Datasets:

deepinv
/

benchmarks

	<html>
	<head>
	<meta charset="utf-8"/>
	<link rel="icon" href="data:image/svg+xml,<svg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 100 100%22><text y=%22.9em%22 font-size=%2290%22>📈</text></svg>">
	<style>
	/*
	Comprehensive Base Stylesheet - https://fvsch.com/base-stylesheet/
	Makes browser default styles more consistent, creating a canvas that you
	should modify for your project. Fully commented. Last update: 2011-10-02.
	*/

	/* CONTAINERS */
	body {
	margin: auto;
	max-width: 70em;
	padding: 1.5em 3% 8em; /* Browsers have default 8px margins _or_ padding! */
	font-size: 100%; /* See: http://www.informationarchitects.jp/en/100e2r/ */
	line-height: 1.5; /* Default value, `normal`, depends on the font */
	font-family: -apple-system,BlinkMacSystemFont,Segoe UI,Helvetica,Arial,sans-serif,Apple Color Emoji,Segoe UI Emoji; /* ripoff from github */
	}
	/* HTML5 blocks - needed in older browsers */
	article, aside, figcaption, figure, footer, header, nav, section {
	display: block;
	}

	/* PARAGRAPHS */
	h1, h2, h3, h4 {
	line-height: 1.25; /* Bigger text is often nicer with smaller line height */
	font-weight: bold; /* Browser default. Use `normal` for less bulky titles */
	}
	h1 {
	margin: 0.5em 0 .5em; /* Titles should be close to the text they describe */
	font-size: 2em;
	}
	h2 {
	margin: 2em 0 .5em; /* Titles should be close to the text they describe */
	font-size: 1.5em;}
	h3 {
	margin: 3em 0 .5em; /* Titles should be close to the text they describe */
	font-size: 1.2em;}
	h4 {
	margin: 1.5em 0 .5em; /* Titles should be close to the text they describe */
	font-size: 1em;
	}
	ul, ol {
	margin: 1em 0; /* Default for all browsers except IE */
	padding-left: 40px; /* IE has a 40px margin-left instead */
	}
	p {
	margin: 1em 0;
	}
	blockquote {
	margin: 1em 40px; /* Same for all browsers - Customize or remove */
	}
	figure {
	margin: 1em 0; /* Default in HTML5 spec: `1em 40px` */
	}

	/* LINKS */
	/* Default browser styles (from Firefox, similar in most browsers) */
	a {
	text-decoration: none;
	}
	a:link,
	a:visited {
	color: DodgerBlue;
	}
	a:active {
	color: #EE0000;
	}
	/* Add your own styles for hover _and_ focus styles */
	a:hover, a:focus {
	text-decoration: none;
	}
	/* Remove dotted outline clicked links - Keeps outline on focus */
	a:active, a:hover {
	outline: none;
	}
	/* No border around images in links */
	a img {
	border: none;
	}

	/* MISC TEXT-LEVEL ELEMENTS */
	/* Make quotations and references more visible */
	q, cite {
	font-style: italic;
	}
	/* Remove automatic quotation marks for inline quotations
	(`q {quotes:none}` not implemented in WebKit) */
	q:before, q:after {
	content: "";
	}
	/* Stopping superscript and subscript from adding to the line's leading */
	sup, sub {
	line-height: 0;
	}

	/* FORMS */
	fieldset {
	margin: 0; /* Common default is `0 2px` */
	padding: 0; /* Common default (roughly): `.35em .625em .75em` */
	border: none;
	}
	input, button, select {
	vertical-align: middle; /* Helps keep form elements roughly aligned */
	}

	select {
	border: 1px solid #aaa;
	border-radius: 3px;
	padding: 5px;
	background-color: transparent;
	padding: 4px;
	color: #333;
	}

	/* TABLES */
	table {
	border-collapse: collapse; /* Merges cell borders together */
	/* Browser default: border-collapse: separate; border-spacing: 2px; */
	}
	td, th {
	padding: 1px; /* Same as browser default - set to "0" to remove padding */
	vertical-align: top; /* Default is "middle" */
	text-align: left; /* Default for TH elements is "center" */
	}
	td:first-child, th:first-child {
	empty-cells: hide; /* Hide empty cells when they're the first in the row */
	}

