<!-- CANARY: REQ=REQ-DOCS-001; FEATURE="Docs"; ASPECT=Documentation; STATUS=TESTED; OWNER=docs; UPDATED=2026-01-15 --> <p>Debugging and troubleshooting documentation for Geode covering query debugging, connection issues, performance problems, error diagnosis, logging configuration, distributed tracing, and systematic troubleshooting approaches.</p> <h3 id="query-debugging" class="position-relative d-flex align-items-center group"> <span>Query Debugging</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-debugging" aria-haspopup="dialog" aria-label="Share link: Query Debugging"> <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 id="headingShareModal" class="heading-share-modal" role="dialog" aria-modal="true" aria-labelledby="headingShareTitle" hidden> <div class="hsm-dialog" role="document"> <div class="hsm-header"> <h2 id="headingShareTitle" class="h6 mb-0 fw-bold">Share this section</h2> <button type="button" class="hsm-close" aria-label="Close"> <i class="fa-solid fa-xmark"></i> </button> </div> <div class="hsm-body"> <label for="headingShareInput" class="form-label small text-muted mb-1 text-uppercase fw-bold" style="font-size: 0.7rem; letter-spacing: 0.5px;">Permalink</label> <div class="input-group mb-4 hsm-url-group"> <input id="headingShareInput" type="text" class="form-control font-monospace" readonly aria-readonly="true" style="font-size: 0.85rem;" /> <button class="btn btn-primary hsm-copy" type="button" aria-label="Copy" title="Copy"> <i class="fa-duotone fa-clipboard" aria-hidden="true"></i> </button> </div> <div class="small fw-bold mb-2 text-muted text-uppercase" style="font-size: 0.7rem; letter-spacing: 0.5px;">Share via</div> <div class="hsm-share-grid"> <a id="share-twitter" class="btn btn-outline-secondary w-100" target="_blank" rel="noopener noreferrer"> <i class="fa-brands fa-twitter me-2"></i>Twitter </a> <a id="share-linkedin" class="btn btn-outline-secondary w-100" target="_blank" rel="noopener noreferrer"> <i class="fa-brands fa-linkedin me-2"></i>LinkedIn </a> <a id="share-facebook" class="btn btn-outline-secondary w-100" target="_blank" rel="noopener noreferrer"> <i class="fa-brands fa-facebook me-2"></i>Facebook </a> </div> </div> </div> </div> <style> .heading-share-modal { position: fixed; inset: 0; display: flex; justify-content: center; align-items: center; background: rgba(0, 0, 0, 0.6); z-index: 1050; padding: 1rem; backdrop-filter: blur(4px); -webkit-backdrop-filter: blur(4px); } .heading-share-modal[hidden] { display: none !important; } .hsm-dialog { max-width: 420px; width: 100%; background: var(--bs-body-bg, #fff); color: var(--bs-body-color, #212529); border: 1px solid var(--bs-border-color, rgba(0,0,0,0.1)); border-radius: 1rem; box-shadow: 0 25px 50px -12px rgba(0, 0, 0, 0.25); overflow: hidden; animation: hsm-fade-in 0.2s ease-out; } @keyframes hsm-fade-in { from { opacity: 0; transform: scale(0.95); } to { opacity: 1; transform: scale(1); } } [data-bs-theme="dark"] .hsm-dialog { background: #1e293b; border-color: rgba(255,255,255,0.1); color: #f8f9fa; } .hsm-header { display: flex; justify-content: space-between; align-items: center; padding: 1rem 1.5rem; border-bottom: 1px solid var(--bs-border-color, rgba(0,0,0,0.1)); background: rgba(0,0,0,0.02); } [data-bs-theme="dark"] .hsm-header { background: rgba(255,255,255,0.02); border-color: rgba(255,255,255,0.1); } .hsm-close { background: transparent; border: none; color: inherit; opacity: 0.5; padding: 0.25rem 0.5rem; border-radius: 0.25rem; font-size: 1.2rem; line-height: 1; transition: opacity 0.2s; } .hsm-close:hover { opacity: 1; } .hsm-body { padding: 1.5rem; } .hsm-url-group { display: flex !important; align-items: stretch; } .hsm-url-group .form-control { flex: 1; min-width: 0; margin: 0; background: var(--bs-secondary-bg, #f8f9fa); border-color: var(--bs-border-color, #dee2e6); border-top-right-radius: 0; border-bottom-right-radius: 0; height: 42px; } .hsm-url-group .btn { flex: 0 0 auto; margin: 0; margin-left: -1px; border-top-left-radius: 0; border-bottom-left-radius: 0; height: 42px; display: flex; align-items: center; justify-content: center; padding: 0 1.25rem; z-index: 2; } [data-bs-theme="dark"] .hsm-url-group .form-control { background: #0f172a; border-color: #334155; color: #e2e8f0; } .hsm-share-grid { display: flex; flex-direction: column; gap: 0.5rem; } .hsm-share-grid .btn { display: flex; align-items: center; justify-content: center; font-size: 0.9rem; padding: 0.6rem; border-color: var(--bs-border-color); width: 100%; } [data-bs-theme="dark"] .hsm-share-grid .btn { color: #e2e8f0; border-color: #475569; } [data-bs-theme="dark"] .hsm-share-grid .btn:hover { background: #334155; border-color: #cbd5e1; } </style> <script> (function(){ const modal = document.getElementById('headingShareModal'); if(!modal) return; const input = modal.querySelector('#headingShareInput'); const copyBtn = modal.querySelector('.hsm-copy'); const twitter = modal.querySelector('#share-twitter'); const linkedin = modal.querySelector('#share-linkedin'); const facebook = modal.querySelector('#share-facebook'); const closeBtn = modal.querySelector('.hsm-close'); let lastFocus=null; let trapBound=false; function buildUrl(id){ return window.location.origin + window.location.pathname + '#' + id; } function isOpen(){ return !modal.hasAttribute('hidden'); } function hydrate(id){ const url=buildUrl(id); input.value=url; const enc=encodeURIComponent(url); const text=encodeURIComponent(document.title); if(twitter) twitter.href=`https://twitter.com/intent/tweet?url=${enc}&text=${text}`; if(linkedin) linkedin.href=`https://www.linkedin.com/sharing/share-offsite/?url=${enc}`; if(facebook) facebook.href=`https://www.facebook.com/sharer/sharer.php?u=${enc}`; } function openModal(id){ lastFocus=document.activeElement; hydrate(id); if(!isOpen()){ modal.removeAttribute('hidden'); } requestAnimationFrame(()=>{ input.focus(); }); trapFocus(); } function closeModal(){ if(!isOpen()) return; modal.setAttribute('hidden',''); if(lastFocus && typeof lastFocus.focus==='function') lastFocus.focus(); } function copyCurrent(){ try{ navigator.clipboard.writeText(input.value).then(()=>feedback(true),()=>fallback()); } catch(e){ fallback(); } } function fallback(){ input.select(); try{ document.execCommand('copy'); feedback(true);}catch(e){ feedback(false);} } function feedback(ok){ if(!copyBtn) return; const icon=copyBtn.querySelector('i'); if(!icon) return; const prev=copyBtn.getAttribute('data-prev')||icon.className; if(!copyBtn.getAttribute('data-prev')) copyBtn.setAttribute('data-prev',prev); icon.className= ok ? 'fa-duotone fa-clipboard-check':'fa-duotone fa-circle-exclamation'; setTimeout(()=>{ icon.className=prev; },1800); } function handleShareClick(e){ e.preventDefault(); const btn=e.currentTarget; const id=btn.getAttribute('data-share-target'); if(id) openModal(id); } function bindShareButtons(){ document.querySelectorAll('.h-share').forEach(btn=>{ if(!btn.dataset.hShareBound){ btn.addEventListener('click', handleShareClick); btn.dataset.hShareBound='1'; } }); } bindShareButtons(); if(document.readyState==='loading'){ document.addEventListener('DOMContentLoaded', bindShareButtons); } else { requestAnimationFrame(bindShareButtons); } document.addEventListener('click', function(e){ const shareBtn=e.target.closest && e.target.closest('.h-share'); if(shareBtn && !shareBtn.dataset.hShareBound){ handleShareClick.call(shareBtn, e); } }, true); document.addEventListener('click', e=>{ if(e.target===modal) closeModal(); if(e.target.closest && e.target.closest('.hsm-close')){ e.preventDefault(); closeModal(); } if(copyBtn && (e.target===copyBtn || (e.target.closest && e.target.closest('.hsm-copy')))) { e.preventDefault(); copyCurrent(); } }); document.addEventListener('keydown', e=>{ if(e.key==='Escape' && isOpen()) closeModal(); }); function trapFocus(){ if(trapBound) return; trapBound=true; modal.addEventListener('keydown', f=>{ if(f.key==='Tab' && isOpen()){ const focusable=[...modal.querySelectorAll('a[href],button,input,textarea,select,[tabindex]:not([tabindex="-1"])')].filter(el=>!el.hasAttribute('disabled')); if(!focusable.length) return; const first=focusable[0]; const last=focusable[focusable.length-1]; if(f.shiftKey && document.activeElement===first){ f.preventDefault(); last.focus(); } else if(!f.shiftKey && document.activeElement===last){ f.preventDefault(); first.focus(); } } }); } if(closeBtn) closeBtn.addEventListener('click', e=>{ e.preventDefault(); closeModal(); }); })(); </script> <h4 id="using-explain" class="position-relative d-flex align-items-center group"> <span>Using EXPLAIN</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="using-explain" aria-haspopup="dialog" aria-label="Share link: Using EXPLAIN"> <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><p>Understand query execution without running it:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="py">EXPLAIN</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="w"> </span><span class="p">{</span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="nv">$email</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="py">WHERE</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">price</span><span class="w"> </span><span class="err">&gt;</span><span class="w"> </span><span class="py">100</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 class="py">DESC</span><span class="w"> </span></span></span></code></pre></div><p>Output shows:</p> <ul> <li>Execution