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Map,this.checkUpdateFailed=function(){i.isUpdating&&(i.isUpdating=!1,i.clearAllSnapshots())},this.updateProjection=function(){i.nodes.forEach(ir),i.nodes.forEach(ar)},this.hasProjected=!1,this.isVisible=!0,this.animationProgress=0,this.sharedNodes=new Map,this.id=e,this.latestValues=t,this.root=o?o.root||o:this,this.path=o?(0,r.ev)((0,r.ev)([],(0,r.CR)(o.path),!1),[o],!1):[],this.parent=o,this.depth=o?o.depth+1:0,e&&this.root.registerPotentialNode(e,this);for(var a=0;a<this.path.length;a++)this.path[a].shouldResetTransform=!0;this.root===this&&(this.nodes=new qn)}return e.prototype.addEventListener=function(e,t){return this.eventHandlers.has(e)||this.eventHandlers.set(e,new I),this.eventHandlers.get(e).add(t)},e.prototype.notifyListeners=function(e){for(var t=[],n=1;n<arguments.length;n++)t[n-1]=arguments[n];var o=this.eventHandlers.get(e);null===o||void 0===o||o.notify.apply(o,(0,r.ev)([],(0,r.CR)(t),!1))},e.prototype.hasListeners=function(e){return this.eventHandlers.has(e)},e.prototype.registerPotentialNode=function(e,t){this.potentialNodes.set(e,t)},e.prototype.mount=function(e,n){var o,i=this;if(void 0===n&&(n=!1),!this.instance){this.isSVG=e instanceof SVGElement&&"svg"!==e.tagName,this.instance=e;var a=this.options,s=a.layoutId,l=a.layout,c=a.visualElement;if(c&&!c.getInstance()&&c.mount(e),this.root.nodes.add(this),null===(o=this.parent)||void 0===o||o.children.add(this),this.id&&this.root.potentialNodes.delete(this.id),n&&(l||s)&&(this.isLayoutDirty=!0),t){var u,d=function(){return i.root.updateBlockedByResize=!1};t(e,(function(){i.root.updateBlockedByResize=!0,clearTimeout(u),u=window.setTimeout(d,250),$n.hasAnimatedSinceResize&&($n.hasAnimatedSinceResize=!1,i.nodes.forEach(or))}))}s&&this.root.registerSharedNode(s,this),!1!==this.options.animate&&c&&(s||l)&&this.addEventListener("didUpdate",(function(e){var t,n,o,a,s,l=e.delta,u=e.hasLayoutChanged,d=e.hasRelativeTargetChanged,p=e.layout;if(i.isTreeAnimationBlocked())return i.target=void 0,void(i.relativeTarget=void 0);var h=null!==(n=null!==(t=i.options.transition)&&void 0!==t?t:c.getDefaultTransition())&&void 0!==n?n:pr,f=c.getProps(),m=f.onLayoutAnimationStart,v=f.onLayoutAnimationComplete,g=!i.targetLayout||!Fn(i.targetLayout,p)||d,y=!u&&d;if((null===(o=i.resumeFrom)||void 0===o?void 0:o.instance)||y||u&&(g||!i.currentAnimation)){i.resumeFrom&&(i.resumingFrom=i.resumeFrom,i.resumingFrom.resumingFrom=void 0),i.setAnimationOrigin(l,y);var x=(0,r.pi)((0,r.pi)({},Wt(h,"layout")),{onPlay:m,onComplete:v});c.shouldReduceMotion&&(x.delay=0,x.type=!1),i.startAnimation(x)}else u||0!==i.animationProgress||i.finishAnimation(),i.isLead()&&(null===(s=(a=i.options).onExitComplete)||void 0===s||s.call(a));i.targetLayout=p}))}},e.prototype.unmount=function(){var e,t;this.options.layoutId&&this.willUpdate(),this.root.nodes.remove(this),null===(e=this.getStack())||void 0===e||e.remove(this),null===(t=this.parent)||void 0===t||t.children.delete(this),this.instance=void 0,P.qY.preRender(this.updateProjection)},e.prototype.blockUpdate=function(){this.updateManuallyBlocked=!0},e.prototype.unblockUpdate=function(){this.updateManuallyBlocked=!1},e.prototype.isUpdateBlocked=function(){return this.updateManuallyBlocked||this.updateBlockedByResize},e.prototype.isTreeAnimationBlocked=function(){var e;return this.isAnimationBlocked||(null===(e=this.parent)||void 0===e?void 0:e.isTreeAnimationBlocked())||!1}
