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Autotuning under Tight Budget Constraints: a Transparent Design of Experiments Approach

This repository contains the scripts to generate the pdf and the figures in our CCGRID’19 submission. The data produced by our the experiments is stored in two other git repositories:

The Grid5000 scripts we used are stored in this repository:

Our implementation of DLMT is publicly hosted in GitHub in the following files:

This paper was written and exported to pdf using Emacs Org mode, so you can clone the repositories, run our data analyses, and generate all images from Emacs.

Org Mode LaTex: Exporting IEEEtran

After installing the IEEEtran template, add the following to your Emacs configuration to be able to export using the org-ieeetran class:

(with-eval-after-load'ox-latex
(add-to-list'org-latex-classes
'("org-ieeetran""\\documentclass{IEEEtran}"
("\\section{%s}"."\\section*{%s}")
("\\subsection{%s}"."\\subsection*{%s}")
("\\subsubsection{%s}"."\\subsubsection*{%s}")
("\\paragraph{%s}"."\\paragraph*{%s}")
("\\subparagraph{%s}"."\\subparagraph*{%s}"))))

You must use the pdflatex compiler to generate the correct template in pdf. You can use latexmk in your Emacs configuration to properly export references:

(setq org-latex-pdf-process (list"latexmk -pdflatex='pdflatex' -pdf -f %f"))

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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" + '

Skip to content
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Autotuning under Tight Budget Constraints: a Transparent Design of Experiments Approach
This repository contains the scripts to generate the pdf and the figures in
our CCGRID’19 submission. The data produced by our the experiments is stored in
two other git repositories:
The Grid5000 scripts we used are stored in this repository:
Our implementation of DLMT is publicly hosted in GitHub in the following files:
This paper was written and exported to pdf using Emacs Org mode, so you can
clone the repositories, run our data analyses, and generate all images from
Emacs.
Org Mode LaTex: Exporting IEEEtran
After installing the IEEEtran template, add the following to your Emacs
configuration to be able to export using the org-ieeetran class:
(with-eval-after-load'ox-latex
(add-to-list'org-latex-classes
'("org-ieeetran""\\documentclass{IEEEtran}"
("\\section{%s}"."\\section*{%s}")
("\\subsection{%s}"."\\subsection*{%s}")
("\\subsubsection{%s}"."\\subsubsection*{%s}")
("\\paragraph{%s}"."\\paragraph*{%s}")
("\\subparagraph{%s}"."\\subparagraph*{%s}"))))
You must use the pdflatex compiler to generate the correct template in pdf. You can
use latexmk in your Emacs configuration to properly export references:
(setq org-latex-pdf-process (list"latexmk -pdflatex='pdflatex' -pdf -f %f"))
About
Autotuning Source Transformation Tools with Design of Experiments, published @ CCGRID'19
Topics
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3 watching
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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('^' + ".*" + '

Skip to content
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Repository files navigation
Autotuning under Tight Budget Constraints: a Transparent Design of Experiments Approach
This repository contains the scripts to generate the pdf and the figures in
our CCGRID’19 submission. The data produced by our the experiments is stored in
two other git repositories:
The Grid5000 scripts we used are stored in this repository:
Our implementation of DLMT is publicly hosted in GitHub in the following files:
This paper was written and exported to pdf using Emacs Org mode, so you can
clone the repositories, run our data analyses, and generate all images from
Emacs.
Org Mode LaTex: Exporting IEEEtran
After installing the IEEEtran template, add the following to your Emacs
configuration to be able to export using the org-ieeetran class:
(with-eval-after-load'ox-latex
(add-to-list'org-latex-classes
'("org-ieeetran""\\documentclass{IEEEtran}"
("\\section{%s}"."\\section*{%s}")
("\\subsection{%s}"."\\subsection*{%s}")
("\\subsubsection{%s}"."\\subsubsection*{%s}")
("\\paragraph{%s}"."\\paragraph*{%s}")
("\\subparagraph{%s}"."\\subparagraph*{%s}"))))
You must use the pdflatex compiler to generate the correct template in pdf. You can
use latexmk in your Emacs configuration to properly export references:
(setq org-latex-pdf-process (list"latexmk -pdflatex='pdflatex' -pdf -f %f"))
About
Autotuning Source Transformation Tools with Design of Experiments, published @ CCGRID'19
Topics
autotuningccgriddesign-of-experimentsoriorsource-to-sourcespaptstatistics
Resources
Readme
Activity
Stars
2 stars
Watchers
3 watching
Forks
1 fork
Report repository
Releases
Packages
Contributors
Languages

