Le dosc manquant pour visualiser

seminaireCA/slides.html

@@ -232,7 +232,6 @@ Marine Delvallez
 <li><a href="#/retrieval-augmented-generation---rag" id="/toc-retrieval-augmented-generation---rag">Retrieval Augmented Generation - RAG</a></li>
 <li><a href="#/explainability-in-artificial-intelligence" id="/toc-explainability-in-artificial-intelligence">Explainability in Artificial Intelligence</a></li>
 <li><a href="#/presentation-and-demonstration-of-mechir" id="/toc-presentation-and-demonstration-of-mechir">Presentation and Demonstration of MechIR</a></li>
-<li><a href="#/demonstration-tasb-vaswani" id="/toc-demonstration-tasb-vaswani">Demonstration (TASB &amp; Vaswani)</a></li>
 </ul>
 </nav>
 </section>
@@ -356,7 +355,7 @@ Let <span class="math inline">\(Q \times \tilde{D}\)</span> the same set of pair
 <h3>Step 1: Choose a perturbation</h3>
 <p>Function that applies the same modification on each document.<br>
 Example :</p>
-<div id="fb3865be" class="cell" data-execution_count="2">
+<div id="107f0802" class="cell" data-execution_count="2">
 <div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb1"><pre class="sourceCode numberSource python number-lines code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href=""></a><span class="at">@perturbation</span></span>
 <span id="cb1-2"><a href=""></a><span class="kw">def</span> pert1(doc:<span class="bu">str</span>) <span class="op">-&gt;</span> <span class="bu">str</span> :</span>
 <span id="cb1-3"><a href=""></a>  <span class="cf">return</span> doc.replace(<span class="st">"solution"</span>, <span class="st">"answer"</span>)</span>
@@ -365,24 +364,26 @@ Example :</p>
 <span id="cb1-6"><a href=""></a><span class="kw">def</span> pert2(doc:<span class="bu">str</span>) <span class="op">-&gt;</span> <span class="bu">str</span>:</span>
 <span id="cb1-7"><a href=""></a>  <span class="cf">return</span> doc.replace(<span class="st">"microwave"</span>, <span class="st">"toaster"</span>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
 </div>
-<h4 id="perturbation-creation-technique">Perturbation creation technique</h4>
-<ul>
-<li>Identify vocabulary specific to the dataset</li>
-<li>Find in the vocabulary words with several meaning <span class="math inline">\(m_D\)</span> and <span class="math inline">\(m_D\)</span></li>
-<li>Replace that word by a synonym of the <span class="math inline">\(m_D\)</span> meaning</li>
-</ul>
 </section>
 <section id="what-is-a-good-perturbation" class="slide level3">
 <h3>What is a good perturbation</h3>
 <ul>
-<li>Has an impact of the documents representation</li>
+<li>Has an impact on the representation of documents</li>
 <li>Be useful for interpretation</li>
 </ul>
 
 <img data-src="images/perturbation-score.png" class="r-stretch quarto-figure-center"><p class="caption">Perturbation Score</p></section>
+<section id="perturbation-creation-technique" class="slide level3">
+<h3>Perturbation creation technique</h3>
+<ol type="1">
+<li>Identify vocabulary specific to the dataset</li>
+<li>Find in the vocabulary words with several meaning <span class="math inline">\(m_D\)</span> and <span class="math inline">\(m_D\)</span></li>
+<li>Replace that word by a synonym of the <span class="math inline">\(m_D\)</span> meaning</li>
+</ol>
+</section>
 <section id="step-2-instantiate-the-model-and-load-data" class="slide level3">
 <h3>Step 2 : Instantiate the model and load data</h3>
-<div id="fb2237a1" class="cell" data-execution_count="3">
+<div id="1e6eed38" class="cell" data-execution_count="3">
 <div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb2"><pre class="sourceCode numberSource python number-lines code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href=""></a>dot_model_name <span class="op">=</span> <span class="st">"sebastian-hofstaetter/distilbert-dot-tas_b-b256-msmarco"</span></span>
 <span id="cb2-2"><a href=""></a>dot_model <span class="op">=</span> Dot(dot_model_name)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
 <div class="cell-output cell-output-stdout">
@@ -390,10 +391,10 @@ Example :</p>
 Loaded pretrained model sebastian-hofstaetter/distilbert-dot-tas_b-b256-msmarco into HookedEncoder</code></pre>
 </div>
 </div>
-<div id="643e5775" class="cell" data-execution_count="4">
+<div id="b6407c32" class="cell" data-execution_count="4">