1,e.prototype.startUpdate=function(){var e;this.isUpdateBlocked()||(this.isUpdating=!0,null===(e=this.nodes)||void 0===e||e.forEach(sr))},e.prototype.willUpdate=function(e){var t,n,r;if(void 0===e&&(e=!0),this.root.isUpdateBlocked())null===(n=(t=this.options).onExitComplete)||void 0===n||n.call(t);else if(!this.root.isUpdating&&this.root.startUpdate(),!this.isLayoutDirty){this.isLayoutDirty=!0;for(var o=0;o<this.path.length;o++){var i=this.path[o];i.shouldResetTransform=!0,i.updateScroll()}var a=this.options,s=a.layoutId,l=a.layout;if(void 0!==s||l){var c=null===(r=this.options.visualElement)||void 0===r?void 0:r.getProps().transformTemplate;this.prevTransformTemplateValue=null===c||void 0===c?void 0:c(this.latestValues,""),this.updateSnapshot(),e&&this.notifyListeners("willUpdate")}}},e.prototype.didUpdate=function(){if(this.isUpdateBlocked())return this.unblockUpdate(),this.clearAllSnapshots(),void this.nodes.forEach(nr);this.isUpdating&&(this.isUpdating=!1,this.potentialNodes.size&&(this.potentialNodes.forEach(hr),this.potentialNodes.clear()),this.nodes.forEach(rr),this.nodes.forEach(Qn),this.nodes.forEach(er),this.clearAllSnapshots(),P.iW.update(),P.iW.preRender(),P.iW.render())},e.prototype.clearAllSnapshots=function(){this.nodes.forEach(tr),this.sharedNodes.forEach(lr)},e.prototype.scheduleUpdateProjection=function(){P.ZP.preRender(this.updateProjection,!1,!0)},e.prototype.scheduleCheckAfterUnmount=function(){var e=this;P.ZP.postRender((function(){e.isLayoutDirty?e.root.didUpdate():e.root.checkUpdateFailed()}))},e.prototype.updateSnapshot=function(){if(!this.snapshot&&this.instance){var e=this.measure(),t=this.removeTransform(this.removeElementScroll(e));mr(t),this.snapshot={measured:e,layout:t,latestValues:{}}}},e.prototype.updateLayout=function(){var e;if(this.instance&&(this.updateScroll(),this.options.alwaysMeasureLayout&&this.isLead()||this.isLayoutDirty)){if(this.resumeFrom&&!this.resumeFrom.instance)for(var t=0;t<this.path.length;t++){this.path[t].updateScroll()}var n=this.measure();mr(n);var r=this.layout;this.layout={measured:n,actual:this.removeElementScroll(n)},this.layoutCorrected={x:{min:0,max:0},y:{min:0,max:0}},this.isLayoutDirty=!1,this.projectionDelta=void 0,this.notifyListeners("measure",this.layout.actual),null===(e=this.options.visualElement)||void 0===e||e.notifyLayoutMeasure(this.layout.actual,null===r||void 0===r?void 0:r.actual)}},e.prototype.updateScroll=function(){this.options.layoutScroll&&this.instance&&(this.isScrollRoot=i(this.instance),this.scroll=o(this.instance))},e.prototype.resetTransform=function(){var e;if(a){var t=this.isLayoutDirty||this.shouldResetTransform,n=this.projectionDelta&&!In(this.projectionDelta),r=null===(e=this.options.visualElement)||void 0===e?void 0:e.getProps().transformTemplate,o=null===r||void 0===r?void 0:r(this.latestValues,""),i=o!