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Skip lengthy explanations and jump straight into working code, essential commands, and production-ready patterns.</p> <h3 id="60-second-installation" class="position-relative d-flex align-items-center group"> <span>60-Second Installation</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="60-second-installation" aria-haspopup="dialog" aria-label="Share link: 60-Second Installation"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># Docker (fastest)</span> </span></span><span class="line"><span class="cl">docker run -d -p 3141:3141 --name geode geodedb/geode:latest </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Or build from source</span> </span></span><span class="line"><span class="cl">git clone https://github.com/codeprosorg/geode <span class="o">&amp;&amp;</span> <span class="nb">cd</span> geode <span class="o">&amp;&amp;</span> make build <span class="o">&amp;&amp;</span> ./zig-out/bin/geode serve </span></span></code></pre></div> <h3 id="30-second-first-query" class="position-relative d-flex align-items-center group"> <span>30-Second First Query</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="30-second-first-query" aria-haspopup="dialog" aria-label="Share link: 30-Second First Query"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># Install Python client</span> </span></span><span class="line"><span class="cl">pip install geode-client </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Run first query</span> </span></span><span class="line"><span class="cl">python3 <span class="s">&lt;&lt; &#39;PY&#39; </span></span></span><span class="line"><span class="cl"><span class="s">import asyncio </span></span></span><span class="line"><span class="cl"><span class="s">from geode_client import Client </span></span></span><span class="line"><span class="cl"><span class="s"> </span></span></span><span class="line"><span class="cl"><span class="s">async def quick(): </span></span></span><span class="line"><span class="cl"><span class="s"> client = Client(host=&#34;localhost&#34;, port=3141) </span></span></span><span class="line"><span class="cl"><span class="s"> async with client.connection() as conn: </span></span></span><span class="line"><span class="cl"><span class="s"> await conn.execute(&#34;CREATE (p:Person {name: &#39;Alice&#39;})&#34;) </span></span></span><span class="line"><span class="cl"><span class="s"> page, _ = await conn.query(&#34;MATCH (p:Person) RETURN p.name AS name&#34;) </span></span></span><span class="line"><span class="cl"><span class="s"> print([row[&#34;name&#34;].as_string for row in page.rows]) </span></span></span><span class="line"><span class="cl"><span class="s"> </span></span></span><span class="line"><span class="cl"><span class="s">asyncio.run(quick()) </span></span></span><span class="line"><span class="cl"><span class="s">PY</span> </span></span></code></pre></div> <h3 id="essential-gql-cheatsheet" class="position-relative d-flex align-items-center group"> <span>Essential GQL Cheatsheet</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="essential-gql-cheatsheet" aria-haspopup="dialog" aria-label="Share link: Essential GQL Cheatsheet"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3> <h4 id="crud-operations" class="position-relative d-flex align-items-center group"> <span>CRUD Operations</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="crud-operations" aria-haspopup="dialog" aria-label="Share link: CRUD Operations"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">CREATE</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="py">age</span><span class="p">:</span><span class="w"> </span><span class="nc">30</span><span class="p">})</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">READ</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</span><span class="p">})</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">UPDATE</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</span><span class="p">})</span><span class="w"> </span><span class="py">SET</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">age</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">31</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">DELETE</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</span><span class="p">})</span><span class="w"> </span><span class="py">DETACH</span><span class="w"> </span><span class="py">DELETE</span><span class="w"> </span><span class="py">p</span><span class="w"> </span></span></span></code></pre></div> <h4 id="relationships" class="position-relative d-flex align-items-center group"> <span>Relationships</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="relationships" aria-haspopup="dialog" aria-label="Share link: Relationships"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Create</span><span class="w"> </span><span class="py">relationship</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</span><span class="p">})</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Bob</span><span class="err">&#39;</span><span class="p">})</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="w"> </span><span class="p">{</span><span class="py">since</span><span class="p">:</span><span class="w"> </span><span class="nc">2020</span><span class="p">}]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Query</span><span class="w"> </span><span class="py">relationship</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">a</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">b</span><span class="err">.</span><span class="py">name</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Delete</span><span class="w"> </span><span class="py">relationship</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">a</span><span class="err">.</span><span class="py">name</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">Alice</span><span class="err">&#39;</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">b</span><span class="err">.</span><span class="py">name</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">Bob</span><span class="err">&#39;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">DELETE</span><span class="w"> </span><span class="py">r</span><span class="w"> </span></span></span></code></pre></div> <h4 id="patterns" class="position-relative d-flex align-items-center group"> <span>Patterns</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="patterns" aria-haspopup="dialog" aria-label="Share link: Patterns"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Friends</span><span class="w"> </span><span class="py">of</span><span class="w"> </span><span class="py">friends</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">friend</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">fof</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">me</span><span class="err">.