algorithms. Vector |
| elements can be compared in one of the two ways:</p> |
| <p>1. <strong>Equality comparison</strong>: there are two possible results for this type of comparisons: <code class="docutils literal notranslate"><span class="pre">equal</span></code> and <code class="docutils literal notranslate"><span class="pre">unequal</span></code>. |
| Currently, this type of comparison is supported through the <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.vector.compare.VectorValueEqualizer</span></code> |
| interface.</p> |
| <p>2. <strong>Ordering comparison</strong>: there are three possible results for this type of comparisons: <code class="docutils literal notranslate"><span class="pre">less</span> <span class="pre">than</span></code>, <code class="docutils literal notranslate"><span class="pre">equal</span> <span class="pre">to</span></code> |
| and <code class="docutils literal notranslate"><span class="pre">greater</span> <span class="pre">than</span></code>. This comparison is supported by the abstract class <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.algorithm.sort.VectorValueComparator</span></code>.</p> |
| <p>We provide default implementations to compare vector elements. However, users can also define ways |
| for customized comparisons.</p> |
| </section> |
| <section id="vector-element-search"> |
| <h2>Vector Element Search<a class="headerlink" href="#vector-element-search" title="Permalink to this heading">¶</a></h2> |
| <p>A search algorithm tries to find a particular value in a vector. When successful, a vector index is |
| returned; otherwise, a <code class="docutils literal notranslate"><span class="pre">-1</span></code> is returned. The following search algorithms are provided:</p> |
| <p>1. <strong>Linear search</strong>: this algorithm simply traverses the vector from the beginning, until a match is |
| found, or the end of the vector is reached. So it takes <code class="docutils literal notranslate"><span class="pre">O(n)</span></code> time, where <code class="docutils literal notranslate"><span class="pre">n</span></code> is the number of elements |
| in the vector. This algorithm is implemented in <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.algorithm.search.VectorSearcher#linearSearch</span></code>.</p> |
| <p>2. <strong>Binary search</strong>: this represents a more efficient search algorithm, as it runs in <code class="docutils literal notranslate"><span class="pre">O(log(n))</span></code> time. |
| However, it is only applicable to sorted vectors. To get a sorted vector, |
| one can use one of our sorting algorithms, which will be discussed in the next section. This algorithm |
| is implemented in <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.algorithm.search.VectorSearcher#binarySearch</span></code>.</p> |
| <p>3. <strong>Parallel search</strong>: when the vector is large, it takes a long time to traverse the elements to search |
| for a value. To make this process faster, one can split the vector into multiple partitions, and perform the |
| search for each partition in parallel. This is supported by <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.algorithm.search.ParallelSearcher</span></code>.</p> |
| <p>4. <strong>Range search</strong>: for many scenarios, there can be multiple matching values in the vector. |
| If the vector is sorted, the matching values reside in a contiguous region in the vector. The |
| range search algorithm tries to find the upper/lower bound of the region in <code class="docutils literal notranslate"><span class="pre">O(log(n))</span></code> time. |
| An implementation is provided in <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.algorithm.search.VectorRangeSearcher</span></code>.</p> |
| </section> |
| <section id="vector-sorting"> |
| <h2>Vector Sorting<a class="headerlink" href="#vector-sorting" title="Permalink to this heading">¶</a></h2> |
| <p>Given a vector, a sorting algorithm turns it into a sorted one. The sorting criteria must |
| be specified by some ordering comparison operation. The sorting algorithms can be |
| classified into the following categories:</p> |
| <p>1. <strong>In-place sorter</strong>: an in-place sorter performs the sorting by manipulating the original |
| vector, without creating any new vector. So it just returns the original vector after the sorting operations. |
| Currently, we have <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.algorithm.sort.FixedWidthInPlaceVectorSorter</span></code> for in-place |
| sorting in <code class="docutils literal notranslate"><span class="pre">O(nlog(n))</span></code> time. As the name suggests, it only supports fixed width vectors.</p> |
| <p>2. <strong>Out-of-place sorter</strong>: an out-of-place sorter does not mutate the original vector. Instead, |
| it copies vector elements to a new vector in sorted order, and returns the new vector. |
| We have <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.algorithm.sort.FixedWidthInPlaceVectorSorter.FixedWidthOutOfPlaceVectorSorter</span></code> |
| and <code class="docutils literal notranslate"><span class="pre">org.apache.arrow.algorithm.sort.FixedWidthInPlaceVectorSorter.VariableWidthOutOfPlaceVectorSorter</span></code> |
| for fixed width and variable width vectors, respectively. Both algorithms run in <code class="docutils literal notranslate"><span class="pre">O(nlog(n))</span></code> time.</p> |
| <p>3. <strong>Index sorter</strong>: this sorter does not actually sort the vector. Instead, it returns an integer |
| vector, which correspond to indices of vector elements in sorted order. With the index vector, one can |
| easily construct a sorted vector. In addition, some other tasks can be easily achieved, like finding the <code class="docutils literal notranslate"><span class="pre">k``th</span> |
| <span class="pre">smallest</span> <span class="pre">value</span> <span class="pre">in</span> <span class="pre">the</span> <span class="pre">vector.</span> <span class="pre">Index</span> <span class="pre">sorting</span> <span class="pre">is</span> <span class="pre">supported</span> <span class="pre">by</span> <span class="pre">``org.apache.arrow.algorithm.sort.IndexSorter</span></code>, |
| which runs in <code class="docutils literal notranslate"><span class="pre">O(nlog(n))</span></code> time. It is applicable to vectors of any type.</p> |
| </section> |
| <section id="other-algorithms"> |
| <h2>Other Algorithms<a class="headerlink" href="#other-algorithms" title="Permalink to this heading">¶</a></h2> |
| <p>Other algorithms include vector deduplication, dictionary encoding, etc., in the <code class="docutils literal notranslate"><span class="pre">algorithm</span></code> module.</p> |
| </section> |
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