plan operators</li> <li>Index usage</li> <li>Estimated cardinalities</li> <li>Join strategies</li> </ul> <h4 id="using-profile" class="position-relative d-flex align-items-center group"> <span>Using PROFILE</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="using-profile" aria-haspopup="dialog" aria-label="Share link: Using PROFILE"> <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><p>Measure actual query performance:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="py">PROFILE</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="err">-</span><span class="p">[:</span><span class="nc">FOLLOWS</span><span class="err">*</span><span class="py">2</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">recommendation</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">WHERE</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="py">EXISTS</span><span class="w"> </span><span class="p">{</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">FOLLOWS</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">recommendation</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">recommendation</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">score</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">score</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">10</span><span class="w"> </span></span></span></code></pre></div><p>Profile provides:</p> <ul> <li>Actual execution times per operator</li> <li>Actual vs. estimated row counts</li> <li>Memory usage</li> <li>Cache hits/misses</li> </ul> <h4 id="debugging-slow-queries" class="position-relative d-flex align-items-center group"> <span>Debugging Slow 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="debugging-slow-queries" aria-haspopup="dialog" aria-label="Share link: Debugging Slow 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><p>Step-by-step approach:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">geode_client</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">debug_slow_query</span><span class="p">(</span><span class="n">client</span><span class="p">,</span> <span class="n">query</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Debug slow query execution.&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Step 1: Profile the query</span> </span></span><span class="line"><span class="cl"> <span class="n">profiled</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;PROFILE </span><span class="si">{</span><span class="n">query</span><span class="si">}</span><span class="s2">&#34;</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="s2">&#34;=== Profile Results ===&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">print_profile</span><span class="p">(</span><span class="n">profiled</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Step 2: Check for full table scans</span> </span></span><span class="line"><span class="cl"> <span class="n">explained</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;EXPLAIN </span><span class="si">{</span><span class="n">query</span><span class="si">}</span><span class="s2">&#34;</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">has_full_scan</span><span class="p">(</span><span class="n">explained</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="s2">&#34;WARNING: Query contains full table scan&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="s2">&#34;Consider adding index on scanned properties&#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"># Step 3: Verify index usage</span> </span></span><span class="line"><span class="cl"> <span class="n">indexes</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;SHOW INDEXES&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="s2">&#34;=== Available Indexes ===&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="n">indexes</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34; </span><span class="si">{</span><span class="n">idx</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">idx</span><span class="p">[</span><span class="s1">&#39;columns&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&#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"># Step 4: Check statistics freshness</span> </span></span><span class="line"><span class="cl"> <span class="n">stats</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;SELECT * FROM system.statistics&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">is_stale</span><span class="p">(</span><span class="n">stats</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="s2">&#34;WARNING: Statistics may be outdated&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="s2">&#34;Run: ANALYZE&#34;</span><span class="p">)</span> </span></span></code></pre></div> <h4 id="common-query-issues" class="position-relative d-flex align-items-center group"> <span>Common 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="common-query-issues" aria-haspopup="dialog" aria-label="Share link: Common 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><p><strong>Issue: Unexpected results count</strong></p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Check what&#39;s actually matching</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">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (u:User) </span></span></span><span class="line"><span class="cl"><span class="s2"> WHERE u.email = $email </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN COUNT(*) AS user_count </span></span></span><span class="line"><span class="cl"><span class="s2">&#34;&#34;&#34;</span><span class="p">,</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></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;Found </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;user_count&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2"> users&#34;</span><span class="p">)</span> <span class="c1"># Expected 1, got 0</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Debug: Check exact data</span> </span></span><span class="line"><span class="cl"><span class="n">all_users</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;MATCH (u:User) RETURN u.email&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="s2">&#34;All emails:&#34;</span><span class="p">,</span> <span class="p">[</span><span class="n">u</span><span class="p">[</span><span class="s2">&#34;u.email&#34;</span><span class="p">]</span> <span class="k">for</span> <span class="n">u</span> <span class="ow">in</span> <span class="n">all_users</span><span class="p">])</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Common issues:</span> </span></span><span class="line"><span class="cl"><span class="c1"># - Email case sensitivity: use lower() function</span> </span></span><span class="line"><span class="cl"><span class="c1"># - Whitespace: use trim()</span> </span></span><span class="line"><span class="cl"><span class="c1"># - Wrong parameter name</span> </span></span></code></pre></div><p><strong>Issue: Empty result set</strong></p> <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">Original</span><span class="w"> </span><span class="kd">query</span><span class="w"> </span><span class="nc">returns</span><span class="w"> </span><span class="py">nothing</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">User</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="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">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">RETURN</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">Debug</span><span class="w"> </span><span class="py">step</span><span class="w"> </span><span class="py">1</span><span class="p">:</span><span class="w"> </span><span class="nc">Check</span><span class="w"> </span><span class="py">if</span><span class="w"> </span><span class="py">Alice</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">a</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">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></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="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">Debug</span><span class="w"> </span><span class="py">step</span><span class="w"> </span><span class="py">2</span><span class="p">:</span><span class="w"> </span><span class="nc">Check</span><span class="w"> </span><span class="py">if</span><span class="w"> </span><span class="py">relationships</span><span class="w"> </span><span class="py">exist</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">User</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="err">-</span><span class="p">[</span><span class="py">r</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 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="py">r</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">Debug</span><span class="w"> </span><span class="py">step</span><span class="w"> </span><span class="py">3</span><span class="p">:</span><span class="w"> </span><span class="nc">Check</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="nc">User</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="err">&lt;-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="py">b</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">RETURN</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="err">--</span><span class="w"> </span><span class="py">Try</span><span class="w"> </span><span class="py">reverse</span><span class="w"> </span><span class="py">direction</span><span class="w"> </span></span></span></code></pre></div> <h3 id="connection-debugging" class="position-relative d-flex align-items-center group"> <span>Connection Debugging</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-debugging" aria-haspopup="dialog" aria-label="Share link: Connection Debugging"> <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><p><strong>Cannot connect to server</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">geode_client</span> </span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">logging</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="n">logging</span><span class="o">.