 <div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb4"><pre class="sourceCode numberSource python number-lines code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href=""></a>dataset <span class="op">=</span> MechIRDataset(<span class="st">"vaswani"</span>, query_id_subset<span class="op">=</span>[<span class="st">"1"</span>])</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
 </div>
-<div id="45b5abab" class="cell" data-execution_count="5">
+<div id="c44e6315" class="cell" data-execution_count="5">
 <div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb5"><pre class="sourceCode numberSource python number-lines code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href=""></a>pert1_dot_collator <span class="op">=</span> DotDataCollator(dot_model.tokenizer, pert1, q_max_length<span class="op">=</span><span class="va">None</span>, d_max_length<span class="op">=</span><span class="va">None</span>, perturb_type<span class="op">=</span><span class="st">"replace"</span>)</span>
 <span id="cb5-2"><a href=""></a>pert1_dot_dataloader <span class="op">=</span> DataLoader(dataset, batch_size<span class="op">=</span><span class="dv">16</span>, collate_fn<span class="op">=</span>pert1_dot_collator)</span>
 <span id="cb5-3"><a href=""></a></span>
@@ -403,7 +404,7 @@ Loaded pretrained model sebastian-hofstaetter/distilbert-dot-tas_b-b256-msmarco
 </section>
 <section id="visualisation-of-perturbed-data" class="slide level3">
 <h3>Visualisation of perturbed data</h3>
-<div id="af41b638" class="cell" data-execution_count="6">
+<div id="1bfa5d77" class="cell" data-execution_count="6">
 <div class="cell-output cell-output-stdout">
 <pre><code>solution -&gt; answer
 Query: [CLS] measurement of dielectric constant of liquids by the use of microwave techniques [SEP]
@@ -416,7 +417,7 @@ Perturbed Document: [CLS] microwave measurements of dielectric absorption in dil
 ==================================================</code></pre>
 </div>
 </div>
-<div id="b8e9a036" class="cell" data-execution_count="7">
+<div id="4b3033e8" class="cell" data-execution_count="7">
 <div class="cell-output cell-output-stdout">
 <pre><code>microwave -&gt; toaster
 Query: [CLS] measurement of dielectric constant of liquids by the use of microwave techniques [SEP]
@@ -432,7 +433,7 @@ Perturbed Document: [CLS] toaster measurements of dielectric absorption in dilut
 </section>
 <section id="step-4-measure-the-impact-of-the-perturbation-on-the-model" class="slide level3">
 <h3>Step 4 : Measure the impact of the perturbation on the model</h3>
-<div id="0fce16c2" class="cell" data-execution_count="8">
+<div id="d6d33dae" class="cell" data-execution_count="8">
 <div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb8"><pre class="sourceCode numberSource python number-lines code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href=""></a><span class="co"># Initialize lists to store baseline and perturbed performances for each dataloader</span></span>
 <span id="cb8-2"><a href=""></a>all_baseline_performance <span class="op">=</span> {<span class="st">"pert1"</span>: [], <span class="st">"pert2"</span>: []}</span>
 <span id="cb8-3"><a href=""></a>all_perturbed_performance <span class="op">=</span> {<span class="st">"pert1"</span>: [], <span class="st">"pert2"</span>: []}</span>
@@ -453,7 +454,7 @@ Perturbed Document: [CLS] toaster measurements of dielectric absorption in dilut
 </section>
 <section id="step-5-chart-the-sensitivity-of-the-model-to-the-perturbation" class="slide level3">
 <h3>Step 5 : Chart the sensitivity of the model to the perturbation</h3>
-<div id="d2046f7e" class="cell" data-execution_count="9">
+<div id="e08b7f31" class="cell" data-execution_count="9">
 <div class="cell-output cell-output-display">
 <div>
 <figure>
@@ -490,11 +491,8 @@ Parry, Andrew, Catherine Chen, Carsten Eickhoff, and Sean MacAvaney. 2025. <span
 Tran, The Trung, Carlos-Emiliano González-Gallardo, and Antoine Doucet. 2024. <span>“Retrieval <span>Augmented</span> <span>Generation</span> for <span>Historical</span> <span>Newspapers</span>.”</span> <em>Proceedings of the 24th <span>ACM</span>/<span>IEEE</span> <span>Joint</span> <span>Conference</span> on <span>Digital</span> <span>Libraries</span></em> (Hong Kong China), December, 1–5. <a href="https://doi.org/10.1145/3677389.3702542">https://doi.org/10.1145/3677389.3702542</a>.
