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class="clearfix"> <div id="left-area"> <article id="post-226178" class="et_pb_post post-226178 post type-post status-publish format-standard has-post-thumbnail hentry category-ai category-edge-database category-release category-vector-database tag-edge-database tag-java-object-database tag-vector-database"> <div class="et_post_meta_wrapper"> <h1 class="entry-title">Vector types (aka arrays) added with ObjectBox Java 3.6 release</h1> <p class="post-meta"><span class="published">Jun 1, 2023</span> | <a href="https://objectbox.io/category/ai/" rel="category tag">AI</a>, <a href="https://objectbox.io/category/edge-database/" rel="category tag">Edge Database</a>, <a href="https://objectbox.io/category/release/" rel="category tag">Release</a>, <a href="https://objectbox.io/category/vector-database/" rel="category tag">vector database</a></p> </div> <div class="entry-content"> <p>Vector embeddings (multi-dimensional vectors) are a central building block for AI applications. And accordingly, the ability to store vectors to add long-term memory to your AI applications (e.g. via <a href="https://objectbox.io/vector-database/">vector databases</a>) is gaining importance. Sounds fancy, but for the basic use cases, this simply boils down to “arrays of floats” for developers. And this is exactly what ObjectBox database now supports natively. If you want to use vectors on the edge, e.g. in a mobile app or on an embedded device, when offline, independent from an Internet connection, removing the unknown latency, try it…</p><p><a href="https://github.com/objectbox/objectbox-java/releases" target="_blank" rel="noreferrer noopener">See the release notes </a>for all new features this release brings.</p><p></p><h2 class="wp-block-heading">Code Examples</h2><p>Let’s start with a simple example: let’s assume some shapes that use a palette of RGB colors. An entity for this might look like this:</p> <div id="urvanov-syntax-highlighter-674ba5787179e002574048" class="urvanov-syntax-highlighter-syntax crayon-theme-objectbox-dark urvanov-syntax-highlighter-font-monospace urvanov-syntax-highlighter-os-pc print-yes notranslate" data-settings=" no-popup minimize scroll-always" style=" font-size: 15px !important; line-height: 18px !important;"> <div class="urvanov-syntax-highlighter-plain-wrap"></div> <div class="urvanov-syntax-highlighter-main" style=""> <table class="crayon-table"> <tr class="urvanov-syntax-highlighter-row"> <td class="crayon-nums " data-settings="hide"> <div class="urvanov-syntax-highlighter-nums-content" style="font-size: 15px !important; line-height: 18px !important;"><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba5787179e002574048-1">1</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba5787179e002574048-2">2</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba5787179e002574048-3">3</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba5787179e002574048-4">4</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba5787179e002574048-5">5</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba5787179e002574048-6">6</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba5787179e002574048-7">7</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba5787179e002574048-8">8</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba5787179e002574048-9">9</div></div> </td> <td class="urvanov-syntax-highlighter-code"><div class="crayon-pre" style="font-size: 15px !important; line-height: 18px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;"><div class="crayon-line" id="urvanov-syntax-highlighter-674ba5787179e002574048-1"><span class="crayon-sy">@</span><span class="crayon-e">Entity</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba5787179e002574048-2"><span class="crayon-m">public</span><span class="crayon-h"> </span><span class="crayon-t">class</span><span class="crayon-h"> </span><span class="crayon-e">Shape</span><span class="crayon-h"> </span><span class="crayon-sy">{</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba5787179e002574048-3"> </div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba5787179e002574048-4"><span class="crayon-h">    </span><span class="crayon-sy">@</span><span class="crayon-e">Id</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba5787179e002574048-5"><span class="crayon-e">    </span><span class="crayon-m">public</span><span class="crayon-h"> </span><span class="crayon-t">long</span><span class="crayon-h"> </span><span class="crayon-v">id</span><span class="crayon-sy">;</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba5787179e002574048-6"> </div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba5787179e002574048-7"><span class="crayon-h">    </span><span class="crayon-c">// An array of RGB color values that are used by this shape.