, '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('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
Autotuning under Tight Budget Constraints: a Transparent Design of Experiments Approach
This repository contains the scripts to generate the pdf and the figures in
our CCGRID’19 submission. The data produced by our the experiments is stored in
two other git repositories:
The Grid5000 scripts we used are stored in this repository:
Our implementation of DLMT is publicly hosted in GitHub in the following files:
This paper was written and exported to pdf using Emacs Org mode, so you can
clone the repositories, run our data analyses, and generate all images from
Emacs.
Org Mode LaTex: Exporting IEEEtran
After installing the IEEEtran template, add the following to your Emacs
configuration to be able to export using the org-ieeetran class:
(with-eval-after-load'ox-latex
(add-to-list'org-latex-classes
'("org-ieeetran""\\documentclass{IEEEtran}"
("\\section{%s}"."\\section*{%s}")
("\\subsection{%s}"."\\subsection*{%s}")
("\\subsubsection{%s}"."\\subsubsection*{%s}")
("\\paragraph{%s}"."\\paragraph*{%s}")
("\\subparagraph{%s}"."\\subparagraph*{%s}"))))
You must use the pdflatex compiler to generate the correct template in pdf. You can
use latexmk in your Emacs configuration to properly export references:
(setq org-latex-pdf-process (list"latexmk -pdflatex='pdflatex' -pdf -f %f"))
About
Autotuning Source Transformation Tools with Design of Experiments, published @ CCGRID'19
Topics
autotuningccgriddesign-of-experimentsoriorsource-to-sourcespaptstatistics
Resources
Readme
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2 stars
Watchers
3 watching
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1 fork
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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" + '

Skip to content
BranchesTags
Repository files navigation
Autotuning under Tight Budget Constraints: a Transparent Design of Experiments Approach
This repository contains the scripts to generate the pdf and the figures in
our CCGRID’19 submission. The data produced by our the experiments is stored in
two other git repositories:
The Grid5000 scripts we used are stored in this repository:
Our implementation of DLMT is publicly hosted in GitHub in the following files:
This paper was written and exported to pdf using Emacs Org mode, so you can
clone the repositories, run our data analyses, and generate all images from
Emacs.
Org Mode LaTex: Exporting IEEEtran
After installing the IEEEtran template, add the following to your Emacs
configuration to be able to export using the org-ieeetran class:
(with-eval-after-load'ox-latex
(add-to-list'org-latex-classes
'("org-ieeetran""\\documentclass{IEEEtran}"
("\\section{%s}"."\\section*{%s}")
("\\subsection{%s}"."\\subsection*{%s}")
("\\subsubsection{%s}"."\\subsubsection*{%s}")
("\\paragraph{%s}"."\\paragraph*{%s}")
("\\subparagraph{%s}"."\\subparagraph*{%s}"))))
You must use the pdflatex compiler to generate the correct template in pdf. You can
use latexmk in your Emacs configuration to properly export references:
(setq org-latex-pdf-process (list"latexmk -pdflatex='pdflatex' -pdf -f %f"))
About
Autotuning Source Transformation Tools with Design of Experiments, published @ CCGRID'19
Topics
autotuningccgriddesign-of-experimentsoriorsource-to-sourcespaptstatistics
Resources
Readme
Activity
Stars
2 stars
Watchers
3 watching
Forks
1 fork
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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('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
Autotuning under Tight Budget Constraints: a Transparent Design of Experiments Approach
This repository contains the scripts to generate the pdf and the figures in
our CCGRID’19 submission. The data produced by our the experiments is stored in
two other git repositories:
The Grid5000 scripts we used are stored in this repository:
Our implementation of DLMT is publicly hosted in GitHub in the following files:
This paper was written and exported to pdf using Emacs Org mode, so you can
clone the repositories, run our data analyses, and generate all images from
Emacs.
Org Mode LaTex: Exporting IEEEtran
After installing the IEEEtran template, add the following to your Emacs
configuration to be able to export using the org-ieeetran class:
(with-eval-after-load'ox-latex
(add-to-list'org-latex-classes
'("org-ieeetran""\\documentclass{IEEEtran}"
("\\section{%s}"."\\section*{%s}")
("\\subsection{%s}"."\\subsection*{%s}")
("\\subsubsection{%s}"."\\subsubsection*{%s}")
("\\paragraph{%s}"."\\paragraph*{%s}")
("\\subparagraph{%s}"."\\subparagraph*{%s}"))))
You must use the pdflatex compiler to generate the correct template in pdf. You can
use latexmk in your Emacs configuration to properly export references:
(setq org-latex-pdf-process (list"latexmk -pdflatex='pdflatex' -pdf -f %f"))
About
Autotuning Source Transformation Tools with Design of Experiments, published @ CCGRID'19
Topics
autotuningccgriddesign-of-experimentsoriorsource-to-sourcespaptstatistics
Resources
Readme
Activity
Stars
2 stars
Watchers
3 watching
Forks
1 fork
Report repository
Releases
Packages
Contributors
Languages