 </div>
 </div>
-</section></section>
-<section id="demonstration-tasb-vaswani" class="title-slide slide level2 center">
-<h2>Demonstration (TASB &amp; Vaswani)</h2>
 
-</section>
+</section></section>
     </div>
   <div class="quarto-auto-generated-content" style="display: none;">
 <div class="footer footer-default">

seminaireCA/slides.qmd

@@ -8,9 +8,9 @@ format:
     slide-level: 3
     mouse-wheel: true
 jupyter: venv-mechir
-# execute:
-#   cache: true
-#   freeze: auto
+execute:
+  cache: true
+  freeze: auto
 bibliography: biblio.bib
 style: |
   .columns {
@@ -251,20 +251,20 @@ def pert2(doc:str) -> str:
 
 ``` 
 
+### What is a good perturbation 
 
-#### Perturbation creation technique
+- Has an impact on the representation of documents
+- Be useful for interpretation
 
-- Identify vocabulary specific to the dataset 
-- Find in the vocabulary words with several meaning $m_D$ and $m_D$
-- Replace that word by a synonym of the $m_D$ meaning
+![Perturbation Score](images/perturbation-score.png)
 
+### Perturbation creation technique
 
-### What is a good perturbation 
+1. Identify vocabulary specific to the dataset 
+2. Find in the vocabulary words with several meaning $m_D$ and $m_D$
+3. Replace that word by a synonym of the $m_D$ meaning
 
-- Has an impact of the documents representation
-- Be useful for interpretation
 
-![Perturbation Score](images/perturbation-score.png)
 
 ### Step 2 : Instantiate the model and load data
 
@@ -351,5 +351,4 @@ TODO
 ::: {#refs}
 :::
 
-## Demonstration (TASB & Vaswani)
 

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0===(h=document.head.querySelector('[rel="stylesheet"],style'))?document.head.appendChild(A):document.head.insertBefore(A,h),A.sheet.insertRule(".anchorjs-link{opacity:0;text-decoration:none;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}",A.sheet.cssRules.length),A.sheet.insertRule(":hover>.anchorjs-link,.anchorjs-link:focus{opacity:1}",A.sheet.cssRules.length),A.sheet.insertRule("[data-anchorjs-icon]::after{content:attr(data-anchorjs-icon)}",A.sheet.cssRules.length),A.sheet.insertRule('@font-face{font-family:anchorjs-icons;src:url(data:n/a;base64,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) format("truetype")}',A.sheet.cssRules.length)),h=document.querySelectorAll("[id]"),t=[].map.call(h,function(A){return A.id}),i=0;i<e.length;i++)if(this.hasAnchorJSLink(e[i]))p.push(i);else{if(e[i].hasAttribute("id"))o=e[i].getAttribute("id");else if(e[i].hasAttribute("data-anchor-id"))o=e[i].getAttribute("data-anchor-id");else{for(r=a=this.urlify(e[i].textContent),s=0;n=t.indexOf(r=void 0!==n?a+"-"+s:r),s+=1,-1!==n;);n=void 0,t.push(r),e[i].setAttribute("id",r),o=r}(l=document.createElement("a")).className="anchorjs-link "+this.options.class,l.setAttribute("aria-label",this.options.ariaLabel),l.setAttribute("data-anchorjs-icon",this.options.icon),this.options.titleText&&(l.title=this.options.titleText),c=document.querySelector("base")?window.location.pathname+window.location.search:"",c=this.options.base||c,l.href=c+"#"+o,"always"===this.options.visible&&(l.style.opacity="1"),""===this.options.icon&&(l.style.font="1em/1 anchorjs-icons","left"===this.options.placement)&&(l.style.lineHeight="inherit"),"left"===this.options.placement?(l.style.position="absolute",l.style.marginLeft="-1.25em",l.style.paddingRight=".25em",l.style.paddingLeft=".25em",e[i].insertBefore(l,e[i].firstChild)):(l.style.marginLeft=".1875em",l.style.paddingRight=".1875em",l.style.paddingLeft=".1875em",e[i].appendChild(l))}for(i=0;i<p.length;i++)e.splice(p[i]-i,1);this.elements=this.elements.concat(e)}return this},this.remove=function(A){for(var e,t,o=d(A),i=0;i<o.length;i++)(t=o[i].querySelector(".anchorjs-link"))&&(-1!==(e=this.elements.indexOf(o[i]))&&this.elements.splice(e,1),o[i].removeChild(t));return this},this.removeAll=function(){this.remove(this.elements)},this.urlify=function(A){var e=document.createElement("textarea");return e.innerHTML=A,A=e.value,this.options.truncate||u(this.options),A.trim().replace(/'/gi,"").replace(/[& +$,:;=?@"#{}|^~[`%!'<>\]./()*\\\n\t\b\v\u00A0]/g,"-").replace(/-{2,}/g,"-").substring(0,this.options.truncate).replace(/^-+|-+$/gm,"").toLowerCase()},this.hasAnchorJSLink=function(A){var e=A.firstChild&&-1<(" "+A.firstChild.className+" ").indexOf(" anchorjs-link "),A=A.lastChild&&-1<(" "+A.lastChild.className+" ").indexOf(" anchorjs-link ");return e||A||!1}}});
+// @license-end
\ No newline at end of file

seminaireCA/slides_files/libs/quarto-html/light-border.css