</span><span class="n">basicConfig</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="n">logging</span><span class="o">.</span><span class="n">DEBUG</span><span class="p">)</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">check_connection</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="n">client</span> <span class="o">=</span> <span class="n">geode_client</span><span class="o">.</span><span class="n">open_database</span><span class="p">(</span><span class="s2">&#34;quic://localhost:3141&#34;</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">asyncio</span><span class="o">.</span><span class="n">wait_for</span><span class="p">(</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 class="n">timeout</span><span class="o">=</span><span class="mf">5.0</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="s2">&#34;success&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="n">geode_client</span><span class="o">.</span><span class="n">GeodeConnectionError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="sa">f</span><span class="s2">&#34;failed: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&#34;</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Check:</span> </span></span><span class="line"><span class="cl"><span class="c1"># 1. Is server running? `ps aux | grep geode`</span> </span></span><span class="line"><span class="cl"><span class="c1"># 2. Is port correct? Default is 3141</span> </span></span><span class="line"><span class="cl"><span class="c1"># 3. Firewall blocking? `telnet localhost 3141`</span> </span></span><span class="line"><span class="cl"><span class="c1"># 4. TLS certificate issues?</span> </span></span></code></pre></div><p><strong>TLS/Certificate errors</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Disable certificate verification (dev only!)</span> </span></span><span class="line"><span class="cl"><span class="n">client</span> <span class="o">=</span> <span class="n">geode_client</span><span class="o">.</span><span class="n">Client</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="n">host</span><span class="o">=</span><span class="s2">&#34;localhost&#34;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <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="n">skip_verify</span><span class="o">=</span><span class="kc">True</span> <span class="c1"># NEVER use in production</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"># Or provide a trusted CA certificate</span> </span></span><span class="line"><span class="cl"><span class="n">client</span> <span class="o">=</span> <span class="n">geode_client</span><span class="o">.</span><span class="n">Client</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="n">host</span><span class="o">=</span><span class="s2">&#34;localhost&#34;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <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="n">ca_cert</span><span class="o">=</span><span class="s2">&#34;/path/to/ca.pem&#34;</span> </span></span><span class="line"><span class="cl"><span class="p">)</span> </span></span></code></pre></div><p><strong>Connection timeouts</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Increase timeout with asyncio wait_for</span> </span></span><span class="line"><span class="cl"><span class="n">client</span> <span class="o">=</span> <span class="n">geode_client</span><span class="o">.</span><span class="n">open_database</span><span class="p">(</span><span class="s2">&#34;quic://localhost:3141&#34;</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">asyncio</span><span class="o">.</span><span class="n">wait_for</span><span class="p">(</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 class="n">timeout</span><span class="o">=</span><span class="mf">60.0</span><span class="p">)</span> </span></span></code></pre></div> <h4 id="authentication-issues" class="position-relative d-flex align-items-center group"> <span>Authentication 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="authentication-issues" aria-haspopup="dialog" aria-label="Share link: Authentication 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-python" data-lang="python"><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="n">client</span> <span class="o">=</span> <span class="n">geode_client</span><span class="o">.</span><span class="n">open_database</span><span class="p">(</span><span class="s2">&#34;quic://localhost:3141&#34;</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="n">auth</span> <span class="o">=</span> <span class="n">geode_client</span><span class="o">.</span><span class="n">AuthClient</span><span class="p">(</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">auth</span><span class="o">.</span><span class="n">login</span><span class="p">(</span><span class="s2">&#34;alice&#34;</span><span class="p">,</span> <span class="s2">&#34;wrong_password&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="k">except</span> <span class="n">geode_client</span><span class="o">.</span><span class="n">AuthError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;Authentication failed: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&#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"># Check:</span> </span></span><span class="line"><span class="cl"> <span class="c1"># 1. Username correct?</span> </span></span><span class="line"><span class="cl"> <span class="c1"># 2. Password correct?</span> </span></span><span class="line"><span class="cl"> <span class="c1"># 3. User exists in Geode?</span> </span></span><span class="line"><span class="cl"> <span class="c1"># 4. Check server logs for auth failures</span> </span></span></code></pre></div> <h3 id="performance-debugging" class="position-relative d-flex align-items-center group"> <span>Performance Debugging</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-debugging" aria-haspopup="dialog" aria-label="Share link: Performance Debugging"> <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="identifying-bottlenecks" class="position-relative d-flex align-items-center group"> <span>Identifying Bottlenecks</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="identifying-bottlenecks" aria-haspopup="dialog" aria-label="Share link: Identifying Bottlenecks"> <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><p><strong>Monitor query execution</strong>:</p> <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">View</span><span class="w"> </span><span class="py">slow</span><span class="w"> </span><span class="py">queries</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SELECT</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="kd">query</span><span class="nc">_id</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="kd">query</span><span class="nc">_text</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">execution_time_ms</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">rows_returned</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">FROM</span><span class="w"> </span><span class="py">system</span><span class="err">.</span><span class="kd">query</span><span class="nc">_log</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">execution_time_ms</span><span class="w"> </span><span class="err">&gt;</span><span class="w"> </span><span class="py">1000</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">execution_time_ms</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">20</span><span class="w"> </span></span></span></code></pre></div><p><strong>Check resource usage</strong>:</p> <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">Cache</span><span class="w"> </span><span class="py">hit</span><span class="w"> </span><span class="py">rates</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SELECT</span><span class="w"> </span><span class="err">*</span><span class="w"> </span><span class="py">FROM</span><span class="w"> </span><span class="py">system</span><span class="err">.</span><span class="py">cache_statistics</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">Active</span><span class="w"> </span><span class="py">connections</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SELECT</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">FROM</span><span class="w"> </span><span class="py">system</span><span class="err">.</span><span class="py">sessions</span><span class="w"> </span><span class="py">WHERE</span><span class="w"> </span><span class="py">active</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></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Lock</span><span class="w"> </span><span class="py">contention</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SELECT</span><span class="w"> </span><span class="err">*</span><span class="w"> </span><span class="py">FROM</span><span class="w"> </span><span class="py">system</span><span class="err">.