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Continuous adjoint optimization wrapper for Lumerical

requirements

Lumeridcal 2019

Introduction

This is a continuous adjoint opimtization wrapper for Lumerical, using Python as the main user interface. It is released under an MIT license. It is still work in progress and any contribution will be very welcome! New features to come out soon, and make it even easier to use (hopefully)!

If you use this tool in any published work, please cite https://www.osapublishing.org/oe/abstract.cfm?uri=oe-21-18-21693 and give a link to this repo. Thanks!

Tutorials, Examples, and Documentation

It is all here: https://lumopt.readthedocs.io/en/latest/

Install

Make sure you have the latest version of Lumerical installed (it won't work correctly with older versions), and that lumapi (the python api) works

cd your/install/folder/
git clone https://github.com/chriskeraly/LumOpt.git
python setup.py develop

I would strongly recommend using jupyter notebooks to run optimizations.

First optimization

If you are not using jupyter notebooks:

cd your/install/folder/examples/Ysplitter
python splitter_opt_2D.py

Otherwise copy your/install/folder/examples/Ysplitter/splitter_opt_2D.py into a notebook

About

Python based continuous adjoint optimization wrapper for Lumerical

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MIT license
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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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Continuous adjoint optimization wrapper for Lumerical
requirements
Lumeridcal 2019
Introduction
This is a continuous adjoint opimtization wrapper for Lumerical, using Python as the main user interface. It is released under an MIT license. It is still work in progress
and any contribution will be very welcome! New features to come out soon, and make it even easier to use (hopefully)!
If you use this tool in any published work, please cite https://www.osapublishing.org/oe/abstract.cfm?uri=oe-21-18-21693 and give a link to this repo. Thanks!
Tutorials, Examples, and Documentation
It is all here: https://lumopt.readthedocs.io/en/latest/
Install
Make sure you have the latest version of Lumerical installed (it won't work correctly with older versions), and that lumapi (the python api) works
cd your/install/folder/
git clone https://github.com/chriskeraly/LumOpt.git
python setup.py develop
I would strongly recommend using jupyter notebooks to run optimizations.
First optimization
If you are not using jupyter notebooks:
cd your/install/folder/examples/Ysplitter
python splitter_opt_2D.py
Otherwise copy your/install/folder/examples/Ysplitter/splitter_opt_2D.py into a notebook
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Python based continuous adjoint optimization wrapper for Lumerical
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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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Repository files navigation
Continuous adjoint optimization wrapper for Lumerical
requirements
Lumeridcal 2019
Introduction
This is a continuous adjoint opimtization wrapper for Lumerical, using Python as the main user interface. It is released under an MIT license. It is still work in progress
and any contribution will be very welcome! New features to come out soon, and make it even easier to use (hopefully)!
If you use this tool in any published work, please cite https://www.osapublishing.org/oe/abstract.cfm?uri=oe-21-18-21693 and give a link to this repo. Thanks!
Tutorials, Examples, and Documentation
It is all here: https://lumopt.readthedocs.io/en/latest/
Install
Make sure you have the latest version of Lumerical installed (it won't work correctly with older versions), and that lumapi (the python api) works
cd your/install/folder/
git clone https://github.com/chriskeraly/LumOpt.git
python setup.py develop
I would strongly recommend using jupyter notebooks to run optimizations.
First optimization
If you are not using jupyter notebooks:
cd your/install/folder/examples/Ysplitter
python splitter_opt_2D.py
Otherwise copy your/install/folder/examples/Ysplitter/splitter_opt_2D.py into a notebook
About
Python based continuous adjoint optimization wrapper for Lumerical
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Readme
MIT license
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1 watching
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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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Repository files navigation
Continuous adjoint optimization wrapper for Lumerical
requirements
Lumeridcal 2019
Introduction
This is a continuous adjoint opimtization wrapper for Lumerical, using Python as the main user interface. It is released under an MIT license. It is still work in progress
and any contribution will be very welcome! New features to come out soon, and make it even easier to use (hopefully)!
If you use this tool in any published work, please cite https://www.osapublishing.org/oe/abstract.cfm?uri=oe-21-18-21693 and give a link to this repo. Thanks!
Tutorials, Examples, and Documentation
It is all here: https://lumopt.readthedocs.io/en/latest/
Install
Make sure you have the latest version of Lumerical installed (it won't work correctly with older versions), and that lumapi (the python api) works
cd your/install/folder/
git clone https://github.com/chriskeraly/LumOpt.git
python setup.py develop
I would strongly recommend using jupyter notebooks to run optimizations.
First optimization
If you are not using jupyter notebooks:
cd your/install/folder/examples/Ysplitter
python splitter_opt_2D.py
Otherwise copy your/install/folder/examples/Ysplitter/splitter_opt_2D.py into a notebook
About
Python based continuous adjoint optimization wrapper for Lumerical
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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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Repository files navigation
Continuous adjoint optimization wrapper for Lumerical
requirements
Lumeridcal 2019
Introduction
This is a continuous adjoint opimtization wrapper for Lumerical, using Python as the main user interface. It is released under an MIT license. It is still work in progress
and any contribution will be very welcome! New features to come out soon, and make it even easier to use (hopefully)!
If you use this tool in any published work, please cite https://www.osapublishing.org/oe/abstract.cfm?uri=oe-21-18-21693 and give a link to this repo. Thanks!
Tutorials, Examples, and Documentation
It is all here: https://lumopt.readthedocs.io/en/latest/
Install
Make sure you have the latest version of Lumerical installed (it won't work correctly with older versions), and that lumapi (the python api) works
cd your/install/folder/
git clone https://github.com/chriskeraly/LumOpt.git
python setup.py develop
I would strongly recommend using jupyter notebooks to run optimizations.
First optimization
If you are not using jupyter notebooks:
cd your/install/folder/examples/Ysplitter
python splitter_opt_2D.py
Otherwise copy your/install/folder/examples/Ysplitter/splitter_opt_2D.py into a notebook
About
Python based continuous adjoint optimization wrapper for Lumerical
Resources
Readme
MIT license
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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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Repository files navigation
Continuous adjoint optimization wrapper for Lumerical
requirements
Lumeridcal 2019
Introduction
This is a continuous adjoint opimtization wrapper for Lumerical, using Python as the main user interface. It is released under an MIT license. It is still work in progress
and any contribution will be very welcome! New features to come out soon, and make it even easier to use (hopefully)!
If you use this tool in any published work, please cite https://www.osapublishing.org/oe/abstract.cfm?uri=oe-21-18-21693 and give a link to this repo. Thanks!
Tutorials, Examples, and Documentation
It is all here: https://lumopt.readthedocs.io/en/latest/
Install
Make sure you have the latest version of Lumerical installed (it won't work correctly with older versions), and that lumapi (the python api) works
cd your/install/folder/
git clone https://github.com/chriskeraly/LumOpt.git
python setup.py develop
I would strongly recommend using jupyter notebooks to run optimizations.
First optimization
If you are not using jupyter notebooks:
cd your/install/folder/examples/Ysplitter
python splitter_opt_2D.py
Otherwise copy your/install/folder/examples/Ysplitter/splitter_opt_2D.py into a notebook
About
Python based continuous adjoint optimization wrapper for Lumerical
Resources
Readme
MIT license
Activity
Custom properties
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1 watching
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0 forks
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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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Repository files navigation
Continuous adjoint optimization wrapper for Lumerical
requirements
Lumeridcal 2019
Introduction
This is a continuous adjoint opimtization wrapper for Lumerical, using Python as the main user interface. It is released under an MIT license. It is still work in progress
and any contribution will be very welcome! New features to come out soon, and make it even easier to use (hopefully)!
If you use this tool in any published work, please cite https://www.osapublishing.org/oe/abstract.cfm?uri=oe-21-18-21693 and give a link to this repo. Thanks!
Tutorials, Examples, and Documentation
It is all here: https://lumopt.readthedocs.io/en/latest/
Install
Make sure you have the latest version of Lumerical installed (it won't work correctly with older versions), and that lumapi (the python api) works
cd your/install/folder/
git clone https://github.com/chriskeraly/LumOpt.git
python setup.py develop
I would strongly recommend using jupyter notebooks to run optimizations.
First optimization
If you are not using jupyter notebooks:
cd your/install/folder/examples/Ysplitter
python splitter_opt_2D.py
Otherwise copy your/install/folder/examples/Ysplitter/splitter_opt_2D.py into a notebook
About
Python based continuous adjoint optimization wrapper for Lumerical
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Readme
MIT license
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1 watching
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