+.tippy-box[data-theme~=light-border]{background-color:#fff;background-clip:padding-box;border:1px solid rgba(0,8,16,.15);color:#333;box-shadow:0 4px 14px -2px rgba(0,8,16,.08)}.tippy-box[data-theme~=light-border]>.tippy-backdrop{background-color:#fff}.tippy-box[data-theme~=light-border]>.tippy-arrow:after,.tippy-box[data-theme~=light-border]>.tippy-svg-arrow:after{content:"";position:absolute;z-index:-1}.tippy-box[data-theme~=light-border]>.tippy-arrow:after{border-color:transparent;border-style:solid}.tippy-box[data-theme~=light-border][data-placement^=top]>.tippy-arrow:before{border-top-color:#fff}.tippy-box[data-theme~=light-border][data-placement^=top]>.tippy-arrow:after{border-top-color:rgba(0,8,16,.2);border-width:7px 7px 0;top:17px;left:1px}.tippy-box[data-theme~=light-border][data-placement^=top]>.tippy-svg-arrow>svg{top:16px}.tippy-box[data-theme~=light-border][data-placement^=top]>.tippy-svg-arrow:after{top:17px}.tippy-box[data-theme~=light-border][data-placement^=bottom]>.tippy-arrow:before{border-bottom-color:#fff;bottom:16px}.tippy-box[data-theme~=light-border][data-placement^=bottom]>.tippy-arrow:after{border-bottom-color:rgba(0,8,16,.2);border-width:0 7px 7px;bottom:17px;left:1px}.tippy-box[data-theme~=light-border][data-placement^=bottom]>.tippy-svg-arrow>svg{bottom:16px}.tippy-box[data-theme~=light-border][data-placement^=bottom]>.tippy-svg-arrow:after{bottom:17px}.tippy-box[data-theme~=light-border][data-placement^=left]>.tippy-arrow:before{border-left-color:#fff}.tippy-box[data-theme~=light-border][data-placement^=left]>.tippy-arrow:after{border-left-color:rgba(0,8,16,.2);border-width:7px 0 7px 7px;left:17px;top:1px}.tippy-box[data-theme~=light-border][data-placement^=left]>.tippy-svg-arrow>svg{left:11px}.tippy-box[data-theme~=light-border][data-placement^=left]>.tippy-svg-arrow:after{left:12px}.tippy-box[data-theme~=light-border][data-placement^=right]>.tippy-arrow:before{border-right-color:#fff;right:16px}.tippy-box[data-theme~=light-border][data-placement^=right]>.tippy-arrow:after{border-width:7px 7px 7px 0;right:17px;top:1px;border-right-color:rgba(0,8,16,.2)}.tippy-box[data-theme~=light-border][data-placement^=right]>.tippy-svg-arrow>svg{right:11px}.tippy-box[data-theme~=light-border][data-placement^=right]>.tippy-svg-arrow:after{right:12px}.tippy-box[data-theme~=light-border]>.tippy-svg-arrow{fill:#fff}.tippy-box[data-theme~=light-border]>.tippy-svg-arrow:after{background-image:url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIGhlaWdodD0iNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48cGF0aCBkPSJNMCA2czEuNzk2LS4wMTMgNC42Ny0zLjYxNUM1Ljg1MS45IDYuOTMuMDA2IDggMGMxLjA3LS4wMDYgMi4xNDguODg3IDMuMzQzIDIuMzg1QzE0LjIzMyA2LjAwNSAxNiA2IDE2IDZIMHoiIGZpbGw9InJnYmEoMCwgOCwgMTYsIDAuMikiLz48L3N2Zz4=);background-size:16px 6px;width:16px;height:6px}
\ No newline at end of file

seminaireCA/slides_files/libs/quarto-html/quarto-syntax-highlighting-7f8f88aac4f3542376d5c11b86a4c14d.css

+/* quarto syntax highlight colors */
+:root {
+  --quarto-hl-ot-color: #003B4F;
+  --quarto-hl-at-color: #657422;
+  --quarto-hl-ss-color: #20794D;
+  --quarto-hl-an-color: #5E5E5E;
+  --quarto-hl-fu-color: #4758AB;
+  --quarto-hl-st-color: #20794D;
+  --quarto-hl-cf-color: #003B4F;
+  --quarto-hl-op-color: #5E5E5E;
+  --quarto-hl-er-color: #AD0000;
+  --quarto-hl-bn-color: #AD0000;
+  --quarto-hl-al-color: #AD0000;
+  --quarto-hl-va-color: #111111;
+  --quarto-hl-bu-color: inherit;
+  --quarto-hl-ex-color: inherit;
+  --quarto-hl-pp-color: #AD0000;
+  --quarto-hl-in-color: #5E5E5E;
+  --quarto-hl-vs-color: #20794D;
+  --quarto-hl-wa-color: #5E5E5E;
+  --quarto-hl-do-color: #5E5E5E;
+  --quarto-hl-im-color: #00769E;
+  --quarto-hl-ch-color: #20794D;
+  --quarto-hl-dt-color: #AD0000;
+  --quarto-hl-fl-color: #AD0000;
+  --quarto-hl-co-color: #5E5E5E;
+  --quarto-hl-cv-color: #5E5E5E;
+  --quarto-hl-cn-color: #8f5902;
+  --quarto-hl-sc-color: #5E5E5E;
+  --quarto-hl-dv-color: #AD0000;
+  --quarto-hl-kw-color: #003B4F;
+}
+
+/* other quarto variables */
+:root {
+  --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace;
+}
+
+/* syntax highlight based on Pandoc's rules */
+pre > code.sourceCode > span {
+  color: #003B4F;
+}
+
+code.sourceCode > span {
+  color: #003B4F;
+}
+
+div.sourceCode,
+div.sourceCode pre.sourceCode {
+  color: #003B4F;
+}
+
+/* Normal */
+code span {
+  color: #003B4F;
+}
+
+/* Alert */
+code span.al {
+  color: #AD0000;
+  font-style: inherit;
+}
+
+/* Annotation */
+code span.an {
+  color: #5E5E5E;
+  font-style: inherit;
+}
+
+/* Attribute */
+code span.at {
+  color: #657422;
+  font-style: inherit;
+}
+
+/* BaseN */
+code span.bn {
+  color: #AD0000;
+  font-style: inherit;
+}
+
+/* BuiltIn */
+code span.bu {
+  font-style: inherit;
+}
+
+/* ControlFlow */
+code span.cf {
+  color: #003B4F;
+  font-weight: bold;
+  font-style: inherit;
+}
+
+/* Char */
+code span.ch {
+  color: #20794D;
+  font-style: inherit;
+}
+
+/* Constant */
+code span.cn {
+  color: #8f5902;