</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba5787179e002574048-8"><span class="crayon-h">  </span><span class="crayon-m">public</span><span class="crayon-h"> </span><span class="crayon-t">int</span><span class="crayon-sy">[</span><span class="crayon-h"> </span><span class="crayon-sy">]</span><span class="crayon-h"> </span><span class="crayon-v">palette</span><span class="crayon-sy">;</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba5787179e002574048-9"><span class="crayon-sy">}</span></div></div></td> </tr> </table> </div> </div>  <p>We can now create a query to find all shapes that use a certain color:</p> <div id="urvanov-syntax-highlighter-674ba578717a4459739522" class="urvanov-syntax-highlighter-syntax crayon-theme-objectbox-dark urvanov-syntax-highlighter-font-monospace urvanov-syntax-highlighter-os-pc print-yes notranslate" data-settings=" no-popup minimize scroll-always" style=" font-size: 15px !important; line-height: 18px !important;"> <div class="urvanov-syntax-highlighter-plain-wrap"></div> <div class="urvanov-syntax-highlighter-main" style=""> <table class="crayon-table"> <tr class="urvanov-syntax-highlighter-row"> <td class="crayon-nums " data-settings="hide"> <div class="urvanov-syntax-highlighter-nums-content" style="font-size: 15px !important; line-height: 18px !important;"><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a4459739522-1">1</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a4459739522-2">2</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a4459739522-3">3</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a4459739522-4">4</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a4459739522-5">5</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a4459739522-6">6</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a4459739522-7">7</div></div> </td> <td class="urvanov-syntax-highlighter-code"><div class="crayon-pre" style="font-size: 15px !important; line-height: 18px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;"><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a4459739522-1"><span class="crayon-c">// Find all shapes that use red in their palette</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a4459739522-2"><span class="crayon-st">try</span><span class="crayon-h"> </span><span class="crayon-sy">(</span><span class="crayon-v">Query</span><span class="crayon-o">&</span><span class="crayon-v">lt</span><span class="crayon-sy">;</span><span class="crayon-v">Shape</span><span class="crayon-o">&</span><span class="crayon-v">gt</span><span class="crayon-sy">;</span><span class="crayon-h"> </span><span class="crayon-v">query</span><span class="crayon-h"> </span><span class="crayon-o">=</span><span class="crayon-h"> </span><span class="crayon-v">store</span><span class="crayon-sy">.</span><span class="crayon-e">boxFor</span><span class="crayon-sy">(</span><span class="crayon-v">Shape</span><span class="crayon-sy">.</span><span class="crayon-t">class</span><span class="crayon-sy">)</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a4459739522-3"><span class="crayon-h">        </span><span class="crayon-sy">.</span><span class="crayon-e">query</span><span class="crayon-sy">(</span><span class="crayon-v">Shape_</span><span class="crayon-sy">.</span><span class="crayon-v">palette</span><span class="crayon-sy">.</span><span class="crayon-e">equal</span><span class="crayon-sy">(</span><span class="crayon-cn">0xFF0000</span><span class="crayon-h"> </span><span class="crayon-c">/* red */</span><span class="crayon-sy">)</span><span class="crayon-sy">)</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a4459739522-4"><span class="crayon-h">        </span><span class="crayon-sy">.</span><span class="crayon-e">build</span><span class="crayon-sy">(</span><span class="crayon-sy">)</span><span class="crayon-sy">)</span><span class="crayon-h"> </span><span class="crayon-sy">{</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a4459739522-5"><span class="crayon-h">        </span><span class="crayon-v">query</span><span class="crayon-sy">.</span><span class="crayon-e">findIds</span><span class="crayon-sy">(</span><span class="crayon-sy">)</span><span class="crayon-sy">;</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a4459739522-6"><span class="crayon-sy">}</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a4459739522-7"> </div></div></td> </tr> </table> </div> </div>  <p>Another typical use case is the embedding of certain types of data, like text, audio or images, as vector coordinates. To store such a vector embedding, in the following example we store the floating point coordinates that were computed by a machine learning model for an image together with a reference to the actual image:</p> <div