</span><span class="py">locks</span><span class="w"> </span><span class="py">WHERE</span><span class="w"> </span><span class="py">waiting</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">true</span><span class="w"> </span></span></span></code></pre></div> <h4 id="memory-issues" class="position-relative d-flex align-items-center group"> <span>Memory 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="memory-issues" aria-haspopup="dialog" aria-label="Share link: Memory 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><p><strong>Out of memory errors</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Reduce result set size</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">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (n:Node) </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN n </span></span></span><span class="line"><span class="cl"><span class="s2"> LIMIT 10000 -- Add limit </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></span><span class="line"><span class="cl"><span class="c1"># Use pagination</span> </span></span><span class="line"><span class="cl"><span class="n">offset</span> <span class="o">=</span> <span class="mi">0</span> </span></span><span class="line"><span class="cl"><span class="n">page_size</span> <span class="o">=</span> <span class="mi">1000</span> </span></span><span class="line"><span class="cl"><span class="k">while</span> <span class="kc">True</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">page</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (n:Node) </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN n </span></span></span><span class="line"><span class="cl"><span class="s2"> ORDER BY n.id </span></span></span><span class="line"><span class="cl"><span class="s2"> SKIP $offset </span></span></span><span class="line"><span class="cl"><span class="s2"> LIMIT $page_size </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">,</span> <span class="p">{</span><span class="s2">&#34;offset&#34;</span><span class="p">:</span> <span class="n">offset</span><span class="p">,</span> <span class="s2">&#34;page_size&#34;</span><span class="p">:</span> <span class="n">page_size</span><span class="p">})</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="ow">not</span> <span class="n">page</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">break</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="n">process_page</span><span class="p">(</span><span class="n">page</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">offset</span> <span class="o">+=</span> <span class="n">page_size</span> </span></span></code></pre></div><p><strong>Check server memory</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># Server status</span> </span></span><span class="line"><span class="cl">./geode status </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># System memory</span> </span></span><span class="line"><span class="cl">free -h </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Geode process memory</span> </span></span><span class="line"><span class="cl">ps aux <span class="p">|</span> grep geode </span></span></code></pre></div> <h3 id="error-diagnosis" class="position-relative d-flex align-items-center group"> <span>Error Diagnosis</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-diagnosis" aria-haspopup="dialog" aria-label="Share link: Error Diagnosis"> <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="understanding-error-messages" class="position-relative d-flex align-items-center group"> <span>Understanding Error Messages</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="understanding-error-messages" aria-haspopup="dialog" aria-label="Share link: Understanding Error Messages"> <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><p><strong>Syntax errors</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-fallback" data-lang="fallback"><span class="line"><span class="cl">Error: Syntax error at line 2, column 15 </span></span><span class="line"><span class="cl"> MATCH (u:User) </span></span><span class="line"><span class="cl"> WERE u.name = &#39;Alice&#39; </span></span><span class="line"><span class="cl"> ^~~~ </span></span><span class="line"><span class="cl">Expected: WHERE </span></span></code></pre></div><p>Fix: Correct typo (<code>WERE</code> → <code>WHERE</code>)</p> <p><strong>Constraint violations</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gdscript3" data-lang="gdscript3"><span class="line"><span class="cl"><span class="n">Error</span><span class="p">:</span> <span class="n">Constraint</span> <span class="n">violation</span><span class="p">:</span> <span class="n">Unique</span> <span class="n">constraint</span> <span class="n">violated</span> </span></span><span class="line"><span class="cl"> <span class="n">Index</span><span class="p">:</span> <span class="n">user_email_unique</span> </span></span><span class="line"><span class="cl"> <span class="n">Value</span><span class="p">:</span> <span class="s1">&#39;[email protected]&#39;</span> <span class="n">already</span> <span class="n">exists</span> </span></span></code></pre></div><p>Fix: Check for existing data before INSERT, or use MERGE</p> <p><strong>Transaction conflicts</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-fallback" data-lang="fallback"><span class="line"><span class="cl">Error: Transaction aborted due to serialization failure </span></span><span class="line"><span class="cl"> Conflicting transaction: txn_456 </span></span><span class="line"><span class="cl"> Retry recommended </span></span></code></pre></div><p>Fix: Implement retry logic with exponential backoff</p> <h4 id="error-handling-patterns" class="position-relative d-flex align-items-center group"> <span>Error Handling 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="error-handling-patterns" aria-haspopup="dialog" aria-label="Share link: Error Handling 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><p><strong>Python error handling</strong>:</p> <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">GeodeError</span><span class="p">,</span> <span class="n">QueryError</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">execute_with_retry</span><span class="p">(</span><span class="n">client</span><span class="p">,</span> <span class="n">query</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">max_retries</span><span class="o">=</span><span class="mi">3</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Execute query with automatic retry on conflicts.&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">attempt</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">max_retries</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="n">page</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">page</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="n">message</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">exc</span><span class="p">)</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="s2">&#34;40502&#34;</span> <span class="ow">in</span> <span class="n">message</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">attempt</span> <span class="o">==</span> <span class="n">max_retries</span> <span class="o">-</span> <span class="mi">1</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 class="k">await</span> <span class="n">asyncio</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">2</span> <span class="o">**</span> <span class="n">attempt</span><span class="p">)</span> <span class="c1"># Exponential backoff</span> </span></span><span class="line"><span class="cl"> <span class="k">continue</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="s2">&#34;syntax&#34;</span> <span class="ow">in</span> <span class="n">message</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;Syntax error: </span><span class="si">{</span><span class="n">exc</span><span class="si">}</span><span class="s2">&#34;</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 class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;Query failed: </span><span class="si">{</span><span class="n">exc</span><span class="si">}</span><span class="s2">&#34;</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="logging-and-monitoring" class="position-relative d-flex align-items-center group"> <span>Logging and Monitoring</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="logging-and-monitoring" aria-haspopup="dialog" aria-label="Share link: Logging and Monitoring"> <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="client-side-logging" class="position-relative d-flex align-items-center group"> <span>Client-Side Logging</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="client-side-logging" aria-haspopup="dialog" aria-label="Share link: Client-Side Logging"> <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><p><strong>Python logging</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">logging</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Enable debug logging</span> </span></span><span class="line"><span class="cl"><span class="n">logging</span><span class="o">.</span><span class="n">basicConfig</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="n">level</span><span class="o">=</span><span class="n">logging</span><span class="o">.