+  font-style: inherit;
+}
+
+/* Comment */
+code span.co {
+  color: #5E5E5E;
+  font-style: inherit;
+}
+
+/* CommentVar */
+code span.cv {
+  color: #5E5E5E;
+  font-style: italic;
+}
+
+/* Documentation */
+code span.do {
+  color: #5E5E5E;
+  font-style: italic;
+}
+
+/* DataType */
+code span.dt {
+  color: #AD0000;
+  font-style: inherit;
+}
+
+/* DecVal */
+code span.dv {
+  color: #AD0000;
+  font-style: inherit;
+}
+
+/* Error */
+code span.er {
+  color: #AD0000;
+  font-style: inherit;
+}
+
+/* Extension */
+code span.ex {
+  font-style: inherit;
+}
+
+/* Float */
+code span.fl {
+  color: #AD0000;
+  font-style: inherit;
+}
+
+/* Function */
+code span.fu {
+  color: #4758AB;
+  font-style: inherit;
+}
+
+/* Import */
+code span.im {
+  color: #00769E;
+  font-style: inherit;
+}
+
+/* Information */
+code span.in {
+  color: #5E5E5E;
+  font-style: inherit;
+}
+
+/* Keyword */
+code span.kw {
+  color: #003B4F;
+  font-weight: bold;
+  font-style: inherit;
+}
+
+/* Operator */
+code span.op {
+  color: #5E5E5E;
+  font-style: inherit;
+}
+
+/* Other */
+code span.ot {
+  color: #003B4F;
+  font-style: inherit;
+}
+
+/* Preprocessor */
+code span.pp {
+  color: #AD0000;
+  font-style: inherit;
+}
+
+/* SpecialChar */
+code span.sc {
+  color: #5E5E5E;
+  font-style: inherit;
+}
+
+/* SpecialString */
+code span.ss {
+  color: #20794D;
+  font-style: inherit;
+}
+
+/* String */
+code span.st {
+  color: #20794D;
+  font-style: inherit;
+}
+
+/* Variable */
+code span.va {
+  color: #111111;
+  font-style: inherit;
+}
+
+/* VerbatimString */
+code span.vs {
+  color: #20794D;
+  font-style: inherit;
+}
+
+/* Warning */
+code span.wa {
+  color: #5E5E5E;
+  font-style: italic;
+}
+
+.prevent-inlining {
+  content: "</";
+}
+
+/*# sourceMappingURL=789ad8cd35626ba772517505b42a116e.css.map */

seminaireCA/slides_files/libs/quarto-html/tabsets/tabsets.js

+// grouped tabsets
+
+export function init() {
+  window.addEventListener("pageshow", (_event) => {
+    function getTabSettings() {
+      const data = localStorage.getItem("quarto-persistent-tabsets-data");
+      if (!data) {
+        localStorage.setItem("quarto-persistent-tabsets-data", "{}");
+        return {};
+      }
+      if (data) {
+        return JSON.parse(data);
+      }
+    }
+
+    function setTabSettings(data) {
+      localStorage.setItem(
+        "quarto-persistent-tabsets-data",
+        JSON.stringify(data)
+      );
+    }
+
+    function setTabState(groupName, groupValue) {
+      const data = getTabSettings();
+      data[groupName] = groupValue;
+      setTabSettings(data);
+    }
+
+    function toggleTab(tab, active) {
+      const tabPanelId = tab.getAttribute("aria-controls");
+      const tabPanel = document.getElementById(tabPanelId);
+      if (active) {
+        tab.classList.add("active");
+        tabPanel.classList.add("active");
+      } else {
+        tab.classList.remove("active");
+        tabPanel.classList.remove("active");
+      }
+    }
+
+    function toggleAll(selectedGroup, selectorsToSync) {
+      for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) {
+        const active = selectedGroup === thisGroup;
+        for (const tab of tabs) {
+          toggleTab(tab, active);
+        }
+      }
+    }
+
+    function findSelectorsToSyncByLanguage() {
+      const result = {};
+      const tabs = Array.from(
+        document.querySelectorAll(`div[data-group] a[id^='tabset-']`)
+      );
+      for (const item of tabs) {
+        const div = item.parentElement.parentElement.parentElement;
+        const group = div.getAttribute("data-group");
+        if (!result[group]) {
+          result[group] = {};
+        }
+        const selectorsToSync = result[group];
+        const value = item.innerHTML;
+        if (!selectorsToSync[value]) {
+          selectorsToSync[value] = [];
+        }
+        selectorsToSync[value].push(item);
+      }
+      return result;
+    }
+
+    function setupSelectorSync() {
+      const selectorsToSync = findSelectorsToSyncByLanguage();
+      Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => {
+        Object.entries(tabSetsByValue).forEach(([value, items]) => {
+          items.forEach((item) => {
+            item.addEventListener("click", (_event) => {
+              setTabState(group, value);
+              toggleAll(value, selectorsToSync[group]);
+            });
+          });
+        });
+      });
+      return selectorsToSync;
+    }
+
+    const selectorsToSync = setupSelectorSync();
+    for (const [group, selectedName] of Object.entries(getTabSettings())) {
+      const selectors = selectorsToSync[group];
+      // it's possible that stale state gives us empty selections, so we explicitly check here.