</span><span class="py">name</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">Alice</span><span class="err">&#39;</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">fof</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">DISTINCT</span><span class="w"> </span><span class="py">fof</span><span class="err">.</span><span class="py">name</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Variable</span><span class="w"> </span><span class="py">length</span><span class="w"> </span><span class="p">(</span><span class="py">1</span><span class="w"> </span><span class="py">to</span><span class="w"> </span><span class="py">3</span><span class="w"> </span><span class="py">hops</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="err">*</span><span class="py">1</span><span class="err">.</span><span class="mf">.3</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">a</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">b</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">length</span><span class="p">(</span><span class="py">path</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Optional</span><span class="w"> </span><span class="py">match</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">OPTIONAL</span><span class="w"> </span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">HAS_AVATAR</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">img</span><span class="p">:</span><span class="nc">Image</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">img</span><span class="err">.</span><span class="py">url</span><span class="w"> </span></span></span></code></pre></div> <h3 id="language-quick-references" class="position-relative d-flex align-items-center group"> <span>Language Quick References</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="language-quick-references" aria-haspopup="dialog" aria-label="Share link: Language Quick References"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3> <h4 id="python-quickstart" class="position-relative d-flex align-items-center group"> <span>Python Quickstart</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="python-quickstart" aria-haspopup="dialog" aria-label="Share link: Python Quickstart"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">geode_client</span> <span class="kn">import</span> <span class="n">Client</span> </span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">asyncio</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">def</span> <span class="nf">main</span><span class="p">():</span> </span></span><span class="line"><span class="cl"> <span class="n">client</span> <span class="o">=</span> <span class="n">Client</span><span class="p">(</span><span class="n">host</span><span class="o">=</span><span class="s2">&#34;localhost&#34;</span><span class="p">,</span> <span class="n">port</span><span class="o">=</span><span class="mi">3141</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="n">client</span><span class="o">.</span><span class="n">connection</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Transaction</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">begin</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">try</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;CREATE (p:Person {name: $n})&#34;</span><span class="p">,</span> <span class="p">{</span><span class="s2">&#34;n&#34;</span><span class="p">:</span> <span class="s2">&#34;Alice&#34;</span><span class="p">})</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">rollback</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">raise</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Query with parameters</span> </span></span><span class="line"><span class="cl"> <span class="n">result</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">query</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;MATCH (p:Person {name: $name}) RETURN p&#34;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="p">{</span><span class="s2">&#34;name&#34;</span><span class="p">:</span> <span class="s2">&#34;Alice&#34;</span><span class="p">}</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Stream results</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">result</span><span class="o">.</span><span class="n">rows</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s2">&#34;p&#34;</span><span class="p">])</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="n">asyncio</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">main</span><span class="p">())</span> </span></span></code></pre></div> <h4 id="go-quickstart" class="position-relative d-flex align-items-center group"> <span>Go Quickstart</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="go-quickstart" aria-haspopup="dialog" aria-label="Share link: Go Quickstart"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-go" data-lang="go"><span class="line"><span class="cl"><span class="kn">import</span> <span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s">&#34;database/sql&#34;</span> </span></span><span class="line"><span class="cl"> <span class="nx">_</span> <span class="s">&#34;geodedb.com/geode&#34;</span> </span></span><span class="line"><span class="cl"><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="kd">func</span> <span class="nf">main</span><span class="p">()</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="nx">db</span><span class="p">,</span> <span class="nx">_</span> <span class="o">:=</span> <span class="nx">sql</span><span class="p">.</span><span class="nf">Open</span><span class="p">(</span><span class="s">&#34;geode&#34;</span><span class="p">,</span> <span class="s">&#34;quic://localhost:3141&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">defer</span> <span class="nx">db</span><span class="p">.</span><span class="nf">Close</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1">// Execute with parameters </span></span></span><span class="line"><span class="cl"><span class="c1"></span> <span class="nx">db</span><span class="p">.</span><span class="nf">Exec</span><span class="p">(</span><span class="s">&#34;CREATE (p:Person {name: $name})&#34;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="nx">sql</span><span class="p">.</span><span class="nf">Named</span><span class="p">(</span><span class="s">&#34;name&#34;</span><span class="p">,</span> <span class="s">&#34;Alice&#34;</span><span class="p">))</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1">// Query </span></span></span><span class="line"><span class="cl"><span class="c1"></span> <span class="nx">rows</span><span class="p">,</span> <span class="nx">_</span> <span class="o">:=</span> <span class="nx">db</span><span class="p">.