</span><span class="n">DEBUG</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%(asctime)s</span><span class="s1"> - </span><span class="si">%(name)s</span><span class="s1"> - </span><span class="si">%(levelname)s</span><span class="s1"> - </span><span class="si">%(message)s</span><span class="s1">&#39;</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"># Geode client logs all operations</span> </span></span><span class="line"><span class="cl"><span class="n">client</span> <span class="o">=</span> <span class="n">geode_client</span><span class="o">.</span><span class="n">open_database</span><span class="p">(</span><span class="s2">&#34;localhost:3141&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="c1"># Custom logging</span> </span></span><span class="line"><span class="cl"><span class="n">logger</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="s2">&#34;myapp&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&#34;Executing user query&#34;</span><span class="p">)</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">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;MATCH (u:User) RETURN count(u)&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;Found </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;count(u)&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2"> users&#34;</span><span class="p">)</span> </span></span></code></pre></div><p><strong>Go logging</strong>:</p> <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;log&#34;</span> </span></span><span class="line"><span class="cl"> <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="c1">// Enable debug logging </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="nx">geode</span><span class="p">.</span><span class="nf">SetLogLevel</span><span class="p">(</span><span class="nx">geode</span><span class="p">.</span><span class="nx">LogLevelDebug</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 logging </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="nx">log</span><span class="p">.</span><span class="nf">Println</span><span class="p">(</span><span class="s">&#34;Connecting to Geode&#34;</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">err</span> <span class="o">:=</span> <span class="nx">geode</span><span class="p">.</span><span class="nf">Connect</span><span class="p">(</span><span class="nx">ctx</span><span class="p">,</span> <span class="s">&#34;localhost:3141&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="k">if</span> <span class="nx">err</span> <span class="o">!=</span> <span class="kc">nil</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="nx">log</span><span class="p">.</span><span class="nf">Fatalf</span><span class="p">(</span><span class="s">&#34;Connection failed: %v&#34;</span><span class="p">,</span> <span class="nx">err</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="p">}</span> </span></span></code></pre></div> <h4 id="server-side-logging" class="position-relative d-flex align-items-center group"> <span>Server-Side Logging</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="server-side-logging" aria-haspopup="dialog" aria-label="Share link: Server-Side Logging"> <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><p><strong>Configure log level</strong>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># Start server with debug logging</span> </span></span><span class="line"><span class="cl">./geode serve --log-level debug </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Or in config</span> </span></span><span class="line"><span class="cl"><span class="c1"># geode.yaml</span> </span></span><span class="line"><span class="cl">logging: </span></span><span class="line"><span class="cl"> level: debug </span></span><span class="line"><span class="cl"> file: /var/log/geode/geode.log </span></span><span class="line"><span class="cl"> rotate: <span class="nb">true</span> </span></span><span class="line"><span class="cl"> max_size: 100MB </span></span><span class="line"><span class="cl"> max_files: <span class="m">10</span> </span></span></code></pre></div><p><strong>Log categories</strong>:</p> <ul> <li><code>query</code>: Query execution</li> <li><code>transaction</code>: Transaction lifecycle</li> <li><code>storage</code>: Storage operations</li> <li><code>network</code>: Network communication</li> <li><code>auth</code>: Authentication/authorization</li> </ul> <h4 id="distributed-tracing" class="position-relative d-flex align-items-center group"> <span>Distributed Tracing</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="distributed-tracing" aria-haspopup="dialog" aria-label="Share link: Distributed Tracing"> <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><p><strong>Enable tracing with OpenTelemetry</strong>:</p> <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">opentelemetry</span> <span class="kn">import</span> <span class="n">trace</span> </span></span><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">opentelemetry.instrumentation.geode</span> <span class="kn">import</span> <span class="n">GeodeInstrumentor</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Initialize tracing</span> </span></span><span class="line"><span class="cl"><span class="n">tracer_provider</span> <span class="o">=</span> <span class="n">trace</span><span class="o">.</span><span class="n">TracerProvider</span><span class="p">()</span> </span></span><span class="line"><span class="cl"><span class="n">trace</span><span class="o">.</span><span class="n">set_tracer_provider</span><span class="p">(</span><span class="n">tracer_provider</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Instrument Geode client</span> </span></span><span class="line"><span class="cl"><span class="n">GeodeInstrumentor</span><span class="p">()</span><span class="o">.</span><span class="n">instrument</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Queries automatically traced</span> </span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">with</span> <span class="n">tracer</span><span class="o">.</span><span class="n">start_as_current_span</span><span class="p">(</span><span class="s2">&#34;user_query&#34;</span><span class="p">):</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">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;MATCH (u:User) RETURN u&#34;</span><span class="p">)</span> </span></span></code></pre></div> <h3 id="troubleshooting-checklist" class="position-relative d-flex align-items-center group"> <span>Troubleshooting Checklist</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-checklist" aria-haspopup="dialog" aria-label="Share link: Troubleshooting Checklist"> <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="before-filing-bug-report" class="position-relative d-flex align-items-center group"> <span>Before Filing Bug Report</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="before-filing-bug-report" aria-haspopup="dialog" aria-label="Share link: Before Filing Bug Report"> <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><ol> <li><strong>Reproduce the issue</strong>: Can you consistently trigger it?</li> <li><strong>Check version</strong>: <code>./geode version</code> - Is it the latest?</li> <li><strong>Review logs</strong>: Server and client logs for errors</li> <li><strong>Isolate the problem</strong>: Minimal reproducible example</li> <li><strong>Check documentation</strong>: Is this expected behavior?</li> <li><strong>Search existing issues</strong>: Has someone reported this?</li> </ol> <h4 id="information-to-include" class="position-relative d-flex align-items-center group"> <span>Information to Include</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="information-to-include" aria-haspopup="dialog" aria-label="Share link: Information to Include"> <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>Geode version</li> <li>Client library version</li> <li>Operating system</li> <li>Query that triggers the issue</li> <li>Error message (full stack trace)</li> <li>Relevant log excerpts</li> <li>Steps to reproduce</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><a href="/tags/monitoring/" >Monitoring</a> - Production monitoring</li> <li><a href="/tags/profiling/" >Profiling</a> - Performance profiling</li> </ul> <h3 id="further-reading" class="position-relative d-flex align-items-center group"> <span>Further Reading</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="further-reading" aria-haspopup="dialog" aria-label="Share link: Further Reading"> <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><a href="/docs/query/explain-profile/" >Explain and Profile</a> - Query plan analysis and profiling</li> <li><a href="/docs/reference/error-codes/" >Error Codes</a> - Error code reference</li> <li><a href="/docs/query/performance-tuning/" >Performance Tuning</a> - Optimization techniques</li> <li><a href="/docs/guides/troubleshooting/" >Troubleshooting Guide</a> - Common issues and solutions</li> </ul> <h3 id="advanced-debugging-techniques" class="position-relative d-flex align-items-center group"> <span>Advanced Debugging Techniques</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="advanced-debugging-techniques" aria-haspopup="dialog" aria-label="Share link: Advanced Debugging Techniques"> <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-performance-debugging" class="position-relative d-flex align-items-center group"> <span>Query Performance Debugging</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-performance-debugging" aria-haspopup="dialog" aria-label="Share link: Query Performance Debugging"> <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><p>Systematic