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|
<!doctype html>
<html>
<head>
<meta charset="utf-8" />
<style>.pauseAncestor ~ * {
opacity: 0;
}
[pause] {
opacity: 0;
}
html, body {
margin: 0;
padding: 0;
background-color: black;
}
body {
position: absolute;
left: 0;
right: 0;
top: 0;
bottom: 0;
}
.toc-slip {
position: fixed;
overflow: scroll;
z-index:1000000;
top: 0;
left: 20%;
bottom: 0;
right: 20%;
display: none;
color: grey;
background-color: rgba(0,0,0,0.75);
font-size: 1.3em;
}
.toc-slip * {
list-style: none;
}
.toc-slip .before{
color: lightgreen;
}
.toc-slip .current{
color: lightgreen;
}
.toc-slip .toc-function {
display: inline-block;
transition: font-size 1s;
font-size: 0.1em;
}
.toc-slip .active-slip > ul > .toc-function {
font-size: 1em;
}
.toc-slip li{
border: solid 1px;
margin: 5px;
padding: 5px;
}
.toc-slip .after{
color: lightgrey;
}
*[exec-at] {
display: none;
}
/* Classes for transitions */
.invisible {
visibility: hidden;
}
.unrevealed {
opacity: 0;
}
.movable {
transform-origin: 0 0;
transition-property: left, top ;
transition-duration: 1s, 1s;
transition-timing-function: ease, ease;
/* will-change: transform; */
}
.scale-container {
transform-origin: 0 0;
transition-property: transform;
transition-duration: 1s;
transition-timing-function: ease;
/* will-change: transform; */
}
.rotate-container {
transform-origin: 0 0;
transition-property: transform;
transition-duration: 1s;
transition-timing-function: ease;
/* will-change: transform; */
}
.slip-scale-container {
position: relative;
top: 0;
/* bottom: 0; */
left: 0;
/* right: 0; */
transform-origin: 0 0;
transition-property: transform;
transition-duration: 1s;
transition-timing-function: ease;
width:1440px;
/* min-height:1080px; */
/* will-change: transform; */
}
.slip-rotate-container {
transform-origin: 0 0;
transition-property: transform;
transition-duration: 1s;
transition-timing-function: ease;
/* will-change: transform; */
/* display: flex; */
/* flex-flow: column; */
}
.slip-container {
position:relative;
top:0;
/* bottom:0; */
left:0;right:0;
width: 1440px;
min-height: 1080px;
display: flex;
flex-flow: column;
}
#universe {
position: absolute;
top: 0;
left: 0;
white-space: nowrap
}
.fog {
position:absolute;
background-color: white;
z-index: -10;
top: 0;
bottom: 0;
left: 0;
right: 0;
}
#open-window {
position:fixed;
top: 0;
bottom: 0;
background-color: white;
overflow: hidden;
}
.slip-slipshow.slip {
flex-direction: row;
}
.slip-slipshow {
font: 30px "Fira Sans", sans-serif;
}
slip-slip {
/* pointer-event:none; */
font: 30px "Fira Sans", sans-serif;
box-sizing: border-box;
/* position: absolute; */
position: relative;
display: inline-flex;
white-space: normal;
flex-flow: column;
width: 1440px;
/* height: 1080px; */
}
slip-slip slip-title {
flex: 0 1 auto;
-webkit-box-shadow: 0px 5px 18px 5px rgba(0,0,0,0.42);
box-shadow: 0px 5px 18px 5px rgba(0,0,0,0.42);
font: 1.8em "Fira Sans", sans-serif;
background: linear-gradient(to right, #004dc9, #001e63);
margin-bottom: 20px;
color: white;
padding: 10px;
padding-left:60px;
}
slip-slip slip-body {
/* padding:60px; */