	/* Custom stuff on top of the base style sheet */
	.status {
	font-weight: bold;
	font-family: monospace;
	color: white;
	padding: .25em .4em;
	border-radius: .2em;
	}
	.success {
	background-color: forestgreen;
	}
	.failure {
	background-color: orangered;
	}
	.error {
	background-color: firebrick;
	}

	.summary a {
	font-weight: 500;
	}

	.highlight {
	margin: 0;
	}

	.highlight pre {
	padding: 1em;
	border: 1px solid #eee;
	background-color: #f5f5f5;
	margin-bottom: 0.1em;
	overflow-x: auto;
	}

	.source {
	margin: 0.3em 0 2em;
	font-size: 90%;
	}

	.source a:visited,
	.source a:link {
	color: #666;
	text-decoration: underline;
	}
	.source a:hover, a:focus {
	color: #666;
	text-decoration: underline;
	}

	/* Pandas dataframe css */
	/* Taken from: https://github.com/spatialaudio/nbsphinx/blob/fb3ba670fc1ba5f54d4c487573dbc1b4ecf7e9ff/src/nbsphinx.py#L587-L619 */

	table.dataframe {
	border: none !important;
	border-collapse: collapse;
	border-spacing: 0;
	border-color: transparent;
	color: black;
	font-size: .9em;
	table-layout: fixed;
	border-radius:6px;
	}
	table.datatable {
	border-radius:6px;
	}
	table.dataframe thead {
	border-bottom: 1px solid black;
	vertical-align: bottom;
	}
	table.dataframe tr,
	table.dataframe th,
	table.dataframe td {
	text-align: left;
	vertical-align: middle;
	padding: 0.5em 0.5em;
	line-height: normal;
	white-space: normal;
	max-width: none;
	border: none;
	}
	table.dataframe th {
	font-weight: bold;
	}
	table.dataframe tbody tr:nth-child(odd) {
	background: #f5f5f5;
	}
	table.datatable.display tbody tr:hover {
	background-color: #ddd !important;
	}
	a.anchor:visited,
	a.anchor:link {
	padding-left: .2em;
	color: #999;
	}
	div.dataTables_filter, div.dataTables_length {
	padding: 20px;
	}

	.backtotop {
	text-decoration: none;
	display: flex;
	position: fixed;
	font-size: 50px;
	right: 40px;
	bottom: 40px;
	align-items: center;
	justify-content: center;
	order: 2;
	margin-left: auto;
	z-index: 999;
	}

	.priority1 {
	color: purple;
	}
	.priority2 {
	color: firebrick;
	}
	.priority3 {
	color: chocolate;
	}
	td.number {
	text-align: right;
	}

	/* Style buttons */
	.btn {
	background-color: DodgerBlue; /* Blue background */
	border: none; /* Remove borders */
	color: white; /* White text */
	padding: 12px 16px; /* Some padding */
	font-size: 16px; /* Set a font size */
	cursor: pointer; /* Mouse pointer on hover */
	min-height: 46px;
	/**
	* Vertically align the icon and the text
	* inside the button
	*/
	display: inline-flex;
	flex-direction: row;
	align-items: center;
	justify-content: center;
	order: 2;
	margin-left: auto;
	z-index: 999;
	}

	/* Style buttons */
	.btn {
	background-color: DodgerBlue; /* Blue background */
	border: none; /* Remove borders */
	color: white; /* White text */
	padding: 12px 16px; /* Some padding */
	font-size: 16px; /* Set a font size */
	cursor: pointer; /* Mouse pointer on hover */
	min-height: 46px;
	/**
	* Vertically align the icon and the text
	* inside the button
	*/
	display: inline-flex;
	flex-direction: row;
	align-items: center;
	}

	/* Darker background on mouse-over */
	.btn:hover {
	background-color: RoyalBlue;
	}

	/* The main part of the page should adapt to the presence of the sidebar */
	.main {
	margin-left: 200px; /* same as sidebar width to avoid overlaps */
	padding: 1px 16px;
	height: 1000px;
	}

