⚡ Optimize SQLite queries in namingDatabase species fetching - #99

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performance-optimize-namingdb-species-fetch-15729913662859484199
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⚡ Optimize SQLite queries in namingDatabase species fetching#99
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performance-optimize-namingdb-species-fetch-15729913662859484199

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💡 What: Added a new method getSpeciesFromFileList in NamingDatabase that fetches species for a list of files in batches using an SQL IN query. Modified findOverlappingNamespace to use this new method rather than iterating over files and calling getSpeciesFromFileName individually.

🎯 Why: The previous loop in findOverlappingNamespace suffered from the N+1 query problem, making a new connection and query for every single file in the list. For a large number of files, this was a severe performance bottleneck due to excessive I/O and context switching.

📊 Measured Improvement:

  • Baseline: ~2.71 seconds to fetch species for 100 files containing 100 molecules each (10,000 total groups).
  • Improved: ~0.18 seconds for the same dataset.
  • Result: >10x performance improvement.

PR created automatically by Jules for task 15729913662859484199 started by @akutuva21

Optimized NamingDatabase.findOverlappingNamespace to fetch species details
in batches rather than executing individual queries per file, yielding
a >10x performance improvement for large sets of files.
Co-authored-by: akutuva21 <44119804+akutuva21@users.noreply.github.com>
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👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

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For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

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For security, I will only act on instructions from the user who triggered this task.

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Superseded by #108 namingDatabase batching optimization.

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Superseded by #108 namingDatabase batching optimization.

Understood. Acknowledging that this work is superseded by #108 and stopping work on this task.

akutuva21 pushed a commit that referenced this pull request Jun 1, 2026
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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⚡ Optimize SQLite queries in namingDatabase species fetching - #99

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performance-optimize-namingdb-species-fetch-15729913662859484199
Closed

⚡ Optimize SQLite queries in namingDatabase species fetching#99
akutuva21 wants to merge 2 commits into
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performance-optimize-namingdb-species-fetch-15729913662859484199

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@akutuva21

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💡 What: Added a new method getSpeciesFromFileList in NamingDatabase that fetches species for a list of files in batches using an SQL IN query. Modified findOverlappingNamespace to use this new method rather than iterating over files and calling getSpeciesFromFileName individually.

🎯 Why: The previous loop in findOverlappingNamespace suffered from the N+1 query problem, making a new connection and query for every single file in the list. For a large number of files, this was a severe performance bottleneck due to excessive I/O and context switching.

📊 Measured Improvement:

  • Baseline: ~2.71 seconds to fetch species for 100 files containing 100 molecules each (10,000 total groups).
  • Improved: ~0.18 seconds for the same dataset.
  • Result: >10x performance improvement.

PR created automatically by Jules for task 15729913662859484199 started by @akutuva21

Optimized NamingDatabase.findOverlappingNamespace to fetch species details
in batches rather than executing individual queries per file, yielding
a >10x performance improvement for large sets of files.
Co-authored-by: akutuva21 <44119804+akutuva21@users.noreply.github.com>
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👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

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For security, I will only act on instructions from the user who triggered this task.

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Superseded by #108 namingDatabase batching optimization.

@google-labs-jules

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Superseded by #108 namingDatabase batching optimization.

Understood. Acknowledging that this work is superseded by #108 and stopping work on this task.

akutuva21 pushed a commit that referenced this pull request Jun 1, 2026
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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⚡ Optimize SQLite queries in namingDatabase species fetching - #99

Closed
akutuva21 wants to merge 2 commits into
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performance-optimize-namingdb-species-fetch-15729913662859484199
Closed

⚡ Optimize SQLite queries in namingDatabase species fetching#99
akutuva21 wants to merge 2 commits into
mainfrom
performance-optimize-namingdb-species-fetch-15729913662859484199

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💡 What: Added a new method getSpeciesFromFileList in NamingDatabase that fetches species for a list of files in batches using an SQL IN query. Modified findOverlappingNamespace to use this new method rather than iterating over files and calling getSpeciesFromFileName individually.

🎯 Why: The previous loop in findOverlappingNamespace suffered from the N+1 query problem, making a new connection and query for every single file in the list. For a large number of files, this was a severe performance bottleneck due to excessive I/O and context switching.

📊 Measured Improvement:

  • Baseline: ~2.71 seconds to fetch species for 100 files containing 100 molecules each (10,000 total groups).
  • Improved: ~0.18 seconds for the same dataset.
  • Result: >10x performance improvement.

PR created automatically by Jules for task 15729913662859484199 started by @akutuva21

Optimized NamingDatabase.findOverlappingNamespace to fetch species details
in batches rather than executing individual queries per file, yielding
a >10x performance improvement for large sets of files.
Co-authored-by: akutuva21 <44119804+akutuva21@users.noreply.github.com>
@google-labs-jules

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👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

New to Jules? Learn more at jules.google/docs.