margin-top: auto;
margin-bottom: auto;
margin-left: 110px;
margin-right: 110px;
}
.format-container {
transform-origin: 0 0;
}
slip-slip .emphasize {
background-color: yellow;
}
.main-title {
font-size: 62px;
font-weight: 800;
line-height: 72px;
}
slip-slip.no-flex .slip-container {
display: block;
}
h1 {
text-align: center;
}
.cpt-slip {
position:fixed;
bottom: 0;
background-color: white;
padding:5px;
}
.sketchpad {
position: absolute;
top: 0;
left: 0;
pointer-events: none;
}
.active-true-slip > * > * > .sketchpad {
pointer-events: none;
}
.active-true-slip.no-writing > * > * > .sketchpad {
pointer-events: none;
}
.active-true-slip.drawing > * > * > .sketchpad.drawing {
pointer-events: initial;
}
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transition: width 0.5s, height 0.5s;
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height:32px;
z-index: 10;
border-radius: 0px 0px 16px 16px;
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/* .slip-writing-toolbar > .slip-toolbar-tool { */
/* display: flex; */
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height: 25px;
width: 25px;
border: 3px solid steelblue;
border-radius: 5px;
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/* Blocks */
/*************************************/
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/* Theorems */
/*************************************/
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/*************************************/
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/*************************************/
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Theme: Default
Description: Original highlight.js style
Author: (c) Ivan Sagalaev <maniac@softwaremaniacs.org>
Maintainer: @highlightjs/core-team
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License: see project LICENSE
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<h1 id="retrieval-augmented-generation"><a class="anchor" aria-hidden="true" href="#retrieval-augmented-generation"></a><span>Retrieval Augmented Generation</span></h1>
<center>
<img src="https://qdrant.tech/articles_data/what-is-rag-in-ai/how-rag-works.jpg" alt="image" width="1024" height="auto">
</center>
<div up-at-unpause pause></div>
<h1 id="the-retriever"><a class="anchor" aria-hidden="true" href="#the-retriever"></a><span>The Retriever</span></h1>
<center>
<img src="https://qdrant.tech/articles_data/what-is-rag-in-ai/how-indexing-works.jpg" alt="image" width="1024" height="auto">
</center>
<div up-at-unpause pause></div>
<center>
<img src="https://qdrant.tech/articles_data/what-is-rag-in-ai/how-retrieval-works.jpg" alt="image" width="1024" height="auto">
</center>
<div up-at-unpause pause></div>
<center>
<img src="https://qdrant.tech/articles_data/what-is-rag-in-ai/how-generation-works.png" alt="image" width="1024" height="auto">
</center>
<div up-at-unpause pause></div>
<div id="rag">
<center>
<img src="https://qdrant.tech/articles_data/what-is-rag-in-ai/rag-system.jpg" alt="image" width="1024" height="auto">
</center>
</div>
<div up-at-unpause pause></div>
<center>
