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authorGustaf Rydholm <gustaf.rydholm@gmail.com>2024-04-26 00:50:47 +0200
committerGustaf Rydholm <gustaf.rydholm@gmail.com>2024-04-26 00:50:47 +0200
commitee4384cec384f10fe3118c829c6b27e4c117d08f (patch)
treed7421a7573f89157cbd4be39ac8c21602d515c97 /static
parentd3084959d3626234a508b59b314cfa32d3350fa4 (diff)
Add rag
Diffstat (limited to 'static')
-rw-r--r--static/rag.html1839
1 files changed, 1839 insertions, 0 deletions
diff --git a/static/rag.html b/static/rag.html
new file mode 100644
index 0000000..8294f1f
--- /dev/null
+++ b/static/rag.html
@@ -0,0 +1,1839 @@
+
+<!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;
+}
+.active-true-slip.highlighting > * > * > .sketchpad.sketchpad-highlighting {
+ pointer-events: initial;
+}
+
+.slip-writing-toolbar:hover, .slip-writing-toolbar.active {
+ width: 32px;
+ height: 640px;
+ /* height: 32px; */
+}
+.slip-writing-toolbar {
+ background-color: white;
+ overflow: hidden;
+ transition: width 0.5s, height 0.5s;
+ /* transition: height 1s; */
+ display: flex;
+ flex-direction: column;
+ position: fixed;
+ /* top: 0; */
+ left: 0;
+ /* height:8px; */
+ width:32px;
+ height:32px;
+ z-index: 10;
+ border-radius: 0px 0px 16px 16px;
+}
+
+.slip-writing-toolbar > * {
+ display: flex;
+ flex-direction: column;
+ margin-bottom: 10px;
+ /* margin-left: 10px; */
+}
+/* .slip-writing-toolbar > .slip-toolbar-color { */
+/* display: flex; */
+
+/* } */
+/* .slip-writing-toolbar > .slip-toolbar-tool { */
+/* display: flex; */
+
+/* } */
+.slip-writing-toolbar > * > * {
+ width: 30px;
+ height: 30px;
+ border: 1px solid black;
+ border-radius: 30px;
+ transition: border-radius 0.5s;
+}
+/* .slip-writing-toolbar > .slip-toolbar-color > * { */
+/* width: 40px; */
+/* height: 40px; */
+/* border: 1px solid black; */
+/* border-radius: 80px; */
+/* } */
+/* .slip-writing-toolbar > .slip-toolbar-tool > * { */
+/* width: 40px; */
+/* height: 40px; */
+/* border: 1px solid black; */
+/* border-radius: 80px; */
+/* } */
+.slip-writing-toolbar > .slip-toolbar-color > .slip-toolbar-red {
+ background-color: red;
+}
+.slip-writing-toolbar > .slip-toolbar-color > .slip-toolbar-black {
+ background-color: black;
+}
+.slip-writing-toolbar > .slip-toolbar-color > .slip-toolbar-blue {
+ background-color: blue;
+}
+.slip-writing-toolbar > .slip-toolbar-color > .slip-toolbar-green {
+ background-color: green;
+}
+.slip-writing-toolbar > .slip-toolbar-color > .slip-toolbar-yellow {
+ background-color: yellow;
+}
+.slip-writing-toolbar > .slip-toolbar-tool {
+
+}
+.slip-writing-toolbar > * > * {
+ display: flex;
+ justify-content: center;
+ align-items: center;
+}
+/* .slip-writing-toolbar > .slip-toolbar-tool > .slip-toolbar-highlighter { */
+/* background: url('highlighter.svg') no-repeat center center / 70%; */
+/* } */
+/* .slip-writing-toolbar > .slip-toolbar-tool > .slip-toolbar-pen { */
+/* background: url('https://api.iconify.design/cil:pencil.svg') no-repeat center center / 70%; */
+/* } */
+/* .slip-writing-toolbar > .slip-toolbar-tool > .slip-toolbar-eraser { */
+/* background: url('https://api.iconify.design/cil:eraser.svg') no-repeat center center / 70%; */
+/* } */
+.slip-writing-toolbar > .slip-toolbar-width > * > * {
+ width: 14px;
+ border-radius: 16px;
+}
+
+.slip-writing-toolbar > .slip-toolbar-width > .slip-toolbar-small > * {
+ border: 1px solid black;
+}
+.slip-writing-toolbar > .slip-toolbar-width > .slip-toolbar-medium > * {
+ border: 2px solid black;
+}
+.slip-writing-toolbar > .slip-toolbar-width > .slip-toolbar-large > * {
+ border: 4px solid black;
+}