	.btn svg {
	width: 1.5rem;
	height: 1.5rem;
	color: white;
	}

	/* Select all elements after any other element in a .btn */
	.btn > * + * {
	margin-left: 0.5rem;
	}

	#btn_subinfo:hover {
	cursor: pointer;
	}

	#btn_subinfo svg {
	width: 1rem;
	height: 1rem;
	}

	/----------------------------------------/
	/*** Stylesheet for the hover index ***/
	/----------------------------------------/

	/* Place rectangles in a grid */
	.grid {
	position: relative;
	/* each rectangle is dependant of others */
	margin: 0 auto;
	padding: 1em 0 4em;
	/* padding top horizontal bottom */
	display: grid;
	/* type of boxes generated */
	max-width: 1000px;
	list-style: none;
	/* no item */
	text-align: center;
	column-gap: 2em;
	/* space between columns */
	}

	/* Figure inside grid */
	.grid figure {
	position: relative;
	float: left;
	overflow: hidden;
	/* overflow not taken into account */
	margin: 10px 1%;
	width: 100%;
	/* 100% of the column */
	background: #3085a3;
	text-align: center;
	cursor: pointer;
	/* change shape cursor */
	border-radius: 30px;
	/* rounded corners */
	}

	/* Each figure contains an img */
	.grid figure img {
	position: relative;
	display: block;
	max-height: 100%;
	max-width: 100%;
	opacity: 1;
	/* over a dummy image */
	}

	/* Style caption (title of benchmarks) */
	.grid figure figcaption {
	padding: 0.1em;
	/* add space */
	color: #fff;
	/* writing color */
	text-transform: uppercase;
	/* title in uppercase */
	font-size: 1.25em;
	}

	/* Small sized screens */
	@media (min-width: 600px) {
	.grid {
	grid-template-columns: repeat(2, 1fr);
	}

	/* split in 2 columns */
	}

	/* Larger sized screens */
	@media (min-width: 900px) {
	.grid {
	grid-template-columns: repeat(3, 1fr);
	}

	/* split in 3 columns */
	}

	/* Position and style of <a> elements (the View more) */
	.grid figure figcaption,
	.grid figure figcaption>a {
	position: absolute;
	top: 0em;
	/* no space offset top */
	left: 0;
	width: 100%;
	height: 100%;
	}

	/* only to figcaption <a> tag */
	.grid figure figcaption>a {
	z-index: 1000;
	/* top level */
	text-indent: 0%;
	white-space: nowrap;
	font-size: 0;
	/* do not display the View more */
	opacity: 1;
	}

	/* h2: Problem name (LASSO, ...) */
	.grid figure h2 {
	word-spacing: 0em;
	font-weight: 300;
	}

	.grid figure h2 span {
	font-weight: 800;
	}

	.grid figure h2,
	.grid figure p {
	margin: 0;
	}

	/* p: number of files */
	.grid figure p {
	letter-spacing: 1px;
	font-size: 70%;
	}

	/* Default color */
	figure.effect-ruby {
	height: 150px;
	background-color: #2c3e50;
	}

	/* Color when hovering */
	figure.effect-ruby:hover {
	background-color: DodgerBlue;
	}

	/* Define transformation */
	figure.effect-ruby img {
	opacity: 0;
	transition: opacity 0.35s, transform 0.35s;
	/* transition time */
	transform: scale(1.15);
	/* size transformation -> bigger */
	}

	/* transformation with hovering */
	figure.effect-ruby:hover img {
	opacity: 0;
	transform: scale(1);
	/* size -> smaller */
	}

	/* Apply effect to problem name */
	figure.effect-ruby h2 {
	margin-top: 0;
	transition: transform 0.35s;
	/* transition time */
	transform: translate3d(0, calc((150px - 100%)/2), 0);
	font-size: 1.25em;
	/* default font */
	}

	figure.effect-ruby p {
	margin: 2em -1em 2em -1em;
	padding: 1em 0em 1em 0em;
	border: 1px solid #fff;
	/* create sort of white frame */
	opacity: 0;
	transition: opacity 0.35s, transform 0.35s;
	transform: translate3d(0, 20px, 0) scale(1.1);
	/* size transform */
	}