<img src="https://media2.giphy.com/media/v1.Y2lkPTc5MGI3NjExZXM0ZGtsZzdldjh5cW54bnN1MTA1dDl3cjV2c2p2NmRiMHpkYmZyYyZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/QYLQRR7IF48njkq5an/giphy.gif" alt="image" width="1024" height="auto">
<p><span>some of the snippets retrieved from the vector database are not always relevant or</span>
<span>of good quality, e.g. the contents pages of a book</span></p>
<div id="solution" class="block" pause>
<p><strong><span>Solution?</span></strong></p>
<p focus-at-unpause=solution pause><span>Add another </span><strong><span>LLM</span></strong><span> of course!</span></p>
</div>
</center>
<div up-at-unpause pause></div>
<h1 id="reranker"><a class="anchor" aria-hidden="true" href="#reranker"></a><span>Reranker</span></h1>
<center>
<img src="https://cdn.sanity.io/images/vr8gru94/production/906c3c0f8fe637840f134dbf966839ef89ac7242-3443x1641.png" alt="image" width="1024" height="auto">
</center>
<div up-at-unpause pause></div>
<p><span>A common reranking model is the cross encoder:</span></p>
<center>
<img src="https://cdn.sanity.io/images/vr8gru94/production/9f0d2f75571bb58eecf2520a23d300a5fc5b1e2c-2440x1100.png" alt="image" width="1024" height="auto">
</center>
<p><span>We plug this reranking model into the rag pipeline...</span>
<span up-at-unpause=rag pause></span></p>
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i=t.changedTouches&&t.changedTouches[0]||t,s=i.offsetX,n=i.offsetY;if(e.down=!1,e.x===s&&e.y===n&&f.includes(this.mode)){const{x:t,y:i}=this.draw(e.x,e.y,e.previous.x,e.previous.y);e.previous.set(t,i)}this.endStroke(e.x,e.y)};this.canvas.addEventListener("mousemove",i),this.canvas.addEventListener("mousedown",s),document.addEventListener("mouseup",n),this.canvas.addEventListener("touchstart",s),this.canvas.addEventListener("touchend",n),this.canvas.addEventListener("touchmove",i),this.destroy=()=>{this.clear(),this.canvas.removeEventListener("mousemove",i),this.canvas.removeEventListener("mousedown",s),document.removeEventListener("mouseup",n),this.canvas.removeEventListener("touchstart",s),this.canvas.removeEventListener("touchend",n),this.canvas.removeEventListener("touchmove",i)},this.context=this.canvas.getContext("2d"),this.context.globalCompositeOperation="source-over",this.context.globalAlpha=1,this.context.strokeStyle=e.color||"rgba(0,0,0,1)",this.context.lineCap="round",this.context.lineJoin="round",this.context.translate(.5,.5),this.filling=!1,this.fillStack=[],this.recordStrokes=!1,this.strokeMemory=[],this.smoothing=.85,this.thickness=2,this.targetThickness=this.thickness,this.weightInternal=this.thickness,this.maxWeight=this.thickness+10,this.modeInternal=d,this.adaptiveStroke=!0,["weight","smoothing","adaptiveStroke","mode"].forEach((t=>{void 0!