</span><span class="nf">Query</span><span class="p">(</span><span class="s">&#34;MATCH (p:Person) RETURN p.name&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">defer</span> <span class="nx">rows</span><span class="p">.</span><span class="nf">Close</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="nx">rows</span><span class="p">.</span><span class="nf">Next</span><span class="p">()</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="kd">var</span> <span class="nx">name</span> <span class="kt">string</span> </span></span><span class="line"><span class="cl"> <span class="nx">rows</span><span class="p">.</span><span class="nf">Scan</span><span class="p">(</span><span class="o">&amp;</span><span class="nx">name</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="p">}</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1">// Transaction </span></span></span><span class="line"><span class="cl"><span class="c1"></span> <span class="nx">tx</span><span class="p">,</span> <span class="nx">_</span> <span class="o">:=</span> <span class="nx">db</span><span class="p">.</span><span class="nf">Begin</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="nx">tx</span><span class="p">.</span><span class="nf">Exec</span><span class="p">(</span><span class="s">&#34;CREATE (p:Person {name: &#39;Bob&#39;})&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="nx">tx</span><span class="p">.</span><span class="nf">Commit</span><span class="p">()</span> </span></span><span class="line"><span class="cl"><span class="p">}</span> </span></span></code></pre></div> <h4 id="rust-quickstart" class="position-relative d-flex align-items-center group"> <span>Rust Quickstart</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="rust-quickstart" aria-haspopup="dialog" aria-label="Share link: Rust Quickstart"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-rust" data-lang="rust"><span class="line"><span class="cl"><span class="k">use</span><span class="w"> </span><span class="n">geode_client</span>::<span class="p">{</span><span class="n">Client</span><span class="p">,</span><span class="w"> </span><span class="nb">Result</span><span class="p">,</span><span class="w"> </span><span class="n">Value</span><span class="p">};</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="k">use</span><span class="w"> </span><span class="n">std</span>::<span class="n">collections</span>::<span class="n">HashMap</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="cp">#[tokio::main]</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="k">async</span><span class="w"> </span><span class="k">fn</span> <span class="nf">main</span><span class="p">()</span><span class="w"> </span>-&gt; <span class="nb">Result</span><span class="o">&lt;</span><span class="p">()</span><span class="o">&gt;</span><span class="w"> </span><span class="p">{</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="n">client</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Client</span>::<span class="n">new</span><span class="p">(</span><span class="s">&#34;localhost&#34;</span><span class="p">,</span><span class="w"> </span><span class="mi">3141</span><span class="p">).</span><span class="n">skip_verify</span><span class="p">(</span><span class="kc">true</span><span class="p">);</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">conn</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">client</span><span class="p">.</span><span class="n">connect</span><span class="p">().</span><span class="k">await</span><span class="o">?</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="c1">// Execute with params </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">params</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">HashMap</span>::<span class="n">new</span><span class="p">();</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">insert</span><span class="p">(</span><span class="s">&#34;name&#34;</span><span class="p">.</span><span class="n">to_string</span><span class="p">(),</span><span class="w"> </span><span class="n">Value</span>::<span class="n">string</span><span class="p">(</span><span class="s">&#34;Alice&#34;</span><span class="p">));</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="n">conn</span><span class="p">.</span><span class="n">query_with_params</span><span class="p">(</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="s">&#34;CREATE (p:Person {name: $name})&#34;</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="o">&amp;</span><span class="n">params</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="p">).</span><span class="k">await</span><span class="o">?</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="c1">// Read results </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="p">(</span><span class="n">page</span><span class="p">,</span><span class="w"> </span><span class="n">_</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">conn</span><span class="p">.</span><span class="n">query</span><span class="p">(</span><span class="s">&#34;MATCH (p:Person) RETURN p.name AS name&#34;</span><span class="p">).</span><span class="k">await</span><span class="o">?</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">row</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="o">&amp;</span><span class="n">page</span><span class="p">.</span><span class="n">rows</span><span class="w"> </span><span class="p">{</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">row</span><span class="p">.</span><span class="n">get</span><span class="p">(</span><span class="s">&#34;name&#34;</span><span class="p">).</span><span class="n">unwrap</span><span class="p">().</span><span class="n">as_string</span><span class="p">()</span><span class="o">?</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="fm">println!</span><span class="p">(</span><span class="s">&#34;</span><span class="si">{}</span><span class="s">&#34;</span><span class="p">,</span><span class="w"> </span><span class="n">name</span><span class="p">);</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="p">}</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="c1">// Transaction </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="w"> </span><span class="n">conn</span><span class="p">.</span><span class="n">begin</span><span class="p">().</span><span class="k">await</span><span class="o">?</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="n">conn</span><span class="p">.</span><span class="n">query</span><span class="p">(</span><span class="s">&#34;CREATE (p:Person {name: &#39;Bob&#39;})&#34;</span><span class="p">).</span><span class="k">await</span><span class="o">?</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="n">conn</span><span class="p">.</span><span class="n">commit</span><span class="p">().</span><span class="k">await</span><span class="o">?