performance analysis:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">QueryDebugger</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</span> <span class="n">client</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">analyze_query</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">query</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Comprehensive query analysis&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="n">report</span> <span class="o">=</span> <span class="p">{}</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># 1. Get explain plan</span> </span></span><span class="line"><span class="cl"> <span class="n">explain</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;EXPLAIN </span><span class="si">{</span><span class="n">query</span><span class="si">}</span><span class="s2">&#34;</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">report</span><span class="p">[</span><span class="s1">&#39;explain&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">parse_explain</span><span class="p">(</span><span class="n">explain</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># 2. Profile execution</span> </span></span><span class="line"><span class="cl"> <span class="n">profile</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;PROFILE </span><span class="si">{</span><span class="n">query</span><span class="si">}</span><span class="s2">&#34;</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">report</span><span class="p">[</span><span class="s1">&#39;profile&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">parse_profile</span><span class="p">(</span><span class="n">profile</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># 3. Check index usage</span> </span></span><span class="line"><span class="cl"> <span class="n">indexes</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;SHOW INDEXES&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">report</span><span class="p">[</span><span class="s1">&#39;indexes_used&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">find_used_indexes</span><span class="p">(</span><span class="n">explain</span><span class="p">,</span> <span class="n">indexes</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">report</span><span class="p">[</span><span class="s1">&#39;indexes_missing&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">suggest_indexes</span><span class="p">(</span><span class="n">explain</span><span class="p">,</span> <span class="n">indexes</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># 4. Analyze cardinality</span> </span></span><span class="line"><span class="cl"> <span class="n">report</span><span class="p">[</span><span class="s1">&#39;cardinality&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">analyze_cardinality</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># 5. Check for anti-patterns</span> </span></span><span class="line"><span class="cl"> <span class="n">report</span><span class="p">[</span><span class="s1">&#39;anti_patterns&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">detect_anti_patterns</span><span class="p">(</span><span class="n">query</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">report</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="nf">detect_anti_patterns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">query</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Detect common query anti-patterns&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="n">issues</span> <span class="o">=</span> <span class="p">[]</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Cartesian product</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="s1">&#39;MATCH&#39;</span> <span class="ow">in</span> <span class="n">query</span> <span class="ow">and</span> <span class="n">query</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s1">&#39;MATCH&#39;</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="ow">and</span> <span class="s1">&#39;WHERE&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">query</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">issues</span><span class="o">.</span><span class="n">append</span><span class="p">({</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;cartesian_product&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;severity&#39;</span><span class="p">:</span> <span class="s1">&#39;high&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;message&#39;</span><span class="p">:</span> <span class="s1">&#39;Multiple MATCH clauses without WHERE may cause cartesian product&#39;</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"># Unbounded variable-length path</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;\[\*\]&#39;</span><span class="p">,</span> <span class="n">query</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="n">issues</span><span class="o">.</span><span class="n">append</span><span class="p">({</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;unbounded_path&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;severity&#39;</span><span class="p">:</span> <span class="s1">&#39;critical&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;message&#39;</span><span class="p">:</span> <span class="s1">&#39;Unbounded variable-length path can cause performance issues&#39;</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"># Missing LIMIT</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="s1">&#39;RETURN&#39;</span> <span class="ow">in</span> <span class="n">query</span> <span class="ow">and</span> <span class="s1">&#39;LIMIT&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">query</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">issues</span><span class="o">.</span><span class="n">append</span><span class="p">({</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;missing_limit&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;severity&#39;</span><span class="p">:</span> <span class="s1">&#39;medium&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;message&#39;</span><span class="p">:</span> <span class="s1">&#39;Query without LIMIT may return unbounded results&#39;</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="k">return</span> <span class="n">issues</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">analyze_cardinality</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">query</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Analyze result set cardinality&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Extract pattern from query</span> </span></span><span class="line"><span class="cl"> <span class="n">pattern</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">extract_pattern</span><span class="p">(</span><span class="n">query</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Estimate cardinality</span> </span></span><span class="line"><span class="cl"> <span class="n">estimate</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> EXPLAIN </span><span class="si">{</span><span class="n">query</span><span class="si">}</span><span class="s2"> </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;estimated_rows&#39;</span><span class="p">:</span> <span class="n">estimate</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;estimated_rows&#39;</span><span class="p">),</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;pattern_selectivity&#39;</span><span class="p">:</span> <span class="n">estimate</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;selectivity&#39;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="p">}</span> </span></span></code></pre></div> <h4 id="connection-debugging-1" class="position-relative d-flex align-items-center group"> <span>Connection Debugging</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-debugging-1" aria-haspopup="dialog" aria-label="Share link: Connection Debugging"> <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><p>Diagnose connection issues:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><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 class="kn">import</span> <span class="nn">logging</span> </span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">time</span> </span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">geode_client</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">debug_connection</span><span class="p">(</span><span class="n">url</span><span class="p">,</span> <span class="n">timeout</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Debug connection issues.&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="n">results</span> <span class="o">=</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">geode_client</span><span class="o">.</span><span class="n">open_database</span><span class="p">(</span><span class="n">url</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># 1. Test basic connectivity</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">asyncio</span><span class="o">.</span><span class="n">wait_for</span><span class="p">(</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 class="n">timeout</span><span class="o">=</span><span class="n">timeout</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;connectivity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;success&#39;</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="n">asyncio</span><span class="o">.