==e[t]&&(this[t]=e[t])}))}beginStroke(t,e){this.context.beginPath(),this.context.moveTo(t,e),this.recordStrokes&&(this.strokeTimestamp=performance.now(),this.strokeMemory.push({point:new r(t,e),time:performance.now()-this.strokeTimestamp})),this.dispatchEvent("strokestart",{x:t,y:e})}endStroke(t,e){this.context.closePath(),this.recordStrokes&&this.strokeMemory.push({point:new r(t,e),time:performance.now()-this.strokeTimestamp}),this.dispatchEvent("strokeend",{x:t,y:e}),this.recordStrokes&&this.dispatchEvent("strokerecorded",{stroke:this.currentStroke}),this.strokeMemory=[],delete this.strokeTimestamp}draw(t,e,i,s){this.recordStrokes&&(this.strokeMemory.push({point:new r(t,e),time:performance.now()-this.strokeTimestamp}),this.dispatchEvent("pointdrawn",{stroke:this.currentStroke}));const{context:n}=this,a=c(t,e,i,s),o=Math.min(.87,this.smoothing+(a-60)/3e3),l=t-(t-i)*o,h=e-(e-s)*o,u=c(l,h,i,s);return this.adaptiveStroke?(this.targetThickness=(u-1)/49*(this.maxWeight-this.weightInternal)+this.weightInternal,this.thickness>this.targetThickness?this.thickness-=.5:this.thickness<this.targetThickness&&(this.thickness+=.5),n.lineWidth=this.thickness):n.lineWidth=this.weightInternal,n.quadraticCurveTo(i,s,l,h),n.stroke(),{x:l,y:h}}get color(){return this.context.strokeStyle}set color(t){if("string"!=typeof t)throw new Error("wrong argument type");this.context.strokeStyle=t}get weight(){return this.weightInternal}set weight(t){if("number"!=typeof t)throw new Error("wrong argument type");this.weightInternal=t,this.thickness=t,this.targetThickness=t,this.maxWeight=t+10}get mode(){return this.modeInternal}set mode(t){if("string"!=typeof t)throw new Error("wrong argument type");switch(t){case p:this.modeInternal=p,this.context.globalCompositeOperation="destination-out";break;case g:this.modeInternal=g,this.context.globalCompositeOperation="source-over";break;case m:this.modeInternal=m;break;default:this.modeInternal=d,this.context.globalCompositeOperation="source-over"}}get currentStroke(){return{points:this.strokeMemory.slice(),mode:this.mode,weight:this.weight,smoothing:this.smoothing,color:this.color,adaptiveStroke:this.adaptiveStroke}}isDirty(){return!!this.dirty}fireDirty(){this.dispatchEvent("dirty")}clear(){this.isDirty&&(this.dirty=!1,this.dispatchEvent("clean"),this.modeInternal===p?(this.modeInternal=d,this.context.clearRect(-10,-10,this.canvas.width+20,this.canvas.height+20),this.modeInternal=p):this.context.clearRect(-10,-10,this.canvas.width+20,this.canvas.height+20))}toImage(){return this.canvas.toDataURL()}fill(){const{mouse:t}=this,{context:e}=this,i=Array.from(e.getImageData(t.x,t.y,1,1).data);if(this.filling)this.fillStack.push([t.x,t.y,i]);else{const{x:e,y:s}=t;this.dispatchEvent("fillstart",{x:e,y:s}),this.filling=!0,setTimeout((()=>{this.floodFill(t.x,t.y,i)}),100)}}floodFill(t,e,i){const{context:s}=this,n=Math.floor(t),a=Math.floor(e),o=s.canvas.width,r=s.canvas.height,l=[[n,a]],h=(t=>{const e=t.match(/^#?([\da-f]{2})([\da-f]{2})([\da-f]{2})$/i);return[parseInt(e[1],16),parseInt(e[2],16),parseInt(e[3],16)]})(this.color),c=s.getImageData(0,0,s.canvas.width,s.canvas.height),d=Math.min(10*s.globalAlpha*255,255),p=((t,e,i,s,n,a)=>{const o=u(t,...n);return n=>{t[n]=e,t[n+1]=i,t[n+2]=s,t[n+3]=a,o(n+4)||(t[n+4]=.01*t[n+4]+.99*e,t[n+4+1]=.01*t[n+4+1]+.99*i,t[n+4+2]=.01*t[n+4+2]+.99*s,t[n+4+3]=.01*t[n+4+3]+.99*a),o(n-4)||(t[n-4]=.01*t[n-4]+.99*e,t[n-4+1]=.01*t[n-4+1]+.99*i,t[n-4+2]=.01*t[n-4+2]+.99*s,t[n-4+3]=.01*t[n-4+3]+.99*a)}})(c.data,...h,i,d),g=u(c.data,...i);if(u(c.data,...h,255)(4*(a*s.canvas.width+n)))return