</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nb">Ok</span><span class="p">(())</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">}</span><span class="w"> </span></span></span></code></pre></div> <h3 id="common-use-cases" class="position-relative d-flex align-items-center group"> <span>Common Use Cases</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="common-use-cases" aria-haspopup="dialog" aria-label="Share link: Common Use Cases"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3> <h4 id="social-network" class="position-relative d-flex align-items-center group"> <span>Social Network</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="social-network" aria-haspopup="dialog" aria-label="Share link: Social Network"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Find</span><span class="w"> </span><span class="py">mutual</span><span class="w"> </span><span class="py">friends</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="nv">$myId</span><span class="p">})</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="nc">friend</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="py">other</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="py">other</span><span class="p">)</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">me</span><span class="w"> </span><span class="err">&lt;&gt;</span><span class="w"> </span><span class="py">other</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">friend</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">other</span><span class="err">.</span><span class="py">name</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Suggested</span><span class="w"> </span><span class="py">connections</span><span class="w"> </span><span class="p">(</span><span class="py">friends</span><span class="w"> </span><span class="py">of</span><span class="w"> </span><span class="py">friends</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="nv">$myId</span><span class="p">})</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS</span><span class="err">*</span><span class="nc">2</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="py">suggested</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="py">suggested</span><span class="p">)</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">me</span><span class="w"> </span><span class="err">&lt;&gt;</span><span class="w"> </span><span class="py">suggested</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">DISTINCT</span><span class="w"> </span><span class="py">suggested</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">suggested</span><span class="err">.</span><span class="py">id</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">LIMIT</span><span class="w"> </span><span class="py">10</span><span class="w"> </span></span></span></code></pre></div> <h4 id="e-commerce" class="position-relative d-flex align-items-center group"> <span>E-Commerce</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="e-commerce" aria-haspopup="dialog" aria-label="Share link: E-Commerce"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Product</span><span class="w"> </span><span class="py">recommendations</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="nv">$userId</span><span class="p">})</span><span class="err">-</span><span class="p">[:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="nc">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="err">&lt;-</span><span class="p">[:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="py">other</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">rec</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">rec</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">rec</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">COUNT</span><span class="p">(</span><span class="err">*</span><span class="p">)</span><span class="w"> </span><span class="py">as</span><span class="w"> </span><span class="py">relevance</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">relevance</span><span class="w"> </span><span class="py">DESC</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">LIMIT</span><span class="w"> </span><span class="py">5</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Category</span><span class="w"> </span><span class="py">browsing</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">c</span><span class="p">:</span><span class="nc">Category</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="nv">$category</span><span class="p">})</span><span class="err">&lt;-</span><span class="p">[:</span><span class="nc">IN_CATEGORY</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="nc">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">in_stock</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">true</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">price</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">price</span><span class="w"> </span></span></span></code></pre></div> <h4 id="knowledge-graph" class="position-relative d-flex align-items-center group"> <span>Knowledge Graph</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="knowledge-graph" aria-haspopup="dialog" aria-label="Share link: Knowledge Graph"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Find</span><span class="w"> </span><span class="py">related</span><span class="w"> </span><span class="py">concepts</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">concept</span><span class="p">:</span><span class="nc">Concept</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="nv">$name</span><span class="p">})</span><span class="err">-</span><span class="p">[:</span><span class="nc">RELATED_TO</span><span class="err">*</span><span class="nc">1</span><span class="err">.</span><span class="mf">.2</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="py">related</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">DISTINCT</span><span class="w"> </span><span class="py">related</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">related</span><span class="err">.</span><span class="py">description</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Hierarchical</span><span class="w"> </span><span class="py">navigation</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">parent</span><span class="p">:</span><span class="nc">Category</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="nv">$name</span><span class="p">})</span><span class="err">&lt;-</span><span class="p">[:</span><span class="nc">SUBCATEGORY_OF</span><span class="err">*</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="nc">child</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">child</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">length</span><span class="p">(</span><span class="py">path</span><span class="p">)</span><span class="w"> </span><span class="py">as</span><span class="w"> </span><span class="py">depth</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">depth</span><span class="p">,</span><span class="w"> </span><span class="py">child</span><span class="err">.