	/* Transform title on hover */
	figure.effect-ruby:hover h2 {
	-webkit-transform: translate3d(0, 0, 0);
	transform: translate3d(0px, 10px, 0) scale(0.8);
	/* smaller */
	margin-top: 0em;
	/* move up */
	}

	figure.effect-ruby:hover p {
	opacity: 1;
	transform: translate3d(0, 0, 0) scale(1.2);
	/* placement in box */
	}

	/* Button for inside the table with system informations */
	.buttoncent {
	border: none;
	background-color: transparent;
	outline: none;
	text-align: center;
	}

	/* button for inside text
	in benchmark page above graph for system informations */
	.buttonleft {
	border: none;
	background-color: transparent;
	outline: none;
	text-align: center;
	margin-left: 1px;
	/* add margin */
	}


	/* switch slider with an adaptable height.
	Change switch-height and switch-padding, and all the dimensions are adjusted.
	See https://stackoverflow.com/questions/70590125/how-to-change-the-size-of-a-css-toggle-switch */
	* {
	--switch-height: 20px;
	--switch-padding: 2px;
	--switch-width: calc((var(--switch-height) * 2) - var(--switch-padding));
	--slider-height: calc(var(--switch-height) - var(--switch-padding));
	--slider-on: calc(var(--switch-height) - var(--switch-padding));
	}

	.switch {
	position: relative;
	display: inline-block;
	width: var(--switch-width);
	height: var(--switch-height);
	}

	.switch input {
	opacity: 0;
	width: 0;
	height: 0;
	}

	.slider {
	position: absolute;
	cursor: pointer;
	top: 0;
	left: 0;
	right: 0;
	bottom: 0;
	background-color: #ccc;
	-webkit-transition: .4s;
	transition: .4s;
	}

	.slider:before {
	content: "";
	position: absolute;
	height: var(--slider-height);
	width: var(--slider-height);
	left: calc(var(--switch-padding) / 2);
	bottom: calc(var(--switch-padding) / 2);
	background-color: white;
	-webkit-transition: .4s;
	transition: .4s;
	}

	input:checked+.slider {
	background-color: #2196F3;
	}

	input:focus+.slider {
	box-shadow: 0 0 1px #2196F3;
	}

	input:checked+.slider:before {
	-webkit-transform: translateX(var(--slider-on));
	-ms-transform: translateX(var(--slider-on));
	transform: translateX(var(--slider-on));
	}

	.slider.round {
	border-radius: var(--slider-height);
	}

	.slider.round:before {
	border-radius: 50%;
	}

	/----------------------------------------/
	/*** Brand text animated ***/
	/----------------------------------------/


	.ml11 .text-wrapper {
	position: relative;
	display: inline-block;
	padding-top: 0.1em;
	padding-right: 0.05em;
	padding-bottom: 0.15em;
	}

	.ml11 .line {
	opacity: 0;
	position: absolute;
	left: 0;
	height: 100%;
	width: 3px;
	background-color: #fff;
	transform-origin: 0 50%;
	}

	.ml11 .line1 {
	top: 0;
	left: 0;
	}

	.ml11 .letter {
	display: inline-block;
	line-height: 1em;
	font-family: 'Kanit', sans-serif;
	}

	/----------------------------------------/
	/*** Plot ***/
	/----------------------------------------/

	@media (min-width: 768px) {
	#unique_plot {
	flex: 1 1 0%;
	}
	}

	@media (max-width: 767px) {
	#unique_plot {
	flex: initial;
	flex-shrink: 0;
	}
	}

	.js-plotly-plot .plotly .modebar {
	transform: translateX(-30px);
	}

	/----------------------------------------/
	/*** Custom legend ***/
	/----------------------------------------/