this.filling=!1,void this.dispatchEvent("fillend",{});for(;l.length;){const t=l.pop(),e=t[0];let i=t[1],s=4*(i*o+e);for(;i-- >=0&&g(s);)s-=4*o;s+=4*o,++i;let n=!1,a=!1;for(;i++<r-1&&g(s);)p(s),e>0&&(g(s-4)?n||(l.push([e-1,i]),n=!0):n&&(n=!1)),e<o-1&&(g(s+4)?a||(l.push([e+1,i]),a=!0):a&&(a=!1)),s+=4*o}s.putImageData(c,0,0),this.fillStack.length?this.floodFill(...this.fillStack.shift()):(this.filling=!1,this.dispatchEvent("fillend",{}))}}function y(t,e,a,o,r){this.generateActionList=function(){let t=[];return this.queryAll("slip-slip[enter-at]").forEach((e=>{t[e.getAttribute("enter-at")]=new y(e,"",[],o,{})})),t},this.addSubSlips=function(){return this.queryAll("slip-slip[enter-at]").forEach((t=>{this.setNthAction(t.getAttribute("enter-at"),new y(t,"",[],o,{}))})),[]};let l=a;this.setAction=t=>{l=t},this.getActionList=()=>{let t=[];for(let e=0;e<=this.getMaxNext();e++)this.pauseSlipList[e]instanceof y?t[e]=this.pauseSlipList[e]:"function"==typeof l[e]||l[e]instanceof y?t[e]=l[e]:t[e]=()=>{};return t},this.setNthAction=(t,e)=>{l[t]=e},this.getCurrentSubSlip=()=>l[this.getActionIndex()]instanceof y?l[this.getActionIndex()]:this.pauseSlipList[this.getActionIndex()]instanceof y&&this.pauseSlipList[this.getActionIndex()],this.nextStageNeedGoto=()=>!(l[this.getActionIndex()+1]instanceof y)&&(!(this.pauseSlipList[this.getActionIndex()+1]instanceof y)&&!(this.getActionIndex()>=this.getMaxNext())),this.getSubSlipList=function(){return this.getActionList().filter((t=>t instanceof y))};let h=-1;this.setActionIndex=t=>h=t,this.getActionIndex=()=>h,this.getMaxNext=()=>{if(this.maxNext)return this.maxNext;let t=l.length;["mk-visible-at","mk-hidden-at","mk-emphasize-at","mk-unemphasize-at","emphasize-at","chg-visib-at","up-at","down-at","center-at","static-at","exec-at","enter-at","focus-at","unfocus-at","figure-next-at","figure-previous-at"].forEach((e=>{this.queryAll("*["+e+"]").forEach((i=>{i.getAttribute(e).split(" ").forEach((e=>{t=Math.max(Math.abs(parseInt(e)),t)}))}))}));let e=this.queryAll("[pause], [step], [auto-enter], [immediate-enter]").map((t=>t.hasAttribute("pause")&&""!=t.getAttribute("pause")?parseInt(t.getAttribute("pause")):t.hasAttribute("step")&&""!=t.getAttribute("step")?parseInt(t.getAttribute("step")):1));return t=Math.max(t,e.reduce(((t,e)=>t+e),0)),this.maxNext=t,t},this.queryAll=t=>i(this.element,t),this.query=t=>"string"!=typeof t?t:this.queryAll(t)[0],this.findSubslipByID=t=>{let e=this.getSubSlipList().find((e=>e.name==t?1:e.findSubslipByID(t)));return!!e&&(e.name==t?e:e.findSubslipByID(t))},this.findSlipCoordinate=()=>{let t=c.getCoordinateInUniverse(this.element);return t.scale*=this.scale,t.y=t.y+.5*t.scale,t.x=t.centerX,t},this.updatePauseAncestors=()=>{this.queryAll(".pauseAncestor").forEach((t=>{t.classList.remove("pauseAncestor")}));let t=this.query("[pause]");for(;t&&"SLIP-SLIP"!