</span><span class="py">name</span><span class="w"> </span></span></span></code></pre></div> <h3 id="quick-configuration" class="position-relative d-flex align-items-center group"> <span>Quick Configuration</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="quick-configuration" aria-haspopup="dialog" aria-label="Share link: Quick Configuration"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3> <h4 id="connection-pooling" class="position-relative d-flex align-items-center group"> <span>Connection Pooling</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="connection-pooling" aria-haspopup="dialog" aria-label="Share link: Connection Pooling"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Python - automatic pooling</span> </span></span><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">geode_client</span> <span class="kn">import</span> <span class="n">ConnectionPool</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="n">pool</span> <span class="o">=</span> <span class="n">ConnectionPool</span><span class="p">(</span><span class="n">host</span><span class="o">=</span><span class="s2">&#34;localhost&#34;</span><span class="p">,</span> <span class="n">port</span><span class="o">=</span><span class="mi">3141</span><span class="p">,</span> <span class="n">min_size</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">max_size</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span> </span></span></code></pre></div><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-go" data-lang="go"><span class="line"><span class="cl"><span class="c1">// Go - manual configuration </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="nx">db</span><span class="p">.</span><span class="nf">SetMaxOpenConns</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="nx">db</span><span class="p">.</span><span class="nf">SetMaxIdleConns</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="nx">db</span><span class="p">.</span><span class="nf">SetConnMaxLifetime</span><span class="p">(</span><span class="nx">time</span><span class="p">.</span><span class="nx">Hour</span><span class="p">)</span> </span></span></code></pre></div><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-rust" data-lang="rust"><span class="line"><span class="cl"><span class="c1">// Rust - builder pattern </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="k">use</span><span class="w"> </span><span class="n">geode_client</span>::<span class="n">ConnectionPool</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="kd">let</span><span class="w"> </span><span class="n">pool</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ConnectionPool</span>::<span class="n">new</span><span class="p">(</span><span class="s">&#34;localhost&#34;</span><span class="p">,</span><span class="w"> </span><span class="mi">3141</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="p">);</span><span class="w"> </span></span></span></code></pre></div> <h4 id="error-handling" class="position-relative d-flex align-items-center group"> <span>Error Handling</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="error-handling" aria-haspopup="dialog" aria-label="Share link: Error Handling"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Python</span> </span></span><span class="line"><span class="cl"><span class="k">try</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="n">client</span><span class="o">.</span><span class="n">connection</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">query</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="k">except</span> <span class="n">QueryError</span> <span class="k">as</span> <span class="n">exc</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="s2">&#34;SERIALIZATION&#34;</span> <span class="ow">in</span> <span class="nb">str</span><span class="p">(</span><span class="n">exc</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Retry logic</span> </span></span><span class="line"><span class="cl"> <span class="k">else</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Log and fail</span> </span></span></code></pre></div><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-go" data-lang="go"><span class="line"><span class="cl"><span class="c1">// Go </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="k">if</span> <span class="nx">err</span> <span class="o">==</span> <span class="nx">sql</span><span class="p">.</span><span class="nx">ErrNoRows</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="c1">// Not found </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="p">}</span> <span class="k">else</span> <span class="k">if</span> <span class="nx">geodeErr</span><span class="p">,</span> <span class="nx">ok</span> <span class="o">:=</span> <span class="nx">err</span><span class="p">.(</span><span class="o">*</span><span class="nx">geode</span><span class="p">.</span><span class="nx">Error</span><span class="p">);</span> <span class="nx">ok</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="nx">geodeErr</span><span class="p">.</span><span class="nf">IsRetryable</span><span class="p">()</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="c1">// Retry </span></span></span><span class="line"><span class="cl"><span class="c1"></span> <span class="p">}</span> </span></span><span class="line"><span class="cl"><span class="p">}</span> </span></span></code></pre></div><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-rust" data-lang="rust"><span class="line"><span class="cl"><span class="c1">// Rust </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="k">match</span><span class="w"> </span><span class="n">conn</span><span class="p">.</span><span class="n">query_with_params</span><span class="p">(</span><span class="n">query</span><span class="p">,</span><span class="w"> </span><span class="o">&amp;</span><span class="n">params</span><span class="p">).</span><span class="k">await</span><span class="w"> </span><span class="p">{</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nb">Ok</span><span class="p">((</span><span class="n">_page</span><span class="p">,</span><span class="w"> </span><span class="n">_</span><span class="p">))</span><span class="w"> </span><span class="o">=&gt;</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="cm">/* success */</span><span class="w"> </span><span class="p">}</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nb">Err</span><span class="p">(</span><span class="n">err</span><span class="p">)</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">err</span><span class="p">.