+.slip-writing-toolbar > .slip-toolbar-tool.drawing > .slip-toolbar-pen,
+.slip-writing-toolbar > .slip-toolbar-tool.drawing-erase > .slip-toolbar-pen,
+.slip-writing-toolbar > .slip-toolbar-tool.drawing-erase > .slip-toolbar-eraser,
+.slip-writing-toolbar > .slip-toolbar-tool.highlighting-erase > .slip-toolbar-eraser,
+.slip-writing-toolbar > .slip-toolbar-tool.highlighting-erase > .slip-toolbar-highlighter,
+.slip-writing-toolbar > .slip-toolbar-tool.no-tool > .slip-toolbar-cursor,
+.slip-writing-toolbar > .slip-toolbar-tool.highlighting > .slip-toolbar-highlighter,
+.slip-writing-toolbar > .slip-toolbar-width.small > .slip-toolbar-small,
+.slip-writing-toolbar > .slip-toolbar-width.medium > .slip-toolbar-medium,
+.slip-writing-toolbar > .slip-toolbar-width.large > .slip-toolbar-large
+
+{
+ background-color: lightsteelblue;
+ border-radius: 5px;
+}
+
+.slip-writing-toolbar > .slip-toolbar-color.black > .slip-toolbar-black,
+.slip-writing-toolbar > .slip-toolbar-color.blue > .slip-toolbar-blue,
+.slip-writing-toolbar > .slip-toolbar-color.red > .slip-toolbar-red,
+.slip-writing-toolbar > .slip-toolbar-color.green > .slip-toolbar-green,
+.slip-writing-toolbar > .slip-toolbar-color.yellow > .slip-toolbar-yellow
+{
+ height: 25px;
+ width: 25px;
+ border: 3px solid steelblue;
+ border-radius: 5px;
+}
+</style>
+ <style>/*************************************/
+/* Blocks */
+/*************************************/
+
+.block, .theorem, .lemma, .definition, .example, .my-theorem, .corollary, .remark {
+ display: block;
+ margin-top: 20px;
+ margin-bottom: 40px;
+ padding: 30px;
+ border-radius: 10px;
+ -webkit-box-shadow: 5px 5px 18px 5px rgba(0,0,0,0.42);
+ box-shadow: 5px 5px 18px 5px rgba(0,0,0,0.42);
+ background-color:white;
+}
+.block:before, .theorem:before, .lemma:before, .definition:before, .example:before, .my-theorem:before, .corollary:before, .remark:before {
+ font-weight: bold;
+ display: block;
+ margin-top: -30px;
+ margin-left: -30px;
+ border-radius: 5px 5px 0 0;
+ margin-right: -30px;
+ margin-bottom: 15px;
+ padding: 6px;
+ padding-left: 30px;
+ color: white;
+ font-style: normal;
+}
+.block[title]:before {
+ content: "" attr(title) "";
+ background-color: darkgrey;
+}
+
+
+/*************************************/
+/* Theorems */
+/*************************************/
+
+.theorem {
+ font-style: italic;
+ background-color: lightpink;
+ border: 1px solid darkred;
+}
+.theorem:before {
+ text-align:left;
+ content: "Theorem";
+ background-color: darkred;
+}
+.theorem[title]:before {
+ content: "Theorem (" attr(title) ") ";
+}
+
+/*************************************/
+/* Theorems */
+/*************************************/
+
+.my-theorem {
+ font-style: italic;
+ background-color: lightgoldenrodyellow;
+ border: 1px solid darkgoldenrod;
+}
+.my-theorem:before {
+ text-align:left;
+ content: "Theorem";
+ background-color: darkgoldenrod;
+}
+.my-theorem[title]:before {
+ content: "Theorem (" attr(title) ") ";
+}
+
+/*************************************/
+/* Lemmas */
+/*************************************/
+
+.lemma {
+ font-style: italic;
+ background-color: lightgray;
+ border: 1px solid darkgray;
+}
+.lemma:before {
+ content: "Lemma";
+ background-color: darkgray;
+}
+.lemma[title]:before {
+ content: "Lemma (" attr(title) ") ";
+}
+
+/*************************************/
+/* Proof */
+/*************************************/
+
+.proof {
+ display: block;
+ margin: 12px 0;
+ font-style: normal;
+}
+.proof:before {
+ content: "Proof.";
+ font-style: italic;
+ margin-right: 1ch;
+}
+.proof:after {
+ content: "\25FC";
+ float:right;
+}
+
+/*************************************/