</span><span class="n">TimeoutError</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;connectivity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;timeout&#39;</span> </span></span><span class="line"><span class="cl"> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;error&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;Connection timeout after </span><span class="si">{</span><span class="n">timeout</span><span class="si">}</span><span class="s1">s&#39;</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">results</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;connectivity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;failed&#39;</span> </span></span><span class="line"><span class="cl"> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;error&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">results</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># 2. Test query execution</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;MATCH (n) RETURN n LIMIT 1&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;query_execution&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;success&#39;</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;query_execution&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;failed&#39;</span> </span></span><span class="line"><span class="cl"> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;query_error&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># 3. Measure latency</span> </span></span><span class="line"><span class="cl"> <span class="n">latencies</span> <span class="o">=</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">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</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="n">latencies</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">start</span><span class="p">)</span> <span class="o">*</span> <span class="mi">1000</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;latency&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;min&#39;</span><span class="p">:</span> <span class="nb">min</span><span class="p">(</span><span class="n">latencies</span><span class="p">),</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;max&#39;</span><span class="p">:</span> <span class="nb">max</span><span class="p">(</span><span class="n">latencies</span><span class="p">),</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;avg&#39;</span><span class="p">:</span> <span class="nb">sum</span><span class="p">(</span><span class="n">latencies</span><span class="p">)</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">latencies</span><span class="p">),</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;p95&#39;</span><span class="p">:</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">latencies</span><span class="p">)[</span><span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">latencies</span><span class="p">)</span> <span class="o">*</span> <span class="mf">0.95</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="k">return</span> <span class="n">results</span> </span></span></code></pre></div> <h4 id="transaction-debugging" class="position-relative d-flex align-items-center group"> <span>Transaction Debugging</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="transaction-debugging" aria-haspopup="dialog" aria-label="Share link: Transaction Debugging"> <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><p>Debug transaction issues:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">TransactionDebugger</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</span> <span class="n">client</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">logger</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</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">debug_transaction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">operation</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Debug transaction execution with detailed logging.&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="bp">self</span><span class="o">.</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="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&#34;Transaction started&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">operation</span><span class="p">(</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">commit</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&#34;Transaction committed&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">result</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="ne">Exception</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="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="sa">f</span><span class="s2">&#34;Transaction failed: </span><span class="si">{</span><span class="n">exc</span><span class="si">}</span><span class="s2">&#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">rollback</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">raise</span> </span></span></code></pre></div> <h4 id="memory-profiling" class="position-relative d-flex align-items-center group"> <span>Memory Profiling</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="memory-profiling" aria-haspopup="dialog" aria-label="Share link: Memory Profiling"> <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><p>Track memory usage:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">tracemalloc</span> </span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">psutil</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">MemoryProfiler</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">snapshots</span> <span class="o">=</span> <span class="p">[]</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">profile_query</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">,</span> <span class="n">query</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Profile memory usage during query execution&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Start tracing</span> </span></span><span class="line"><span class="cl"> <span class="n">tracemalloc</span><span class="o">.</span><span class="n">start</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="n">process</span> <span class="o">=</span> <span class="n">psutil</span><span class="o">.</span><span class="n">Process</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Initial snapshot</span> </span></span><span class="line"><span class="cl"> <span class="n">mem_before</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span> <span class="o">/</span> <span class="mi">1024</span> <span class="o">/</span> <span class="mi">1024</span> <span class="c1"># MB</span> </span></span><span class="line"><span class="cl"> <span class="n">snapshot_before</span> <span class="o">=</span> <span class="n">tracemalloc</span><span class="o">.</span><span class="n">take_snapshot</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 query</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">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Final snapshot</span> </span></span><span class="line"><span class="cl"> <span class="n">mem_after</span> <span class="o">=</span> <span class="n">process</span><span class="o">.</span><span class="n">memory_info</span><span class="p">()</span><span class="o">.</span><span class="n">rss</span> <span class="o">/</span> <span class="mi">1024</span> <span class="o">/</span> <span class="mi">1024</span> <span class="c1"># MB</span> </span></span><span class="line"><span class="cl"> <span class="n">snapshot_after</span> <span class="o">=</span> <span class="n">tracemalloc</span><span class="o">.</span><span class="n">take_snapshot</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Calculate differences</span> </span></span><span class="line"><span class="cl"> <span class="n">top_stats</span> <span class="o">=</span> <span class="n">snapshot_after</span><span class="o">.</span><span class="n">compare_to</span><span class="p">(</span><span class="n">snapshot_before</span><span class="p">,</span> <span class="s1">&#39;lineno&#39;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Stop tracing</span> </span></span><span class="line"><span class="cl"> <span class="n">tracemalloc</span><span class="o">.</span><span class="n">stop</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;memory_used_mb&#39;</span><span class="p">:</span> <span class="n">mem_after</span> <span class="o">-</span> <span class="n">mem_before</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;top_allocations&#39;</span><span class="p">:</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="s1">&#39;file&#39;</span><span class="p">:</span> <span class="n">stat</span><span class="o">.</span><span class="n">traceback</span><span class="o">.</span><span class="n">format</span><span class="p">()[</span><span class="mi">0</span><span class="p">],</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;size_mb&#39;</span><span class="p">:</span> <span class="n">stat</span><span class="o">.