</span><span class="n">is_retryable</span><span class="p">()</span><span class="w"> </span><span class="o">=&gt;</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="cm">/* retry */</span><span class="w"> </span><span class="p">}</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nb">Err</span><span class="p">(</span><span class="n">e</span><span class="p">)</span><span class="w"> </span><span class="o">=&gt;</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="cm">/* other error */</span><span class="w"> </span><span class="p">}</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">}</span><span class="w"> </span></span></span></code></pre></div> <h3 id="performance-quick-wins" class="position-relative d-flex align-items-center group"> <span>Performance Quick Wins</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="performance-quick-wins" aria-haspopup="dialog" aria-label="Share link: Performance Quick Wins"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3> <h4 id="1-create-indexes" class="position-relative d-flex align-items-center group"> <span>1. Create Indexes</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="1-create-indexes" aria-haspopup="dialog" aria-label="Share link: 1. Create Indexes"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Index</span><span class="w"> </span><span class="py">frequently</span><span class="w"> </span><span class="py">queried</span><span class="w"> </span><span class="py">properties</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="py">Person</span><span class="p">(</span><span class="py">email</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="py">Product</span><span class="p">(</span><span class="py">name</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="py">User</span><span class="p">(</span><span class="py">id</span><span class="p">)</span><span class="w"> </span></span></span></code></pre></div> <h4 id="2-profile-queries" class="position-relative d-flex align-items-center group"> <span>2. Profile Queries</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="2-profile-queries" aria-haspopup="dialog" aria-label="Share link: 2. Profile Queries"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">See</span><span class="w"> </span><span class="py">execution</span><span class="w"> </span><span class="py">plan</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">PROFILE</span><span class="w"> </span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</span><span class="p">})</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Identify</span><span class="w"> </span><span class="py">bottlenecks</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">EXPLAIN</span><span class="w"> </span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="err">*</span><span class="py">3</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">count</span><span class="p">(</span><span class="err">*</span><span class="p">)</span><span class="w"> </span></span></span></code></pre></div> <h4 id="3-batch-operations" class="position-relative d-flex align-items-center group"> <span>3. Batch Operations</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="3-batch-operations" aria-haspopup="dialog" aria-label="Share link: 3. Batch Operations"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Insert multiple nodes in one query</span> </span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">with</span> <span class="n">client</span><span class="o">.</span><span class="n">connection</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> UNWIND $users AS user </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (p:Person {name: user.name, email: user.email}) </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;users&#34;</span><span class="p">:</span> <span class="p">[</span> </span></span><span class="line"><span class="cl"> <span class="p">{</span><span class="s2">&#34;name&#34;</span><span class="p">:</span> <span class="s2">&#34;Alice&#34;</span><span class="p">,</span> <span class="s2">&#34;email&#34;</span><span class="p">:</span> <span class="s2">&#34;[email protected]&#34;</span><span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">{</span><span class="s2">&#34;name&#34;</span><span class="p">:</span> <span class="s2">&#34;Bob&#34;</span><span class="p">,</span> <span class="s2">&#34;email&#34;</span><span class="p">:</span> <span class="s2">&#34;[email protected]&#34;</span><span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span></code></pre></div> <h4 id="4-use-transactions" class="position-relative d-flex align-items-center group"> <span>4. Use Transactions</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="4-use-transactions" aria-haspopup="dialog" aria-label="Share link: 4. Use Transactions"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Group related operations</span> </span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">with</span> <span class="n">client</span><span class="o">.</span><span class="n">connection</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">begin</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">try</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;CREATE (o:Order {id: $id})&#34;</span><span class="p">,</span> <span class="p">{</span><span class="s2">&#34;id&#34;</span><span class="p">:</span> <span class="n">order_id</span><span class="p">})</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;CREATE (o)-[:CONTAINS]-&gt;(p:Product {id: $pid})&#34;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="p">{</span><span class="s2">&#34;pid&#34;</span><span class="p">:</span> <span class="n">item</span><span class="o">.</span><span class="n">product_id</span><span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">rollback</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">raise</span> </span></span></code></pre></div> <h3 id="production-quickstart" class="position-relative d-flex align-items-center group"> <span>Production Quickstart</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="production-quickstart" aria-haspopup="dialog" aria-label="Share link: Production Quickstart"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3> <h4 id="docker-compose" class="position-relative d-flex align-items-center group"> <span>Docker Compose</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="docker-compose" aria-haspopup="dialog" aria-label="Share link: Docker Compose"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nt">version</span><span class="p">:</span><span class="w"> </span><span