, '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('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
Autotuning under Tight Budget Constraints: a Transparent Design of Experiments Approach
This repository contains the scripts to generate the pdf and the figures in
our CCGRID’19 submission. The data produced by our the experiments is stored in
two other git repositories:
The Grid5000 scripts we used are stored in this repository:
Our implementation of DLMT is publicly hosted in GitHub in the following files:
This paper was written and exported to pdf using Emacs Org mode, so you can
clone the repositories, run our data analyses, and generate all images from
Emacs.
Org Mode LaTex: Exporting IEEEtran
After installing the IEEEtran template, add the following to your Emacs
configuration to be able to export using the org-ieeetran class:
(with-eval-after-load'ox-latex
(add-to-list'org-latex-classes
'("org-ieeetran""\\documentclass{IEEEtran}"
("\\section{%s}"."\\section*{%s}")
("\\subsection{%s}"."\\subsection*{%s}")
("\\subsubsection{%s}"."\\subsubsection*{%s}")
("\\paragraph{%s}"."\\paragraph*{%s}")
("\\subparagraph{%s}"."\\subparagraph*{%s}"))))
You must use the pdflatex compiler to generate the correct template in pdf. You can
use latexmk in your Emacs configuration to properly export references:
(setq org-latex-pdf-process (list"latexmk -pdflatex='pdflatex' -pdf -f %f"))
About
Autotuning Source Transformation Tools with Design of Experiments, published @ CCGRID'19
Topics
autotuningccgriddesign-of-experimentsoriorsource-to-sourcespaptstatistics
Resources
Readme
Activity
Stars
2 stars
Watchers
3 watching
Forks
1 fork
Report repository
Releases
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Contributors
Languages

, '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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Autotuning under Tight Budget Constraints: a Transparent Design of Experiments Approach
This repository contains the scripts to generate the pdf and the figures in
our CCGRID’19 submission. The data produced by our the experiments is stored in
two other git repositories:
The Grid5000 scripts we used are stored in this repository:
Our implementation of DLMT is publicly hosted in GitHub in the following files:
This paper was written and exported to pdf using Emacs Org mode, so you can
clone the repositories, run our data analyses, and generate all images from
Emacs.
Org Mode LaTex: Exporting IEEEtran
After installing the IEEEtran template, add the following to your Emacs
configuration to be able to export using the org-ieeetran class:
(with-eval-after-load'ox-latex
(add-to-list'org-latex-classes
'("org-ieeetran""\\documentclass{IEEEtran}"
("\\section{%s}"."\\section*{%s}")
("\\subsection{%s}"."\\subsection*{%s}")
("\\subsubsection{%s}"."\\subsubsection*{%s}")
("\\paragraph{%s}"."\\paragraph*{%s}")
("\\subparagraph{%s}"."\\subparagraph*{%s}"))))
You must use the pdflatex compiler to generate the correct template in pdf. You can
use latexmk in your Emacs configuration to properly export references:
(setq org-latex-pdf-process (list"latexmk -pdflatex='pdflatex' -pdf -f %f"))
About
Autotuning Source Transformation Tools with Design of Experiments, published @ CCGRID'19
Topics
autotuningccgriddesign-of-experimentsoriorsource-to-sourcespaptstatistics
Resources
Readme
Activity
Stars
2 stars
Watchers
3 watching
Forks
1 fork
Report repository
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