+/* Definitions */
+/*************************************/
+
+.definition {
+ font-style: normal;
+ background-color: lightblue;
+ border: 1px solid darkblue;
+}
+.definition:before {
+ content: "Definition.";
+ background-color: darkblue;
+}
+.definition[title]:before {
+ content: "Definition (" attr(title) ") ";
+}
+
+/*************************************/
+/* Examples */
+/*************************************/
+
+.example {
+ font-style: normal;
+ background-color: lightgreen;
+ border: 1px solid darkgreen;
+}
+.example:before {
+ content: "Example.";
+ background-color: darkgreen;
+}
+.example[title]:before {
+ content: "Example (" attr(title) ") ";
+}
+
+
+/*************************************/
+/* Remark */
+/*************************************/
+
+.remark {
+ font-style: normal;
+ background-color: lightgreen;
+ border: 1px solid darkgreen;
+}
+.remark:before {
+ content: "Remark.";
+ background-color: darkgreen;
+}
+.remark[title]:before {
+ content: "Remark (" attr(title) ") ";
+}
+
+/*************************************/
+/* Corollary */
+/*************************************/
+
+.corollary {
+ font-style: normal;
+ background-color: lightyellow;
+ border: 1px solid #CCCC00;
+}
+.corollary:before {
+ content: "Corollary.";
+ background-color: #CCCC00;
+}
+.corollary[title]:before {
+ content: "Corollary (" attr(title) ") ";
+}
+</style>
+ <style>/*!
+ Theme: Default
+ Description: Original highlight.js style
+ Author: (c) Ivan Sagalaev <maniac@softwaremaniacs.org>
+ Maintainer: @highlightjs/core-team
+ Website: https://highlightjs.org/
+ License: see project LICENSE
+ Touched: 2021
+*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#f3f3f3;color:#444}.hljs-comment{color:#697070}.hljs-punctuation,.hljs-tag{color:#444a}.hljs-tag .hljs-attr,.hljs-tag .hljs-name{color:#444}.hljs-attribute,.hljs-doctag,.hljs-keyword,.hljs-meta .hljs-keyword,.hljs-name,.hljs-selector-tag{font-weight:700}.hljs-deletion,.hljs-number,.hljs-quote,.hljs-selector-class,.hljs-selector-id,.hljs-string,.hljs-template-tag,.hljs-type{color:#800}.hljs-section,.hljs-title{color:#800;font-weight:700}.hljs-link,.hljs-operator,.hljs-regexp,.hljs-selector-attr,.hljs-selector-pseudo,.hljs-symbol,.hljs-template-variable,.hljs-variable{color:#ab5656}.hljs-literal{color:#695}.hljs-addition,.hljs-built_in,.hljs-bullet,.hljs-code{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:700}</style>
+ <script>/*!
+ Highlight.js v11.9.0 (git: f47103d4f1)
+ (c) 2006-2023 undefined and other contributors
+ License: BSD-3-Clause
+ */
+var hljs=function(){"use strict";function e(n){
+return n instanceof Map?n.clear=n.delete=n.set=()=>{
+throw Error("map is read-only")}:n instanceof Set&&(n.add=n.clear=n.delete=()=>{
+throw Error("set is read-only")
+}),Object.freeze(n),Object.getOwnPropertyNames(n).forEach((t=>{
+const a=n[t],i=typeof a;"object"!==i&&"function"!==i||Object.isFrozen(a)||e(a)
+})),n}class n{constructor(e){
+void 0===e.data&&(e.data={}),this.data=e.data,this.isMatchIgnored=!1}
+ignoreMatch(){this.isMatchIgnored=!0}}function t(e){
+return e.replace(/&/g,"&amp;").replace(/</g,"&lt;").replace(/>/g,"&gt;").replace(/"/g,"&quot;").replace(/'/g,"&#x27;")
+}function a(e,...n){const t=Object.create(null);for(const n in e)t[n]=e[n]
+;return n.forEach((e=>{for(const n in e)t[n]=e[n]})),t}const i=e=>!!e.scope
+;class r{constructor(e,n){
+this.buffer="",this.classPrefix=n.classPrefix,e.walk(this)}addText(e){
+this.buffer+=t(e)}openNode(e){if(!i(e))return;const n=((e,{prefix:n})=>{
+if(e.startsWith("language:"))return e.replace("language:","language-")
+;if(e.includes(".")){const t=e.split(".")