	#plot_legend {
	display: flex;
	flex-direction: row;
	flex-wrap: wrap;
	}

	#legend_title {
	font-size: 1.2rem;
	font-weight: bold;
	}

	#legend_help {
	font-size: 0.75rem;
	color: #475569;
	}

	.space-r-2>* {
	margin-right: 0.5rem;
	}


	.objective-description-content {
	visibility: hidden;

	background-color: rgb(55 65 81);
	color: #fff;
	border-radius: 6px;
	margin-top: 1.5em;
	padding-right: 0.5em;
	padding-left: 0.5em;
	padding-top: 1em;
	padding-bottom: 1em;
	opacity: 90%;
	max-width: 80ch;
	max-height: 200px;

	overflow-y: auto;
	white-space: pre-wrap;
	position: absolute;
	z-index: 99999;
	}

	.objective-description-trigger {
	display: flex;
	flex-direction: row;
	}

	.objective-description-icon {
	width: 1.25rem;
	align-self: center;

	border-radius: 50%;
	}

	.objective-description-trigger:hover .objective-description-content {
	visibility: visible;
	}

	/* Description solver when hovered */
	.curve-description-container {
	position: relative;
	display: inline-flex;
	}

	.curve-description-content {
	display: flex;
	flex-direction: column;
	visibility: hidden;
	background-color: rgb(55 65 81);
	color: #fff;
	border-radius: 6px;
	padding-top: 0.5em;
	padding-bottom: 0.6em;
	padding-left: 0.5em;
	padding-right: 0.5rem;
	opacity: 90%;

	width: max-content;
	max-width: 80ch;
	max-height: 500px;
	white-space: pre-wrap;

	/* position description with respect to container and put it top-center */
	position: absolute;
	transform: translate(0, -100%);
	z-index: 99999;
	}

	/* Show description when hovered */
	.curve-description-container:hover .curve-description-content {
	visibility: visible;
	}

	/Arrow at the bottom of the description/
	.curve-description-container .curve-description-content::after {
	content: " ";
	position: absolute;
	top: 100%;
	left: 20px;
	margin-left: -5px;
	border-width: 7px;
	border-style: solid;
	border-color: rgb(55 65 81) transparent transparent transparent;
	}

	.curve-description-title {
	margin-bottom: 1em;
	font-weight: bolder;
	}

	.curve-description-body {
	max-height: 450px;
	overflow-y: auto;
	}

	/Plot config styling as a bag of tags/
	#plot_config_title {
	font-weight: bold;
	}

	.config-item, .config-ctrl {
	border-radius: 9999px;
	padding-left: 1em;
	padding-right: 1em;
	color: white;
	margin-left: 2ex;

	cursor: pointer;

	/* font styles*/
	font-size: 0.875rem;
	line-height: 1.25rem;
	font-weight: 400;
	}

	.config-item {
	background-color: rgb(91, 78, 255);
	border-color: rgb(55 65 81);
	}
	.config-ctrl {
	font-size: medium;
	font-weight: bold;
	background-color: rgb(34, 30, 94);
	border-color: rgb(23, 37, 59);
	}

	.view_selector_label {
	position: absolute;
	width: 1px;
	height: 1px;
	padding: 0;
	margin: -1px;
	overflow: hidden;
	clip: rect(0, 0, 0, 0);
	white-space: nowrap;
	border-width: 0;
	}

	.view_selector_select {
	background-image: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' fill='none' viewBox='0 0 20 20'%3e%3cpath stroke='%236b7280' stroke-linecap='round' stroke-linejoin='round' stroke-width='1.5' d='M6 8l4 4 4-4'/%3e%3c/svg%3e");
	background-position: right 0.5rem center;
	background-repeat: no-repeat;
	background-size: 1.5em 1.5em;
	padding-right: 2.5rem;
	-webkit-print-color-adjust: exact;
	color-adjust: exact;
	-webkit-appearance: none;
	-moz-appearance: none;
	appearance: none;
	background-color: #fff;
	border-width: 1px;
	font-size: 1rem;
	line-height: 1.5rem;
	--tw-shadow: 0 0 #0000;
	--tw-border-opacity: 1;
	border-color: rgb(209 213 219 / var(--tw-border-opacity));
	}

	.view.active {
	border-color: rgb(37 99 235);!important;
	color: rgb(37 99 235);!important;
	}