=t.tagName;)t.classList.add("pauseAncestor"),t=t.parentElement},this.unpause=t=>{if(t.hasAttribute("static-at-unpause")&&(""==t.getAttribute("static-at-unpause")?this.makeStatic(t):t.getAttribute("static-at-unpause").split(" ").map((t=>{this.makeStatic("#"+t)}))),t.hasAttribute("unstatic-at-unpause")&&(""==t.getAttribute("unstatic-at-unpause")?this.makeUnStatic(t):t.getAttribute("unstatic-at-unpause").split(" ").map((t=>{this.makeUnStatic("#"+t)}))),t.hasAttribute("down-at-unpause")&&(""==t.getAttribute("down-at-unpause")?this.moveDownTo(t,1):this.moveDownTo("#"+t.getAttribute("down-at-unpause"),1)),t.hasAttribute("up-at-unpause")&&(""==t.getAttribute("up-at-unpause")?this.moveUpTo(t,1):this.moveUpTo("#"+t.getAttribute("up-at-unpause"),1)),t.hasAttribute("center-at-unpause")&&(""==t.getAttribute("center-at-unpause")?this.moveCenterTo(t,1):this.moveCenterTo("#"+t.getAttribute("center-at-unpause"),1)),t.hasAttribute("exec-at-unpause")&&(""==t.getAttribute("exec-at-unpause")?this.executeScript(t):t.getAttribute("exec-at-unpause").split(" ").map((t=>{this.executeScript("#"+t)}))),t.hasAttribute("reveal-at-unpause")&&(""==t.getAttribute("reveal-at-unpause")?this.reveal(t):t.getAttribute("reveal-at-unpause").split(" ").map((t=>{this.reveal("#"+t)}))),t.hasAttribute("hide-at-unpause")&&(""==t.getAttribute("hide-at-unpause")?this.hide(t):t.getAttribute("hide-at-unpause").split(" ").map((t=>{this.hide("#"+t)}))),t.hasAttribute("figure-set-at-unpause")){let[e,i]=t.getAttribute("figure-set-at-unpause").split(" ");this.query("#"+e).figureStep=i}t.hasAttribute("figure-next-at-unpause")&&t.getAttribute("figure-next-at-unpause").split(" ").map((t=>{this.query("#"+t).figureStep++})),t.hasAttribute("figure-previous-at-unpause")&&t.getAttribute("figure-previous-at-unpause").split(" ").map((t=>{this.query("#"+t).figureStep--})),t.hasAttribute("focus-at-unpause")&&(""==t.getAttribute("focus-at-unpause")?this.focus(t):this.focus("#"+t.getAttribute("focus-at-unpause"))),t.hasAttribute("emph-at-unpause")&&(""==t.getAttribute("emph-at-unpause")?this.makeEmph(t):t.getAttribute("emph-at-unpause").split(" ").map((t=>{this.makeEmph("#"+t)}))),t.hasAttribute("unemph-at-unpause")&&(""==t.getAttribute("unemph-at-unpause")?this.makeUnEmph(t):t.getAttribute("unemph-at-unpause").split(" ").map((t=>{this.makeUnEmph("#"+t)}))),t.hasAttribute("unfocus-at-unpause")&&(""==t.getAttribute("unfocus-at-unpause")?this.unfocus(t):this.unfocus("#"+t.getAttribute("unfocus-at-unpause")))},this.incrPause=()=>{let t=this.query('[pause], [auto-enter]:not([auto-enter="0"]), [immediate-enter]:not([immediate-enter="0"]), [step]');if(t){if(t.hasAttribute("step")){t.getAttribute("step")||t.setAttribute("step",1);let e=t.getAttribute("step");e<=1?(t.removeAttribute("step"),this.unpause(t)):t.setAttribute("step",e-1)}if(t.hasAttribute("auto-enter")&&(t.setAttribute("auto-enter",0),this.unpause(t)),t.hasAttribute("immediate-enter")&&(t.setAttribute("immediate-enter",0),this.unpause(t)),t.hasAttribute("pause")){t.getAttribute("pause")||t.setAttribute("pause",1);let e=t.getAttribute("pause");e<=1?