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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
parentd3084959d3626234a508b59b314cfa32d3350fa4 (diff)
Add rag
Diffstat
-rw-r--r--content/projects/retrieval-augmented-generation.md26
-rw-r--r--static/rag.html1839
2 files changed, 1865 insertions, 0 deletions
diff --git a/content/projects/retrieval-augmented-generation.md b/content/projects/retrieval-augmented-generation.md
new file mode 100644
index 0000000..17d1358
--- /dev/null
+++ b/content/projects/retrieval-augmented-generation.md
@@ -0,0 +1,26 @@
+---
+title: "Retrieval Augmented Generation"
+date: 2024-04-26 00:36
+tags:
+ [
+ "deep learning",
+ "retrieval augmented generation",
+ "vector database",
+ "ollama",
+ "llm",
+ ]
+draft: false
+---
+
+I implemented a retrieval augmented generation (RAG)
+[program](https://github.com/aktersnurra/rag) for fun with the goal of being able to
+search my personal library. My focus was to make this run locally with only open
+source models. This was achieved with `ollama` and `sentence-transformers` for
+downloading and running these models locally. However, the project was expanded to
+integrate with cohere and its rerank and command-r+ models, since I was curious about
+the command-r+ performance. These models can be downloaded and run locally, but it took
+ages for my computer to generate any output, since the command-r+ is huge.
+
+
+Here is a [presentation](/rag.html) that gives a brief overview of what a RAG system
+is, and how it can be improved with reranking.
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" />
+
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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 06:25:28 +0000