==this.prevTransformTemplateValue;t&&(n||sn(this.latestValues)||i)&&(a(this.instance,o),this.shouldResetTransform=!1,this.scheduleRender())}},e.prototype.measure=function(){var e=this.options.visualElement;if(!e)return{x:{min:0,max:0},y:{min:0,max:0}};var t=e.measureViewportBox(),n=this.root.scroll;return n&&(hn(t.x,n.x),hn(t.y,n.y)),t},e.prototype.removeElementScroll=function(e){var t={x:{min:0,max:0},y:{min:0,max:0}};rn(t,e);for(var n=0;n<this.path.length;n++){var r=this.path[n],o=r.scroll,i=r.options,a=r.isScrollRoot;if(r!==this.root&&o&&i.layoutScroll){if(a){rn(t,e);var s=this.root.scroll;s&&(hn(t.x,-s.x),hn(t.y,-s.y))}hn(t.x,o.x),hn(t.y,o.y)}}return t},e.prototype.applyTransform=function(e,t){void 0===t&&(t=!1);var n={x:{min:0,max:0},y:{min:0,max:0}};rn(n,e);for(var r=0;r<this.path.length;r++){var o=this.path[r];!t&&o.options.layoutScroll&&o.scroll&&o!==o.root&&gn(n,{x:-o.scroll.x,y:-o.scroll.y}),sn(o.latestValues)&&gn(n,o.latestValues)}return sn(this.latestValues)&&gn(n,this.latestValues),n},e.prototype.removeTransform=function(e){var t,n={x:{min:0,max:0},y:{min:0,max:0}};rn(n,e);for(var r=0;r<this.path.length;r++){var o=this.path[r];if(o.instance&&sn(o.latestValues)){an(o.latestValues)&&o.updateSnapshot();var i={x:{min:0,max:0},y:{min:0,max:0}};rn(i,o.measure()),Dn(n,o.latestValues,null===(t=o.snapshot)||void 0===t?void 0:t.layout,i)}}return sn(this.latestValues)&&Dn(n,this.latestValues),n},e.prototype.setTargetDelta=function(e){this.targetDelta=e,this.root.scheduleUpdateProjection()},e.prototype.setOptions=function(e){var t;this.options=(0,r.pi)((0,r.pi)((0,r.pi)({},this.options),e),{crossfade:null===(t=e.crossfade)||void 0===t||t})},e.prototype.clearMeasurements=function(){this.scroll=void 0,this.layout=void 0,this.snapshot=void 0,this.prevTransformTemplateValue=void 0,this.targetDelta=void 0,this.target=void 0,this.isLayoutDirty=!1},e.prototype.resolveTargetDelta=function(){var e,t,n,r,o=this.options,i=o.layout,a=o.layoutId;this.layout&&(i||a)&&(this.targetDelta||this.relativeTarget||(this.relativeParent=this.getClosestProjectingParent(),this.relativeParent&&this.relativeParent.layout&&(this.relativeTarget={x:{min:0,max:0},y:{min:0,max:0}},this.relativeTargetOrigin={x:{min:0,max:0},y:{min:0,max:0}},Tn(this.relativeTargetOrigin,this.layout.actual,this.relativeParent.layout.actual),rn(this.relativeTarget,this.relativeTargetOrigin))),(this.relativeTarget||this.targetDelta)&&(this.target||(this.target={x:{min:0,max:0},y:{min:0,max:0}},this.targetWithTransforms={x:{min:0,max:0},y:{min:0,max:0}}),this.relativeTarget&&this.relativeTargetOrigin&&(null===(e=this.relativeParent)||void 0===e?void 0:e.target)?(t=this.target,n=this.relativeTarget,r=this.relativeParent.target,kn(t.x,n.x,r.x),kn(t.y,n.y,r.y)):this.targetDelta?(Boolean(this.resumingFrom)?this.target=this.applyTransform(this.layout.actual):rn(this.target,this.layout.actual),pn(this.target,this.targetDelta)):rn(this.target,this.layout.actual),this.attemptToResolveRelativeTarget&&(this.attemptToResolveRelativeTarget=!1,this.relativeParent=this.getClosestProjectingParent(),this.relativeParent&&Boolean(this.relativeParent.resumingFrom)===Boolean(this.resumingFrom)&&!this.relativeParent.options.layoutScroll&&this.relativeParent.target&&(this.relativeTarget={x:{min:0,max:0},y:{min:0,max:0}},this.relativeTargetOrigin={x:{min:0,max:0},y:{min:0,max:0}},Tn(this.relativeTargetOrigin,this.target,this.relativeParent.target),rn(this.relativeTarget,this.relativeTargetOrigin)))))},e.prototype.getClosestProjectingParent=function(){if(this.parent&&!sn(this.parent.latestValues))return(this.parent.relativeTarget||this.parent.targetDelta)&&this.parent.layout?this.parent:this.parent.getClosestProjectingParent()},e.prototype.calcProjection=function(){var