(t.removeAttribute("pause"),this.unpause(t)):t.setAttribute("pause",e-1),this.updatePauseAncestors()}}},this.doAttributes=()=>{this.queryAll("*[mk-hidden-at]").forEach((t=>{t.getAttribute("mk-hidden-at").split(" ").map((t=>parseInt(t))).includes(h)&&(t.style.opacity="0")})),this.queryAll("*[mk-visible-at]").forEach((t=>{t.getAttribute("mk-visible-at").split(" ").map((t=>parseInt(t))).includes(h)&&(t.style.opacity="1")})),this.queryAll("*[mk-emphasize-at]").forEach((t=>{t.getAttribute("mk-emphasize-at").split(" ").map((t=>parseInt(t))).includes(h)&&t.classList.add("emphasize")})),this.queryAll("*[mk-unemphasize-at]").forEach((t=>{t.getAttribute("mk-unemphasize-at").split(" ").map((t=>parseInt(t))).includes(h)&&t.classList.remove("emphasize")})),this.queryAll("*[emphasize-at]").forEach((t=>{t.getAttribute("emphasize-at").split(" ").map((t=>parseInt(t))).includes(h)?t.classList.add("emphasize"):t.classList.remove("emphasize")})),this.queryAll("*[chg-visib-at]").forEach((t=>{let e=t.getAttribute("chg-visib-at").split(" ").map((t=>parseInt(t)));e.includes(h)&&(t.style.opacity="1"),e.includes(-h)&&(t.style.opacity="0")})),this.queryAll("*[static-at]").forEach((t=>{let e=t.getAttribute("static-at").split(" ").map((t=>parseInt(t)));h<0||(e.includes(-h)?this.makeUnStatic(t):e.includes(h)&&this.makeStatic(t))})),this.queryAll("*[down-at]").forEach((t=>{t.getAttribute("down-at").split(" ").map((t=>parseInt(t))).includes(h)&&this.moveDownTo(t,1)})),this.queryAll("*[up-at]").forEach((t=>{t.getAttribute("up-at").split(" ").map((t=>parseInt(t))).includes(h)&&this.moveUpTo(t,1)})),this.queryAll("*[center-at]").forEach((t=>{t.getAttribute("center-at").split(" ").map((t=>parseInt(t))).includes(h)&&this.moveCenterTo(t,1)})),this.queryAll("*[focus-at]").forEach((t=>{t.getAttribute("focus-at").split(" ").map((t=>parseInt(t))).includes(h)&&this.focus(t,1)})),this.queryAll("*[unfocus-at]").forEach((t=>{t.getAttribute("unfocus-at").split(" ").map((t=>parseInt(t))).includes(h)&&this.unfocus(t,1)})),this.queryAll("*[exec-at]").forEach((t=>{t.getAttribute("exec-at").split(" ").map((t=>parseInt(t))).includes(h)&&this.executeScript(t)})),this.queryAll("*[figure-next-at]").forEach((t=>{t.getAttribute("figure-next-at").split(" ").map((t=>parseInt(t))).includes(h)&&t.figureStep++})),this.queryAll("*[figure-previous-at]").forEach((t=>{t.getAttribute("figure-previous-at").split(" ").map((t=>parseInt(t))).includes(h)&&t.figureStep--}))},this.incrIndex=()=>{h+=1,this.doAttributes(),h>0&&this.incrPause(),this.updateToC()},this.next=function(){return!(h>=this.getMaxNext())&&(this.incrIndex(),"function"==typeof l[h]&&l[h](this),l[h]instanceof y?l[h]:!(this.pauseSlipList[h]instanceof y)||this.pauseSlipList[h])},this.previous=()=>{let t=this.getActionIndex();this.currentDelay,this.getEngine().setDoNotMove(!0);let e,i=this.element.className;if(this.doRefresh(),this.element.className=i,-1==t)return!1;for(;this.getActionIndex()<t-1;)e=this.next();return setTimeout((()=>{this.getEngine().setDoNotMove(!1)}),0),e},this.setTocElem=t=>{this.tocElem=t},this.updateToC=()=>{if(!this.tocElem)return;let