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Repository files navigation
Continuous adjoint optimization wrapper for Lumerical
requirements
Lumeridcal 2019
Introduction
This is a continuous adjoint opimtization wrapper for Lumerical, using Python as the main user interface. It is released under an MIT license. It is still work in progress
and any contribution will be very welcome! New features to come out soon, and make it even easier to use (hopefully)!
If you use this tool in any published work, please cite https://www.osapublishing.org/oe/abstract.cfm?uri=oe-21-18-21693 and give a link to this repo. Thanks!
Tutorials, Examples, and Documentation
It is all here: https://lumopt.readthedocs.io/en/latest/
Install
Make sure you have the latest version of Lumerical installed (it won't work correctly with older versions), and that lumapi (the python api) works
cd your/install/folder/
git clone https://github.com/chriskeraly/LumOpt.git
python setup.py develop
I would strongly recommend using jupyter notebooks to run optimizations.
First optimization
If you are not using jupyter notebooks:
cd your/install/folder/examples/Ysplitter
python splitter_opt_2D.py
Otherwise copy your/install/folder/examples/Ysplitter/splitter_opt_2D.py into a notebook
About
Python based continuous adjoint optimization wrapper for Lumerical
Resources
Readme
MIT license
Activity
Custom properties
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1 watching
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0 forks
Report repository
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