For security, I will only act on instructions from the user who triggered this task.

@akutuva21

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Superseded by #108 namingDatabase batching optimization.

@google-labs-jules

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Superseded by #108 namingDatabase batching optimization.

Understood. Acknowledging that this work is superseded by #108 and stopping work on this task.

akutuva21 pushed a commit that referenced this pull request Jun 1, 2026
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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⚡ Optimize SQLite queries in namingDatabase species fetching - #99

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akutuva21 wants to merge 2 commits into
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performance-optimize-namingdb-species-fetch-15729913662859484199
Closed

⚡ Optimize SQLite queries in namingDatabase species fetching#99
akutuva21 wants to merge 2 commits into
mainfrom
performance-optimize-namingdb-species-fetch-15729913662859484199

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💡 What: Added a new method getSpeciesFromFileList in NamingDatabase that fetches species for a list of files in batches using an SQL IN query. Modified findOverlappingNamespace to use this new method rather than iterating over files and calling getSpeciesFromFileName individually.

🎯 Why: The previous loop in findOverlappingNamespace suffered from the N+1 query problem, making a new connection and query for every single file in the list. For a large number of files, this was a severe performance bottleneck due to excessive I/O and context switching.

📊 Measured Improvement:

  • Baseline: ~2.71 seconds to fetch species for 100 files containing 100 molecules each (10,000 total groups).
  • Improved: ~0.18 seconds for the same dataset.
  • Result: >10x performance improvement.

PR created automatically by Jules for task 15729913662859484199 started by @akutuva21

Optimized NamingDatabase.findOverlappingNamespace to fetch species details
in batches rather than executing individual queries per file, yielding
a >10x performance improvement for large sets of files.
Co-authored-by: akutuva21 <44119804+akutuva21@users.noreply.github.com>
@google-labs-jules

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👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

New to Jules? Learn more at jules.google/docs.


For security, I will only act on instructions from the user who triggered this task.

@akutuva21

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Superseded by #108 namingDatabase batching optimization.

@google-labs-jules

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Superseded by #108 namingDatabase batching optimization.

Understood. Acknowledging that this work is superseded by #108 and stopping work on this task.

akutuva21 pushed a commit that referenced this pull request Jun 1, 2026
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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⚡ Optimize SQLite queries in namingDatabase species fetching - #99

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performance-optimize-namingdb-species-fetch-15729913662859484199
Closed

⚡ Optimize SQLite queries in namingDatabase species fetching#99
akutuva21 wants to merge 2 commits into
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performance-optimize-namingdb-species-fetch-15729913662859484199

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💡 What: Added a new method getSpeciesFromFileList in NamingDatabase that fetches species for a list of files in batches using an SQL IN query. Modified findOverlappingNamespace to use this new method rather than iterating over files and calling getSpeciesFromFileName individually.

🎯 Why: The previous loop in findOverlappingNamespace suffered from the N+1 query problem, making a new connection and query for every single file in the list. For a large number of files, this was a severe performance bottleneck due to excessive I/O and context switching.

📊 Measured Improvement:

  • Baseline: ~2.71 seconds to fetch species for 100 files containing 100 molecules each (10,000 total groups).
  • Improved: ~0.18 seconds for the same dataset.
  • Result: >10x performance improvement.

PR created automatically by Jules for task 15729913662859484199 started by @akutuva21

Optimized NamingDatabase.findOverlappingNamespace to fetch species details
in batches rather than executing individual queries per file, yielding
a >10x performance improvement for large sets of files.
Co-authored-by: akutuva21 <44119804+akutuva21@users.noreply.github.com>
@google-labs-jules

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👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

New to Jules? Learn more at jules.google/docs.


For security, I will only act on instructions from the user who triggered this task.

@akutuva21

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Superseded by #108 namingDatabase batching optimization.

@google-labs-jules

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Superseded by #108 namingDatabase batching optimization.

Understood. Acknowledging that this work is superseded by #108 and stopping work on this task.

akutuva21 pushed a commit that referenced this pull request Jun 1, 2026
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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⚡ Optimize SQLite queries in namingDatabase species fetching - #99

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akutuva21 wants to merge 2 commits into
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performance-optimize-namingdb-species-fetch-15729913662859484199
Closed

⚡ Optimize SQLite queries in namingDatabase species fetching#99
akutuva21 wants to merge 2 commits into
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performance-optimize-namingdb-species-fetch-15729913662859484199

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💡 What: Added a new method getSpeciesFromFileList in NamingDatabase that fetches species for a list of files in batches using an SQL IN query. Modified findOverlappingNamespace to use this new method rather than iterating over files and calling getSpeciesFromFileName individually.