e,t=this.options,n=t.layout,r=t.layoutId;if(this.isTreeAnimating=Boolean((null===(e=this.parent)||void 0===e?void 0:e.isTreeAnimating)||this.currentAnimation||this.pendingAnimation),this.isTreeAnimating||(this.targetDelta=this.relativeTarget=void 0),this.layout&&(n||r)){var o=this.getLead();rn(this.layoutCorrected,this.layout.actual),function(e,t,n,r){var o,i;void 0===r&&(r=!1);var a=n.length;if(a){var s,l;t.x=t.y=1;for(var c=0;c<a;c++)l=(s=n[c]).projectionDelta,"contents"!==(null===(i=null===(o=s.instance)||void 0===o?void 0:o.style)||void 0===i?void 0:i.display)&&(r&&s.options.layoutScroll&&s.scroll&&s!==s.root&&gn(e,{x:-s.scroll.x,y:-s.scroll.y}),l&&(t.x*=l.x.scale,t.y*=l.y.scale,pn(e,l)),r&&sn(s.latestValues)&&gn(e,s.latestValues))}}(this.layoutCorrected,this.treeScale,this.path,Boolean(this.resumingFrom)||this!==o);var i=o.target;if(i){this.projectionDelta||(this.projectionDelta={x:{translate:0,scale:1,origin:0,originPoint:0},y:{translate:0,scale:1,origin:0,originPoint:0}},this.projectionDeltaWithTransform={x:{translate:0,scale:1,origin:0,originPoint:0},y:{translate:0,scale:1,origin:0,originPoint:0}});var a=this.treeScale.x,s=this.treeScale.y,l=this.projectionTransform;Sn(this.projectionDelta,this.layoutCorrected,i,this.latestValues),this.projectionTransform=Bn(this.projectionDelta,this.treeScale),this.projectionTransform===l&&this.treeScale.x===a&&this.treeScale.y===s||(this.hasProjected=!0,this.scheduleRender(),this.notifyListeners("projectionUpdate",i))}}},e.prototype.hide=function(){this.isVisible=!1},e.prototype.show=function(){this.isVisible=!0},e.prototype.scheduleRender=function(e){var t,n,r;void 0===e&&(e=!0),null===(n=(t=this.options).scheduleRender)||void 0===n||n.call(t),e&&(null===(r=this.getStack())||void 0===r||r.scheduleRender()),this.resumingFrom&&!this.resumingFrom.instance&&(this.resumingFrom=void 0)},e.prototype.setAnimationOrigin=function(e,t){var n,o=this;void 0===t&&(t=!1);var i=this.snapshot,a=(null===i||void 0===i?void 0:i.latestValues)||{},s=(0,r.pi)({},this.latestValues),l={x:{translate:0,scale:1,origin:0,originPoint:0},y:{translate:0,scale:1,origin:0,originPoint:0}};this.relativeTarget=this.relativeTargetOrigin=void 0,this.attemptToResolveRelativeTarget=!t;var c={x:{min:0,max:0},y:{min:0,max:0}}
1,u=null===i||void 0===i?void 0:i.isShared,d=((null===(n=this.getStack())||void 0===n?void 0:n.members.length)||0)<=1,p=Boolean(u&&!d&&!0===this.options.crossfade&&!this.path.some(dr));this.animationProgress=0,this.mixTargetDelta=function(t){var n,r,i,h,f,m=t/1e3;cr(l.x,e.x,m),cr(l.y,e.y,m),o.setTargetDelta(l),o.relativeTarget&&o.relativeTargetOrigin&&o.layout&&(null===(n=o.relativeParent)||void 0===n?void 0:n.layout)&&(Tn(c,o.layout.actual,o.relativeParent.layout.actual),r=o.relativeTarget,i=o.relativeTargetOrigin,h=c,f=m,ur(r.x,i.x,h.x,f),ur(r.y,i.y,h.y,f)),u&&(o.animationValues=s,function(e,t,n,r,o,i){var a,s,l,c;o?(e.opacity=A(0,null!==(a=n.opacity)&&void 0!==a?a:1,Qt(r)),e.opacityExit=A(null!==(s=t.opacity)&&void 0!==s?s:1,0,en(r))):i&&(e.opacity=A(null!==(l=t.opacity)&&void 0!==l?l:1,null!