id="urvanov-syntax-highlighter-674ba578717a6854685322" class="urvanov-syntax-highlighter-syntax crayon-theme-objectbox-dark urvanov-syntax-highlighter-font-monospace urvanov-syntax-highlighter-os-pc print-yes notranslate" data-settings=" no-popup minimize scroll-always" style=" font-size: 15px !important; line-height: 18px !important;"> <div class="urvanov-syntax-highlighter-plain-wrap"></div> <div class="urvanov-syntax-highlighter-main" style=""> <table class="crayon-table"> <tr class="urvanov-syntax-highlighter-row"> <td class="crayon-nums " data-settings="hide"> <div class="urvanov-syntax-highlighter-nums-content" style="font-size: 15px !important; line-height: 18px !important;"><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-1">1</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-2">2</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-3">3</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-4">4</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-5">5</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-6">6</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-7">7</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-8">8</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-9">9</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-10">10</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-11">11</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-12">12</div><div class="crayon-num" data-line="urvanov-syntax-highlighter-674ba578717a6854685322-13">13</div></div> </td> <td class="urvanov-syntax-highlighter-code"><div class="crayon-pre" style="font-size: 15px !important; line-height: 18px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;"><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-1"><span class="crayon-sy">@</span><span class="crayon-e">Entity</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-2"><span class="crayon-m">public</span><span class="crayon-h"> </span><span class="crayon-t">class</span><span class="crayon-h"> </span><span class="crayon-e">ImageEmbedding</span><span class="crayon-h"> </span><span class="crayon-sy">{</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-3"> </div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-4"><span class="crayon-h">    </span><span class="crayon-sy">@</span><span class="crayon-e">Id</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-5"><span class="crayon-e">    </span><span class="crayon-m">public</span><span class="crayon-h"> </span><span class="crayon-t">long</span><span class="crayon-h"> </span><span class="crayon-v">id</span><span class="crayon-sy">;</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-6"> </div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-7"><span class="crayon-h">    </span><span class="crayon-c">// Link to the actual image, e.g. on Cloud storage</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-8"><span class="crayon-h">    </span><span class="crayon-m">public</span><span class="crayon-h"> </span><span class="crayon-t">String</span><span class="crayon-h"> </span><span class="crayon-v">url</span><span class="crayon-sy">;</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-9"> </div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-10"><span class="crayon-h">    </span><span class="crayon-c">// The coordinates computed for this image (vector embedding)</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-11"><span class="crayon-h">    </span><span class="crayon-m">public</span><span class="crayon-h"> </span><span class="crayon-t">float</span><span class="crayon-sy">[</span><span class="crayon-sy">]</span><span class="crayon-h"> </span><span class="crayon-v">coordinates</span><span class="crayon-sy">;</span></div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-12"> </div><div class="crayon-line" id="urvanov-syntax-highlighter-674ba578717a6854685322-13"><span class="crayon-sy">}</span></div></div></td> </tr> </table> </div> </div>  <h2 class="wp-block-heading">Ready to go?</h2><p>To update to this release, change the version of <strong>objectbox-gradle-plugin to 3.6.0</strong>.</p><p>To add ObjectBox database to your JVM or Android project read our <a href="https://docs.objectbox.io/getting-started" target="_blank" rel="noreferrer noopener">Getting Started</a> guide.<br>As always, we look forward to your <a href="https://github.com/objectbox/objectbox-java/issues" target="_blank" rel="noreferrer noopener">feedback on GitHub</a> or via our <a href="https://forms.gle/s2L1YH32nwjgs4s4A" target="_blank" rel="noreferrer noopener">anonymous feedback form</a> and hope you have a great time building apps with ObjectBox! ❤️</p> </div> <div class="et_post_meta_wrapper"> </div> </article> </div> </div> </div> </div> <script nitro-exclude> var heartbeatData = new FormData(); 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