+      if (selectors) {
+        toggleAll(selectedName, selectors);
+      }
+    }
+  });
+}

seminaireCA/slides_files/libs/quarto-html/tippy.css

+.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center bottom}.tippy-box[data-placement^=left]>.tippy-arrow{right:0}.tippy-box[data-placement^=left]>.tippy-arrow:before{border-width:8px 0 8px 8px;border-left-color:initial;right:-7px;transform-origin:center left}.tippy-box[data-placement^=right]>.tippy-arrow{left:0}.tippy-box[data-placement^=right]>.tippy-arrow:before{left:-7px;border-width:8px 8px 8px 0;border-right-color:initial;transform-origin:center right}.tippy-box[data-inertia][data-state=visible]{transition-timing-function:cubic-bezier(.54,1.5,.38,1.11)}.tippy-arrow{width:16px;height:16px;color:#333}.tippy-arrow:before{content:"";position:absolute;border-color:transparent;border-style:solid}.tippy-content{position:relative;padding:5px 9px;z-index:1}
\ No newline at end of file

seminaireCA/slides_files/libs/revealjs/dist/reset.css

+/* http://meyerweb.com/eric/tools/css/reset/
+   v4.0 | 20180602
+   License: none (public domain)
+*/
+
+html, body, div, span, applet, object, iframe,
+h1, h2, h3, h4, h5, h6, p, blockquote, pre,
+a, abbr, acronym, address, big, cite, code,
+del, dfn, em, img, ins, kbd, q, s, samp,
+small, strike, strong, sub, sup, tt, var,
+b, u, i, center,
+dl, dt, dd, ol, ul, li,
+fieldset, form, label, legend,
+table, caption, tbody, tfoot, thead, tr, th, td,
+article, aside, canvas, details, embed,
+figure, figcaption, footer, header, hgroup,
+main, menu, nav, output, ruby, section, summary,
+time, mark, audio, video {
+  margin: 0;
+  padding: 0;
+  border: 0;
+  font-size: 100%;
+  font: inherit;
+  vertical-align: baseline;
+}
+/* HTML5 display-role reset for older browsers */
+article, aside, details, figcaption, figure,
+footer, header, hgroup, main, menu, nav, section {
+  display: block;
+}
\ No newline at end of file

seminaireCA/slides_files/libs/revealjs/dist/theme/fonts/league-gothic/LICENSE

+SIL Open Font License (OFL)
+http://scripts.sil.org/cms/scripts/page.php?site_id=nrsi&id=OFL

seminaireCA/slides_files/libs/revealjs/dist/theme/fonts/league-gothic/league-gothic.css

+@font-face {
+    font-family: 'League Gothic';
+    src: url('./league-gothic.eot');
+    src: url('./league-gothic.eot?#iefix') format('embedded-opentype'),
+         url('./league-gothic.woff') format('woff'),
+         url('./league-gothic.ttf') format('truetype');
+
+    font-weight: normal;
+    font-style: normal;
+}

seminaireCA/slides_files/libs/revealjs/dist/theme/fonts/source-sans-pro/LICENSE

+SIL Open Font License
+
+Copyright 2010, 2012 Adobe Systems Incorporated (http://www.adobe.com/), with Reserved Font Name ‘Source’. All Rights Reserved. Source is a trademark of Adobe Systems Incorporated in the United States and/or other countries.
+
+This Font Software is licensed under the SIL Open Font License, Version 1.1.
+This license is copied below, and is also available with a FAQ at: http://scripts.sil.org/OFL
+
+—————————————————————————————-
+SIL OPEN FONT LICENSE Version 1.1 - 26 February 2007
+—————————————————————————————-
+
+PREAMBLE
+The goals of the Open Font License (OFL) are to stimulate worldwide development of collaborative font projects, to support the font creation efforts of academic and linguistic communities, and to provide a free and open framework in which fonts may be shared and improved in partnership with others.