t;for(this.ToCList||(this.ToCList=i(this.tocElem,"li","li")),t=0;t<this.getActionIndex();t++)this.ToCList[t].classList.remove("before","after","current"),this.ToCList[t].classList.add("before");for(t<=this.getActionIndex()&&(this.ToCList[t].classList.remove("before","after","current"),this.ToCList[t].classList.add("current"),t++);t<=this.getMaxNext();t++)this.ToCList[t].classList.remove("before","after","current"),this.ToCList[t].classList.add("after")},this.firstVisit=()=>{this.updateToC(),r.firstVisit&&r.firstVisit(this)},this.init=()=>{this.queryAll("*[chg-visib-at]").forEach((t=>{t.style.opacity="0"})),this.updatePauseAncestors(),r.init&&r.init(this)},this.refresh=()=>{l[h]instanceof y?l[h].refresh():this.doRefresh()},this.refreshAll=()=>{l.filter((t=>t instanceof y)).forEach((t=>{t.refreshAll()})),this.pauseSlipList.filter((t=>t instanceof y)).forEach((t=>{t.refreshAll()})),this.doRefresh()},this.doRefresh=()=>{this.setActionIndex(-1);let t=i(this.element,"slip-slip"),e=d.cloneNode(!0);n(e,t,this.sketchpadCanvas,this.sketchpadCanvasHighlight,this.element),this.element=e,this.init(),this.firstVisit(),delete this.currentX,delete this.currentY,delete this.currentDelay,this.getEngine().gotoSlip(this),setTimeout((()=>{this.reObserve()}),0)},this.reObserve=()=>{},this.makeUnStatic=(t,e,i)=>{let s=this.query(t);s.style.position="absolute",s.style.visibility="hidden"},this.makeStatic=t=>{let e=this.query(t);e.style.position="static",e.style.visibility="visible"},this.makeEmph=t=>{this.query(t).classList.add("emphasize")},this.makeUnEmph=t=>{this.query(t).classList.remove("emphasize")},this.unfocus=t=>{this.getEngine().gotoSlip(this,{delay:1})},this.focus=t=>{let e=this.query(t);this.getEngine().moveToElement(e,{})},this.executeScript=t=>{let e;e="string"==typeof t?this.query(t):t,new Function("slip",e.innerHTML)(this)},this.moveUpTo=(t,e,i)=>{setTimeout((()=>{let s;s="string"==typeof t?this.query(t):t,void 0===i&&(i=.0125);let n=this.findSlipCoordinate(),a=(s.offsetTop/1080-i)*n.scale;this.moveWindow(n.x,n.y+a,n.scale,this.rotate,e)}),0)},this.moveDownTo=(t,e,i)=>{setTimeout((()=>{let s;s="string"==typeof t?this.query(t):t,void 0===i&&(i=.0125);let n=this.findSlipCoordinate(),a=((s.offsetTop+s.offsetHeight)/1080-1+i)*n.scale;this.moveWindow(n.x,n.y+a,n.scale,this.rotate,e)}),0)},this.moveCenterTo=(t,e,i)=>{setTimeout((()=>{let s;s="string"==typeof t?this.query(t):t,void 0===i&&(i=0);let n=this.findSlipCoordinate(),a=((s.offsetTop+s.offsetHeight/2)/1080-.5+i)*n.scale;this.moveWindow(n.x,n.y+a,n.scale,this.rotate,e)}),0)},this.restoreWindow=()=>{this.getEngine},this.moveWindow=(t,e,i,s,n)=>{this.currentX=t,this.currentY=e,this.currentScale=i,this.currentDelay=n,this.getEngine().moveWindow(t,e,i,s,n)},this.reveal=t=>{let e;e="string"==typeof t?this.query(t):t,e.style.opacity="1"},this.revealAll=t=>{this.queryAll(t).forEach((t=>{t.style.opacity="1"}))},this.hide=t=>{this.query(t).style.opacity="0"},this.hideAll=t=>{this.queryAll(t).forEach((t=>{t.style.opacity="0"}))},this.tool="no-tool",this.getTool=t=>this.tool,this.setTool=t=>{if("clear-all"==t)return this.sketchpad.clear(),void 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