</span><span class="n">size_diff</span> <span class="o">/</span> <span class="mi">1024</span> <span class="o">/</span> <span class="mi">1024</span> </span></span><span class="line"><span class="cl"> <span class="p">}</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">stat</span> <span class="ow">in</span> <span class="n">top_stats</span><span class="p">[:</span><span class="mi">10</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="s1">&#39;result_size&#39;</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</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="p">}</span> </span></span></code></pre></div> <h4 id="distributed-tracing-1" class="position-relative d-flex align-items-center group"> <span>Distributed Tracing</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="distributed-tracing-1" aria-haspopup="dialog" aria-label="Share link: Distributed Tracing"> <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><p>End-to-end request tracing:</p> <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">opentelemetry</span> <span class="kn">import</span> <span class="n">trace</span> </span></span><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">opentelemetry.instrumentation.geode</span> <span class="kn">import</span> <span class="n">GeodeInstrumentor</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Initialize tracing</span> </span></span><span class="line"><span class="cl"><span class="n">tracer</span> <span class="o">=</span> <span class="n">trace</span><span class="o">.</span><span class="n">get_tracer</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="n">GeodeInstrumentor</span><span class="p">()</span><span class="o">.</span><span class="n">instrument</span><span class="p">()</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">traced_operation</span><span class="p">(</span><span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Operation with distributed tracing&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">with</span> <span class="n">tracer</span><span class="o">.</span><span class="n">start_as_current_span</span><span class="p">(</span><span class="s2">&#34;user_registration&#34;</span><span class="p">)</span> <span class="k">as</span> <span class="n">span</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">span</span><span class="o">.</span><span class="n">set_attribute</span><span class="p">(</span><span class="s2">&#34;user.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></span><span class="line"><span class="cl"> <span class="c1"># Database operation is automatically traced</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">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u:User { </span></span></span><span class="line"><span class="cl"><span class="s2"> name: $name, </span></span></span><span class="line"><span class="cl"><span class="s2"> email: $email </span></span></span><span class="line"><span class="cl"><span class="s2"> }) </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN u.id </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">,</span> <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></span><span class="line"><span class="cl"> <span class="n">span</span><span class="o">.</span><span class="n">set_attribute</span><span class="p">(</span><span class="s2">&#34;user.id&#34;</span><span class="p">,</span> <span class="n">result</span><span class="o">.</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;u.id&#39;</span><span class="p">])</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Additional span for email sending</span> </span></span><span class="line"><span class="cl"> <span class="k">with</span> <span class="n">tracer</span><span class="o">.</span><span class="n">start_as_current_span</span><span class="p">(</span><span class="s2">&#34;send_welcome_email&#34;</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">send_email</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;u.id&#39;</span><span class="p">])</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">result</span> </span></span></code></pre></div> <h4 id="error-analysis" class="position-relative d-flex align-items-center group"> <span>Error Analysis</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-analysis" aria-haspopup="dialog" aria-label="Share link: Error Analysis"> <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><p>Systematic error diagnosis:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">ErrorAnalyzer</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">error_patterns</span> <span class="o">=</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;UniqueConstraintViolation&#39;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">handle_unique_violation</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;SerializationFailure&#39;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">handle_serialization_failure</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;SyntaxError&#39;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">handle_syntax_error</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;ConnectionError&#39;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">handle_connection_error</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="k">async</span> <span class="k">def</span> <span class="nf">analyze_error</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">error</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Analyze and provide remediation for errors&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="n">error_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">error</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">error_type</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">error_patterns</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">handler</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">error_patterns</span><span class="p">[</span><span class="n">error_type</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="k">await</span> <span class="n">handler</span><span class="p">(</span><span class="n">error</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;unknown&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;message&#39;</span><span class="p">:</span> <span class="nb">str</span><span class="p">(</span><span class="n">error</span><span class="p">),</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;suggestion&#39;</span><span class="p">:</span> <span class="s1">&#39;Check server logs for details&#39;</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="k">async</span> <span class="k">def</span> <span class="nf">handle_unique_violation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">error</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Handle unique constraint violations&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Extract violated constraint</span> </span></span><span class="line"><span class="cl"> <span class="n">constraint</span> <span class="o">=</span> <span class="n">error</span><span class="o">.</span><span class="n">constraint_name</span> </span></span><span class="line"><span class="cl"> <span class="n">value</span> <span class="o">=</span> <span class="n">error</span><span class="o">.</span><span class="n">violated_value</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;UniqueConstraintViolation&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;constraint&#39;</span><span class="p">:</span> <span class="n">constraint</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;value&#39;</span><span class="p">:</span> <span class="n">value</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;suggestion&#39;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;Value &#34;</span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="s1">&#34; already exists. Use MERGE instead of CREATE, or change the value.&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;query_fix&#39;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;MERGE (n:Node </span><span class="se">{{</span><span class="s1">key: $value</span><span class="se">}}</span><span class="s1">) ON CREATE SET n.created_at = datetime()&#39;</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="k">async</span> <span class="k">def</span> <span class="nf">handle_serialization_failure</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">error</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Handle serialization failures&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;SerializationFailure&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;message&#39;</span><span class="p">:</span> <span class="s1">&#39;Transaction aborted due to concurrent modification&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;suggestion&#39;</span><span class="p">:</span> <span class="s1">&#39;Implement retry logic with exponential backoff&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;code_example&#39;</span><span class="p">:</span> <span class="s1">&#39;&#39;&#39; </span></span></span><span class="line"><span class="cl"><span class="s1">@retry(stop=stop_after_attempt(5), wait=wait_exponential(multiplier=1)) </span></span></span><span class="line"><span class="cl"><span class="s1">async def operation(): </span></span></span><span class="line"><span class="cl"><span class="s1"> async with client.connection() as tx: </span></span></span><span class="line"><span class="cl"><span class="s1"> await tx.begin() </span></span></span><span class="line"><span class="cl"><span class="s1"> # Your operation here </span></span></span><span class="line"><span class="cl"><span class="s1"> pass </span></span></span><span class="line"><span class="cl"><span class="s1"> &#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="p">}</span> </span></span></code></pre></div><p>Browse the tagged content below to discover comprehensive debugging guides, troubleshooting techniques, and diagnostic tools for Geode applications.</p>

Related Articles