+
+The OFL allows the licensed fonts to be used, studied, modified and redistributed freely as long as they are not sold by themselves. The fonts, including any derivative works, can be bundled, embedded, redistributed and/or sold with any software provided that any reserved names are not used by derivative works. The fonts and derivatives, however, cannot be released under any other type of license. The requirement for fonts to remain under this license does not apply to any document created using the fonts or their derivatives.
+
+DEFINITIONS
+“Font Software” refers to the set of files released by the Copyright Holder(s) under this license and clearly marked as such. This may include source files, build scripts and documentation.
+
+“Reserved Font Name” refers to any names specified as such after the copyright statement(s).
+
+“Original Version” refers to the collection of Font Software components as distributed by the Copyright Holder(s).
+
+“Modified Version” refers to any derivative made by adding to, deleting, or substituting—in part or in whole—any of the components of the Original Version, by changing formats or by porting the Font Software to a new environment.
+
+“Author” refers to any designer, engineer, programmer, technical writer or other person who contributed to the Font Software.
+
+PERMISSION & CONDITIONS
+Permission is hereby granted, free of charge, to any person obtaining a copy of the Font Software, to use, study, copy, merge, embed, modify, redistribute, and sell modified and unmodified copies of the Font Software, subject to the following conditions:
+
+1) Neither the Font Software nor any of its individual components, in Original or Modified Versions, may be sold by itself.
+
+2) Original or Modified Versions of the Font Software may be bundled, redistributed and/or sold with any software, provided that each copy contains the above copyright notice and this license. These can be included either as stand-alone text files, human-readable headers or in the appropriate machine-readable metadata fields within text or binary files as long as those fields can be easily viewed by the user.
+
+3) No Modified Version of the Font Software may use the Reserved Font Name(s) unless explicit written permission is granted by the corresponding Copyright Holder. This restriction only applies to the primary font name as presented to the users.
+
+4) The name(s) of the Copyright Holder(s) or the Author(s) of the Font Software shall not be used to promote, endorse or advertise any Modified Version, except to acknowledge the contribution(s) of the Copyright Holder(s) and the Author(s) or with their explicit written permission.
+
+5) The Font Software, modified or unmodified, in part or in whole, must be distributed entirely under this license, and must not be distributed under any other license. The requirement for fonts to remain under this license does not apply to any document created using the Font Software.
+
+TERMINATION
+This license becomes null and void if any of the above conditions are not met.
+
+DISCLAIMER
+THE FONT SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT OF COPYRIGHT, PATENT, TRADEMARK, OR OTHER RIGHT. IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, INCLUDING ANY GENERAL, SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF THE USE OR INABILITY TO USE THE FONT SOFTWARE OR FROM OTHER DEALINGS IN THE FONT SOFTWARE.
\ No newline at end of file

seminaireCA/slides_files/libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro.css

+@font-face {
+    font-family: 'Source Sans Pro';
+    src: url('./source-sans-pro-regular.eot');
+    src: url('./source-sans-pro-regular.eot?#iefix') format('embedded-opentype'),
+         url('./source-sans-pro-regular.woff') format('woff'),
+         url('./source-sans-pro-regular.ttf') format('truetype');
+    font-weight: normal;
+    font-style: normal;
+}
+
+@font-face {
+    font-family: 'Source Sans Pro';
+    src: url('./source-sans-pro-italic.eot');
+    src: url('./source-sans-pro-italic.eot?#iefix') format('embedded-opentype'),
+         url('./source-sans-pro-italic.woff') format('woff'),
+         url('./source-sans-pro-italic.ttf') format('truetype');
+    font-weight: normal;
+    font-style: italic;
+}
+
+@font-face {
+    font-family: 'Source Sans Pro';
+    src: url('./source-sans-pro-semibold.eot');
+    src: url('./source-sans-pro-semibold.eot?#iefix') format('embedded-opentype'),
+         url('./source-sans-pro-semibold.woff') format('woff'),