+;return[`${n}${t.shift()}`,...t.map(((e,n)=>`${e}${"_".repeat(n+1)}`))].join(" ")
+}return`${n}${e}`})(e.scope,{prefix:this.classPrefix});this.span(n)}
+closeNode(e){i(e)&&(this.buffer+="</span>")}value(){return this.buffer}span(e){
+this.buffer+=`<span class="${e}">`}}const s=(e={})=>{const n={children:[]}
+;return Object.assign(n,e),n};class o{constructor(){
+this.rootNode=s(),this.stack=[this.rootNode]}get top(){
+return this.stack[this.stack.length-1]}get root(){return this.rootNode}add(e){
+this.top.children.push(e)}openNode(e){const n=s({scope:e})
+;this.add(n),this.stack.push(n)}closeNode(){
+if(this.stack.length>1)return this.stack.pop()}closeAllNodes(){
+for(;this.closeNode(););}toJSON(){return JSON.stringify(this.rootNode,null,4)}
+walk(e){return this.constructor._walk(e,this.rootNode)}static _walk(e,n){
+return"string"==typeof n?e.addText(n):n.children&&(e.openNode(n),
+n.children.forEach((n=>this._walk(e,n))),e.closeNode(n)),e}static _collapse(e){
+"string"!=typeof e&&e.children&&(e.children.every((e=>"string"==typeof e))?e.children=[e.children.join("")]:e.children.forEach((e=>{
+o._collapse(e)})))}}class l extends o{constructor(e){super(),this.options=e}
+addText(e){""!==e&&this.add(e)}startScope(e){this.openNode(e)}endScope(){
+this.closeNode()}__addSublanguage(e,n){const t=e.root
+;n&&(t.scope="language:"+n),this.add(t)}toHTML(){
+return new r(this,this.options).value()}finalize(){
+return this.closeAllNodes(),!0}}function c(e){
+return e?"string"==typeof e?e:e.source:null}function d(e){return b("(?=",e,")")}
+function g(e){return b("(?:",e,")*")}function u(e){return b("(?:",e,")?")}
+function b(...e){return e.map((e=>c(e))).join("")}function m(...e){const n=(e=>{
+const n=e[e.length-1]
+;return"object"==typeof n&&n.constructor===Object?(e.splice(e.length-1,1),n):{}
+})(e);return"("+(n.capture?"":"?:")+e.map((e=>c(e))).join("|")+")"}
+function p(e){return RegExp(e.toString()+"|").exec("").length-1}
+const _=/\[(?:[^\\\]]|\\.)*\]|\(\??|\\([1-9][0-9]*)|\\./
+;function h(e,{joinWith:n}){let t=0;return e.map((e=>{t+=1;const n=t
+;let a=c(e),i="";for(;a.length>0;){const e=_.exec(a);if(!e){i+=a;break}
+i+=a.substring(0,e.index),
+a=a.substring(e.index+e[0].length),"\\"===e[0][0]&&e[1]?i+="\\"+(Number(e[1])+n):(i+=e[0],
+"("===e[0]&&t++)}return i})).map((e=>`(${e})`)).join(n)}
+const f="[a-zA-Z]\\w*",E="[a-zA-Z_]\\w*",y="\\b\\d+(\\.\\d+)?",N="(-?)(\\b0[xX][a-fA-F0-9]+|(\\b\\d+(\\.\\d*)?|\\.\\d+)([eE][-+]?\\d+)?)",w="\\b(0b[01]+)",v={
+begin:"\\\\[\\s\\S]",relevance:0},O={scope:"string",begin:"'",end:"'",
+illegal:"\\n",contains:[v]},k={scope:"string",begin:'"',end:'"',illegal:"\\n",
+contains:[v]},x=(e,n,t={})=>{const i=a({scope:"comment",begin:e,end:n,
+contains:[]},t);i.contains.push({scope:"doctag",
+begin:"[ ]*(?=(TODO|FIXME|NOTE|BUG|OPTIMIZE|HACK|XXX):)",
+end:/(TODO|FIXME|NOTE|BUG|OPTIMIZE|HACK|XXX):/,excludeBegin:!0,relevance:0})
+;const r=m("I","a","is","so","us","to","at","if","in","it","on",/[A-Za-z]+['](d|ve|re|ll|t|s|n)/,/[A-Za-z]+[-][a-z]+/,/[A-Za-z][a-z]{2,}/)
+;return i.contains.push({begin:b(/[ ]+/,"(",r,/[.]?[:]?([.][ ]|[ ])/,"){3}")}),i
+},M=x("//","$"),S=x("/\\*","\\*/"),A=x("#","$");var C=Object.freeze({
+__proto__:null,APOS_STRING_MODE:O,BACKSLASH_ESCAPE:v,BINARY_NUMBER_MODE:{
+scope:"number",begin:w,relevance:0},BINARY_NUMBER_RE:w,COMMENT:x,
+C_BLOCK_COMMENT_MODE:S,C_LINE_COMMENT_MODE:M,C_NUMBER_MODE:{scope:"number",