class="s1">&#39;3.8&#39;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="nt">services</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">geode</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l">geodedb/geode:latest</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">ports</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="s2">&#34;3141:3141&#34;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">volumes</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="l">geode-data:/data</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">environment</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="l">GEODE_LISTEN=0.0.0.0:3141</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="l">GEODE_LOG_LEVEL=info</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">restart</span><span class="p">:</span><span class="w"> </span><span class="l">unless-stopped</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="nt">volumes</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">geode-data</span><span class="p">:</span><span class="w"> </span></span></span></code></pre></div> <h4 id="kubernetes" class="position-relative d-flex align-items-center group"> <span>Kubernetes</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="kubernetes" aria-haspopup="dialog" aria-label="Share link: Kubernetes"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nt">apiVersion</span><span class="p">:</span><span class="w"> </span><span class="l">apps/v1</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="nt">kind</span><span class="p">:</span><span class="w"> </span><span class="l">Deployment</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="nt">metadata</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l">geode</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="nt">spec</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">replicas</span><span class="p">:</span><span class="w"> </span><span class="m">3</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">selector</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">matchLabels</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">app</span><span class="p">:</span><span class="w"> </span><span class="l">geode</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">template</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">metadata</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">labels</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">app</span><span class="p">:</span><span class="w"> </span><span class="l">geode</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">spec</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">containers</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l">geode</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l">geodedb/geode:latest</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">ports</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="nt">containerPort</span><span class="p">:</span><span class="w"> </span><span class="m">3141</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">volumeMounts</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l">data</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">mountPath</span><span class="p">:</span><span class="w"> </span><span class="l">/data</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">volumes</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l">data</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">persistentVolumeClaim</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">claimName</span><span class="p">:</span><span class="w"> </span><span class="l">geode-pvc</span><span class="w"> </span></span></span></code></pre></div> <h4 id="health-check" class="position-relative d-flex align-items-center group"> <span>Health Check</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="health-check" aria-haspopup="dialog" aria-label="Share link: Health Check"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Python health check endpoint</span> </span></span><span class="line"><span class="cl"><span class="nd">@app.get</span><span class="p">(</span><span class="s2">&#34;/health&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">def</span> <span class="nf">health</span><span class="p">():</span> </span></span><span class="line"><span class="cl"> <span class="k">try</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="n">client</span><span class="o">.</span><span class="n">connection</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;RETURN 1 AS ok&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="p">{</span><span class="s2">&#34;status&#34;</span><span class="p">:</span> <span class="s2">&#34;healthy&#34;</span><span class="p">}</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="p">{</span><span class="s2">&#34;status&#34;</span><span class="p">:</span> <span class="s2">&#34;unhealthy&#34;</span><span class="p">},</span> <span class="mi">503</span> </span></span></code></pre></div> <h3 id="troubleshooting-quick-reference" class="position-relative d-flex align-items-center group"> <span>Troubleshooting Quick Reference</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="troubleshooting-quick-reference" aria-haspopup="dialog" aria-label="Share link: Troubleshooting Quick Reference"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3> <h4 id="connection-issues" class="position-relative d-flex align-items-center group"> <span>Connection Issues</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="connection-issues" aria-haspopup="dialog" aria-label="Share link: Connection Issues"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># Test connectivity</span> </span></span><span class="line"><span class="cl">telnet localhost <span class="m">3141</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Check if server is running</span> </span></span><span class="line"><span class="cl">ps aux <span class="p">|</span> grep geode </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># View server logs</span> </span></span><span class="line"><span class="cl">./geode serve --log-level debug </span></span></code></pre></div> <h4 id="query-issues" class="position-relative d-flex align-items-center group"> <span>Query Issues</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="query-issues" aria-haspopup="dialog" aria-label="Share link: Query Issues"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Check</span><span class="w"> </span><span class="py">if</span><span class="w"> </span><span class="py">data</span><span class="w"> </span><span class="py">exists</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">n</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">count</span><span class="p">(</span><span class="py">n</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Verify</span><span class="w"> </span><span class="py">relationship</span><span class="w"> </span><span class="py">direction</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">)</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="kd">type</span><span class="p">(</span><span class="nc">r</span><span class="p">),</span><span class="w"> </span><span class="py">count</span><span class="p">(</span><span class="err">*</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Find</span><span class="w"> </span><span class="py">duplicate</span><span class="w"> </span><span class="py">nodes</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">n</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WITH</span><span class="w"> </span><span class="py">n</span><span class="err">.