	/* Hide q1, q3, max, min, upper fence, lower fence on boxplot */
	g.hovertext:has(path + [data-unformatted*="q1"]),
	g.hovertext:has(path + [data-unformatted*="q3"]),
	g.hovertext:has(path + [data-unformatted*="max"]),
	g.hovertext:has(path + [data-unformatted*="min"]),
	g.hovertext:has(path + [data-unformatted*="upper fence"]),
	g.hovertext:has(path + [data-unformatted*="lower fence"])
	{
	display: none;
	}

	/* Fixed aspect ratio for plot containers on mobile devices for better readability */
	/* plot_with_legend_container is used for scatter plots and is always present */

	/* Mobile portrait: Use taller aspect ratio to fill vertical space */
	@media (max-width: 767px) and (orientation: portrait) {
	#plot_with_legend_container {
	aspect-ratio: 3 / 4; /* Taller aspect ratio for portrait */
	min-height: 400px;
	max-height: 70vh;
	}

	#plot_container.js-plotly-plot {
	aspect-ratio: 3 / 4;
	min-height: 400px;
	max-height: 70vh;
	}
	}

	/* Mobile landscape: Use wider aspect ratio */
	@media (max-width: 767px) and (orientation: landscape) {
	#plot_with_legend_container {
	aspect-ratio: 4 / 3;
	min-height: 300px;
	max-height: 80vh; /* Use most of screen height in landscape */
	}

	#plot_container.js-plotly-plot {
	aspect-ratio: 4 / 3;
	min-height: 300px;
	max-height: 80vh;
	}
	}

	/* Desktop: Remove aspect ratio constraints for flexibility */
	@media (min-width: 768px) {
	#plot_with_legend_container {
	aspect-ratio: auto;
	min-height: 600px;
	max-height: none;
	}

	#plot_container.js-plotly-plot {
	aspect-ratio: auto;
	min-height: 0;
	max-height: none;
	}
	}
	</style>

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	<h1>
	<a href="benchmarks.html"><button class="btn"><i class="fa fa-home"></i></button></a>
	Benchopt results: benchmarks
	<a href="https://github.com/deep-inverse/benchmarks">
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	</h1>

	<p><em>Last updated: 2026-01-14 18:52</em>
	with <strong>1</strong> result files in total. <br>
	</p>

	<div class="menu" style="padding-left: 0px;">
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	CPU
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	<option value="<b>cpu</b>: 32"> 32 </option>
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	RAM (GB)
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	<option value="<b>ram (GB)</b>: 63"> 63 </option>
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	CUDA
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	<option value=""> Any </option>

	<option value="<b>cuda</b>: NVIDIA GeForce RTX 4090: cuda_12.4"> NVIDIA GeForce RTX 4090: cuda_12.4 </option>
	</select>
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	<table class="summary display" id="summary">
	<thead style="background-color: dodgerblue; color: white;">
	<tr>
	<th>Results</th>
	<th>Datasets</th>
	<th>System info</th>
	<th></th>
	</tr>
	</thead>
	<tbody>
	<tr>
	<td class="fname">
	<a href="benchmarks_results.html">

	benchmarks results
	</a>
	<input type="checkbox" name="checkfiles" data-result="results.parquet" data-html="benchmarks_results.html" style="display:none;">
	</td>
	<td class="datasets">
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	<div class=dataset>

	Div2k
	<li><span style="font-size: 80%;padding-left:15px;padding-bottom:5px;">debug=True,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1 </span> </li>

	</div>
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	<li>
	<b>CPU</b>: 32
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	<i class='fas fa-plus-circle'></i>
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	</li>
	<li>
	<b>RAM (GB)</b>: 63
	</li>
	<li>
	<b>CUDA</b>: NVIDIA GeForce RTX 4090: cuda_12.4
	</li>

	<!--Case where sub infos are available but somehow main infos are not-->
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	<li>
	<b>platform</b>: Linux6.12.43+deb13-amd64-x86_64
	</li>
	<li>
	<b>processor</b>: AMD Ryzen Threadripper 1950X 16-Core Processor
	</li>
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	<div id="dialogRm" hidden="hidden"> dialog text </div>
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