+begin:N,relevance:0},C_NUMBER_RE:N,END_SAME_AS_BEGIN:e=>Object.assign(e,{
+"on:begin":(e,n)=>{n.data._beginMatch=e[1]},"on:end":(e,n)=>{
+n.data._beginMatch!==e[1]&&n.ignoreMatch()}}),HASH_COMMENT_MODE:A,IDENT_RE:f,
+MATCH_NOTHING_RE:/\b\B/,METHOD_GUARD:{begin:"\\.\\s*"+E,relevance:0},
+NUMBER_MODE:{scope:"number",begin:y,relevance:0},NUMBER_RE:y,
+PHRASAL_WORDS_MODE:{
+begin:/\b(a|an|the|are|I'm|isn't|don't|doesn't|won't|but|just|should|pretty|simply|enough|gonna|going|wtf|so|such|will|you|your|they|like|more)\b/
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+ </head>
+ <body>
+
+ <!-- This is the presentation -->
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+ <slip-slip immediate-enter>
+ <slip-body>
+ <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>
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+<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">
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+<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>
+<center>
+ <img src="https://qdrant.tech/articles_data/what-is-rag-in-ai/rag-system.jpg" alt="image" width="1024" height="auto">
+</center>
+<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>
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+</div>
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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(" 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").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(" 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").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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i=e.firstChild,s=document.createElement("canvas");s.classList.add("sketchpad","drawing"),s.style.opacity="1",t.sketchpadCanvas=s;let n,a=t.queryAll(".sketchpad");console.log("replacing",a[0],"with",s),a[0].replaceWith(s),t.sketchpad?n=t.sketchpad:(console.log("new sketchpad"),n=new v(s)),n.smoothing=.2,n.color="blue",t.sketchpad=n;let o=document.createElement("canvas");o.classList.add("sketchpad","sketchpad-highlighting"),o.style.opacity="0.5",t.sketchpadCanvasHighlight=o,a[1].replaceWith(o),t.sketchpadHighlight=new v(o),t.sketchpadHighlight.color="yellow",t.sketchpadHighlight.weight=30,t.sketchpadHighlight.smoothing=.2,t.resizeObserver=new 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e=document.createElement("canvas");e.classList.add("sketchpad","sketchpad-highlighting"),u.sketchpadCanvasHighlight=e,p&&p.firstChild&&p.firstChild.firstChild?p.firstChild.firstChild.appendChild(e):p.appendChild(e),setTimeout((function(){u.reloadCanvas()}),0)}),0),this.name="string"==typeof t?t:t.id,"string"==typeof e?this.fullName=e:this.element.hasAttribute("toc-title")?this.fullName=this.element.getAttribute("toc-title"):this.fullName=this.name,"undefined"!=typeof MathJax?MathJax.startup.promise.then((()=>{setTimeout((()=>{d=s(this.element)}),0)})):setTimeout((()=>{d=s(this.element)}),0),this.getCloned=()=>d,this.setCloned=t=>d=t;let g=this.findSlipCoordinate();this.x=g.x,this.y=g.y,this.init(this,c),this.addSubSlips(),this.generatePauseFlowSlipList=function(){let t=[],e=this.queryAll("[pause], [step], [auto-enter], [immediate-enter]"),i=1;return e.forEach((e=>{if(e.hasAttribute("auto-enter")&&(t[i]=new 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generated by cgit v1.2.3-70-g09d2 (git 2.46.0) at 2024-12-25 06:44:10 +0000