</span><span class="py">email</span><span class="w"> </span><span class="py">as</span><span class="w"> </span><span class="py">email</span><span class="p">,</span><span class="w"> </span><span class="py">collect</span><span class="p">(</span><span class="py">n</span><span class="p">)</span><span class="w"> </span><span class="py">as</span><span class="w"> </span><span class="py">nodes</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">size</span><span class="p">(</span><span class="py">nodes</span><span class="p">)</span><span class="w"> </span><span class="err">&gt;</span><span class="w"> </span><span class="py">1</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">email</span><span class="p">,</span><span class="w"> </span><span class="py">size</span><span class="p">(</span><span class="py">nodes</span><span class="p">)</span><span class="w"> </span></span></span></code></pre></div> <h4 id="performance-issues" class="position-relative d-flex align-items-center group"> <span>Performance Issues</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="performance-issues" aria-haspopup="dialog" aria-label="Share link: Performance Issues"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Find</span><span class="w"> </span><span class="py">slow</span><span class="w"> </span><span class="py">queries</span><span class="w"> </span><span class="py">with</span><span class="w"> </span><span class="py">PROFILE</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">PROFILE</span><span class="w"> </span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="err">*</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">count</span><span class="p">(</span><span class="err">*</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Check</span><span class="w"> </span><span class="py">for</span><span class="w"> </span><span class="py">missing</span><span class="w"> </span><span class="py">indexes</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SHOW</span><span class="w"> </span><span class="py">INDEXES</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Identify</span><span class="w"> </span><span class="py">Cartesian</span><span class="w"> </span><span class="py">products</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">:</span><span class="nc">Person</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">BAD</span><span class="p">:</span><span class="w"> </span><span class="nc">no</span><span class="w"> </span><span class="py">relationship</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">count</span><span class="p">(</span><span class="err">*</span><span class="p">)</span><span class="w"> </span></span></span></code></pre></div> <h3 id="quick-reference-card" class="position-relative d-flex align-items-center group"> <span>Quick Reference Card</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="quick-reference-card" aria-haspopup="dialog" aria-label="Share link: Quick Reference Card"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3> <h4 id="query-clauses" class="position-relative d-flex align-items-center group"> <span>Query Clauses</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="query-clauses" aria-haspopup="dialog" aria-label="Share link: Query Clauses"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><ul> <li><code>MATCH</code> - Find patterns</li> <li><code>CREATE</code> - Insert data</li> <li><code>SET</code> - Update properties</li> <li><code>DELETE</code> - Remove data</li> <li><code>RETURN</code> - Output results</li> <li><code>WHERE</code> - Filter results</li> <li><code>ORDER BY</code> - Sort results</li> <li><code>LIMIT</code> - Restrict count</li> <li><code>WITH</code> - Chain queries</li> <li><code>OPTIONAL MATCH</code> - Nullable patterns</li> </ul> <h4 id="aggregation-functions" class="position-relative d-flex align-items-center group"> <span>Aggregation Functions</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="aggregation-functions" aria-haspopup="dialog" aria-label="Share link: Aggregation Functions"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><ul> <li><code>COUNT(*)</code> - Count rows</li> <li><code>SUM(expr)</code> - Sum values</li> <li><code>AVG(expr)</code> - Average values</li> <li><code>MIN(expr)</code> - Minimum value</li> <li><code>MAX(expr)</code> - Maximum value</li> <li><code>COLLECT(expr)</code> - Gather into list</li> </ul> <h4 id="path-functions" class="position-relative d-flex align-items-center group"> <span>Path Functions</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="path-functions" aria-haspopup="dialog" aria-label="Share link: Path Functions"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><ul> <li><code>shortestPath()</code> - Find shortest path</li> <li><code>allShortestPaths()</code> - All shortest paths</li> <li><code>length(path)</code> - Path length</li> <li><code>nodes(path)</code> - Nodes in path</li> <li><code>relationships(path)</code> - Edges in path</li> </ul> <h3 id="next-steps" class="position-relative d-flex align-items-center group"> <span>Next Steps</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="next-steps" aria-haspopup="dialog" aria-label="Share link: Next Steps"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3><p>Now that you&rsquo;re up and running:</p> <ul> <li><strong>Build Your Schema</strong>: Design your graph model</li> <li><strong>Load Data</strong>: Import existing datasets</li> <li><strong>Optimize Queries</strong>: Profile and add indexes</li> <li><strong>Implement Security</strong>: Configure authentication and RLS</li> <li><strong>Monitor Performance</strong>: Set up metrics and alerts</li> <li><strong>Plan Scaling</strong>: Configure replication and backups</li> </ul> <h3 id="related-topics" class="position-relative d-flex align-items-center group"> <span>Related Topics</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="related-topics" aria-haspopup="dialog" aria-label="Share link: Related Topics"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3><ul> <li><strong>Getting Started</strong>: Detailed beginner guide with explanations</li> <li><strong>Examples</strong>: More code samples across all features</li> <li><strong>Tutorials</strong>: Step-by-step learning paths</li> <li><strong>Quick Start</strong>: Another fast-track guide</li> <li><strong>Developer Guide</strong>: Complete API reference</li> </ul>

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