+         url('./source-sans-pro-semibold.ttf') format('truetype');
+    font-weight: 600;
+    font-style: normal;
+}
+
+@font-face {
+    font-family: 'Source Sans Pro';
+    src: url('./source-sans-pro-semibolditalic.eot');
+    src: url('./source-sans-pro-semibolditalic.eot?#iefix') format('embedded-opentype'),
+         url('./source-sans-pro-semibolditalic.woff') format('woff'),
+         url('./source-sans-pro-semibolditalic.ttf') format('truetype');
+    font-weight: 600;
+    font-style: italic;
+}

seminaireCA/slides_files/libs/revealjs/plugin/highlight/monokai.css

+/*
+Monokai style - ported by Luigi Maselli - http://grigio.org
+*/
+
+.hljs {
+  display: block;
+  overflow-x: auto;
+  padding: 0.5em;
+  background: #272822;
+  color: #ddd;
+}
+
+.hljs-tag,
+.hljs-keyword,
+.hljs-selector-tag,
+.hljs-literal,
+.hljs-strong,
+.hljs-name {
+  color: #f92672;
+}
+
+.hljs-code {
+  color: #66d9ef;
+}
+
+.hljs-class .hljs-title {
+  color: white;
+}
+
+.hljs-attribute,
+.hljs-symbol,
+.hljs-regexp,
+.hljs-link {
+  color: #bf79db;
+}
+
+.hljs-string,
+.hljs-bullet,
+.hljs-subst,
+.hljs-title,
+.hljs-section,
+.hljs-emphasis,
+.hljs-type,
+.hljs-built_in,
+.hljs-builtin-name,
+.hljs-selector-attr,
+.hljs-selector-pseudo,
+.hljs-addition,
+.hljs-variable,
+.hljs-template-tag,
+.hljs-template-variable {
+  color: #a6e22e;
+}
+
+.hljs-comment,
+.hljs-quote,
+.hljs-deletion,
+.hljs-meta {
+  color: #75715e;
+}
+
+.hljs-keyword,
+.hljs-selector-tag,
+.hljs-literal,
+.hljs-doctag,
+.hljs-title,
+.hljs-section,
+.hljs-type,
+.hljs-selector-id {
+  font-weight: bold;
+}

seminaireCA/slides_files/libs/revealjs/plugin/highlight/zenburn.css

+/*
+
+Zenburn style from voldmar.ru (c) Vladimir Epifanov <voldmar@voldmar.ru>
+based on dark.css by Ivan Sagalaev
+
+*/
+
+.hljs {
+  display: block;
+  overflow-x: auto;
+  padding: 0.5em;
+  background: #3f3f3f;
+  color: #dcdcdc;
+}
+
+.hljs-keyword,
+.hljs-selector-tag,
+.hljs-tag {
+  color: #e3ceab;
+}
+
+.hljs-template-tag {
+  color: #dcdcdc;
+}
+
+.hljs-number {
+  color: #8cd0d3;
+}
+
+.hljs-variable,
+.hljs-template-variable,
+.hljs-attribute {
+  color: #efdcbc;
+}
+
+.hljs-literal {
+  color: #efefaf;
+}
+
+.hljs-subst {
+  color: #8f8f8f;
+}
+
+.hljs-title,
+.hljs-name,
+.hljs-selector-id,
+.hljs-selector-class,
+.hljs-section,
+.hljs-type {
+  color: #efef8f;
+}
+
+.hljs-symbol,
+.hljs-bullet,
+.hljs-link {
+  color: #dca3a3;
+}
+
+.hljs-deletion,
+.hljs-string,
+.hljs-built_in,
+.hljs-builtin-name {
+  color: #cc9393;
+}
+
+.hljs-addition,
+.hljs-comment,
+.hljs-quote,
+.hljs-meta {
+  color: #7f9f7f;
+}
+
+
+.hljs-emphasis {
+  font-style: italic;
+}
+
+.hljs-strong {
+  font-weight: bold;
+}

seminaireCA/slides_files/libs/revealjs/plugin/math/plugin.js

+import {KaTeX} from "./katex";
+import {MathJax2} from "./mathjax2";
+import {MathJax3} from "./mathjax3";
+
+const defaultTypesetter = MathJax2;
+
+/*!
+ * This plugin is a wrapper for the MathJax2,
+ * MathJax3 and KaTeX typesetter plugins.
+ */
+export default Plugin = Object.assign( defaultTypesetter(), {
+	KaTeX,
+	MathJax2,
+	MathJax3
+} );
\ No newline at end of file

seminaireCA/slides_files/libs/revealjs/plugin/pdf-export/plugin.yml

+name: PdfExport
+script: pdfexport.js

seminaireCA/slides_files/libs/revealjs/plugin/quarto-line-highlight/line-highlight.css

+.reveal
+  div.sourceCode
+  pre
+  code.has-line-highlights
+  > span:not(.highlight-line) {
+  opacity: 0.4;
+}
+
+.reveal pre.numberSource {
+  padding-left: 0;
+}
+
+.reveal pre.numberSource code > span {
+  left: -2.1em;
+}
+
+pre.numberSource code > span > a:first-child::before {
+  left: -0.7em;
+}
+
+.reveal pre > code:not(:first-child).fragment {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.reveal div.sourceCode pre code {
+  min-height: 100%;
+}

seminaireCA/slides_files/libs/revealjs/plugin/quarto-line-highlight/plugin.yml

+# adapted from https://github.com/hakimel/reveal.js/tree/master/plugin/highlight
+name: QuartoLineHighlight
+script: line-highlight.js
+stylesheet: line-highlight.css

seminaireCA/slides_files/libs/revealjs/plugin/quarto-support/plugin.yml

+name: QuartoSupport
+script: support.js
+stylesheet: footer.css
+config:
+  smaller: false

seminaireCA/slides_files/libs/revealjs/plugin/reveal-menu/plugin.yml

+name: RevealMenu
+script: [menu.js, quarto-menu.js]
+stylesheet: [menu.css, quarto-menu.css]
+config:
+  menu:
+    side: "left"
+    useTextContentForMissingTitles: true
+    markers: false
+    loadIcons: false