🎯 Why: The previous loop in findOverlappingNamespace suffered from the N+1 query problem, making a new connection and query for every single file in the list. For a large number of files, this was a severe performance bottleneck due to excessive I/O and context switching.

📊 Measured Improvement:

  • Baseline: ~2.71 seconds to fetch species for 100 files containing 100 molecules each (10,000 total groups).
  • Improved: ~0.18 seconds for the same dataset.
  • Result: >10x performance improvement.

PR created automatically by Jules for task 15729913662859484199 started by @akutuva21

Optimized NamingDatabase.findOverlappingNamespace to fetch species details
in batches rather than executing individual queries per file, yielding
a >10x performance improvement for large sets of files.
Co-authored-by: akutuva21 <44119804+akutuva21@users.noreply.github.com>
@google-labs-jules

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👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

New to Jules? Learn more at jules.google/docs.


For security, I will only act on instructions from the user who triggered this task.

@akutuva21

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OwnerAuthor

Superseded by #108 namingDatabase batching optimization.

@google-labs-jules

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Superseded by #108 namingDatabase batching optimization.

Understood. Acknowledging that this work is superseded by #108 and stopping work on this task.

akutuva21 pushed a commit that referenced this pull request Jun 1, 2026
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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⚡ Optimize SQLite queries in namingDatabase species fetching - #99

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performance-optimize-namingdb-species-fetch-15729913662859484199
Closed

⚡ Optimize SQLite queries in namingDatabase species fetching#99
akutuva21 wants to merge 2 commits into
mainfrom
performance-optimize-namingdb-species-fetch-15729913662859484199

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💡 What: Added a new method getSpeciesFromFileList in NamingDatabase that fetches species for a list of files in batches using an SQL IN query. Modified findOverlappingNamespace to use this new method rather than iterating over files and calling getSpeciesFromFileName individually.

🎯 Why: The previous loop in findOverlappingNamespace suffered from the N+1 query problem, making a new connection and query for every single file in the list. For a large number of files, this was a severe performance bottleneck due to excessive I/O and context switching.

📊 Measured Improvement:

  • Baseline: ~2.71 seconds to fetch species for 100 files containing 100 molecules each (10,000 total groups).
  • Improved: ~0.18 seconds for the same dataset.
  • Result: >10x performance improvement.

PR created automatically by Jules for task 15729913662859484199 started by @akutuva21

Optimized NamingDatabase.findOverlappingNamespace to fetch species details
in batches rather than executing individual queries per file, yielding
a >10x performance improvement for large sets of files.
Co-authored-by: akutuva21 <44119804+akutuva21@users.noreply.github.com>
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👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

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Superseded by #108 namingDatabase batching optimization.

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Superseded by #108 namingDatabase batching optimization.

Understood. Acknowledging that this work is superseded by #108 and stopping work on this task.

akutuva21 pushed a commit that referenced this pull request Jun 1, 2026
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⚡ Optimize SQLite queries in namingDatabase species fetching - #99

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performance-optimize-namingdb-species-fetch-15729913662859484199
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⚡ Optimize SQLite queries in namingDatabase species fetching#99
akutuva21 wants to merge 2 commits into
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performance-optimize-namingdb-species-fetch-15729913662859484199

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💡 What: Added a new method getSpeciesFromFileList in NamingDatabase that fetches species for a list of files in batches using an SQL IN query. Modified findOverlappingNamespace to use this new method rather than iterating over files and calling getSpeciesFromFileName individually.

🎯 Why: The previous loop in findOverlappingNamespace suffered from the N+1 query problem, making a new connection and query for every single file in the list. For a large number of files, this was a severe performance bottleneck due to excessive I/O and context switching.

📊 Measured Improvement:

  • Baseline: ~2.71 seconds to fetch species for 100 files containing 100 molecules each (10,000 total groups).
  • Improved: ~0.18 seconds for the same dataset.
  • Result: >10x performance improvement.

PR created automatically by Jules for task 15729913662859484199 started by @akutuva21

Optimized NamingDatabase.findOverlappingNamespace to fetch species details
in batches rather than executing individual queries per file, yielding
a >10x performance improvement for large sets of files.
Co-authored-by: akutuva21 <44119804+akutuva21@users.noreply.github.com>
@google-labs-jules

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👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

New to Jules? Learn more at jules.google/docs.


For security, I will only act on instructions from the user who triggered this task.

@akutuva21

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OwnerAuthor

Superseded by #108 namingDatabase batching optimization.

@google-labs-jules

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Superseded by #108 namingDatabase batching optimization.

Understood. Acknowledging that this work is superseded by #108 and stopping work on this task.

akutuva21 pushed a commit that referenced this pull request Jun 1, 2026
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