==(c=n.opacity)&&void 0!==c?c:1,r));for(var u=0;u<qt;u++){var d="border".concat(Yt[u],"Radius"),p=Jt(t,d),h=Jt(n,d);void 0===p&&void 0===h||(p||(p=0),h||(h=0),0===p||0===h||$t(p)===$t(h)?(e[d]=Math.max(A(Xt(p),Xt(h),r),0),(pe.test(h)||pe.test(p))&&(e[d]+="%")):e[d]=h)}(t.rotate||n.rotate)&&(e.rotate=A(t.rotate||0,n.rotate||0,r))}(s,a,o.latestValues,m,p,d)),o.root.scheduleUpdateProjection(),o.scheduleRender(),o.animationProgress=m},this.mixTargetDelta(0)},e.prototype.startAnimation=function(e){var t,n,o=this;this.notifyListeners("animationStart"),null===(t=this.currentAnimation)||void 0===t||t.stop(),this.resumingFrom&&(null===(n=this.resumingFrom.currentAnimation)||void 0===n||n.stop()),this.pendingAnimation&&(P.qY.update(this.pendingAnimation),this.pendingAnimation=void 0),this.pendingAnimation=P.ZP.update((function(){$n.hasAnimatedSinceResize=!0,o.currentAnimation=function(e,t,n){void 0===n&&(n={});var r=N(e)?e:L(e);return Kt("",r,t,n),{stop:function(){return r.stop()},isAnimating:function(){return r.isAnimating()}}}(0,1e3,(0,r.pi)((0,r.pi)({},e),{onUpdate:function(t){var n;o.mixTargetDelta(t),null===(n=e.onUpdate)||void 0===n||n.call(e,t)},onComplete:function(){var t;null===(t=e.onComplete)||void 0===t||t.call(e),o.completeAnimation()}})),o.resumingFrom&&(o.resumingFrom.currentAnimation=o.currentAnimation),o.pendingAnimation=void 0}))},e.prototype.completeAnimation=function(){var e;this.resumingFrom&&(this.resumingFrom.currentAnimation=void 0,this.resumingFrom.preserveOpacity=void 0),null===(e=this.getStack())||void 0===e||e.exitAnimationComplete(),this.resumingFrom=this.currentAnimation=this.animationValues=void 0,this.notifyListeners("animationComplete")},e.prototype.finishAnimation=function(){var e;this.currentAnimation&&(null===(e=this.mixTargetDelta)||void 0===e||e.call(this,1e3),this.currentAnimation.stop()),this.completeAnimation()},e.prototype.applyTransformsToTarget=function(){var e=this.getLead(),t=e.targetWithTransforms,n=e.target,r=e.layout,o=e.latestValues;t&&n&&r&&(rn(t,n),gn(t,o),Sn(this.projectionDeltaWithTransform,this.layoutCorrected,t,o))},e.prototype.registerSharedNode=function(e,t){var n,r,o;this.sharedNodes.has(e)||this.sharedNodes.set(e,new Ln),this.sharedNodes.get(e).add(t),t.promote({transition:null===(n=t.options.initialPromotionConfig)||void 0===n?void 0:n.transition,preserveFollowOpacity:null===(o=null===(r=t.options.initialPromotionConfig)||void 0===r?void 0:r.shouldPreserveFollowOpacity)||void 0===o?void 0:o.call(r,t)})},e.prototype.isLead=function(){var e=this.getStack();return!e||e.lead===this},e.prototype.getLead=function(){var e;return this.options.layoutId&&(null===(e=this.getStack())||void 0===e?void 0:e.lead)||this},e.prototype.getPrevLead=function(){var e;return this.options.layoutId?null===(e=this.getStack())||void 0===e?void 0:e.prevLead:void 0},e.prototype.getStack=function(){var e=this.options.layoutId;if(e)return this.root.sharedNodes.get(e)},e.prototype.promote=function(e){var t=void 0===e?{}:e,n=t.needsReset,r=t.transition,o=t.preserveFollowOpacity,i=this.getStack();i&&i.promote(this,o),n&&(this.projectionDelta=void 0,this.needsReset=!0),r&&this.setOptions({transition:r})},e.prototype.relegate=function(){var e=this.getStack();return!!e&&e.relegate(this)},e.prototype.resetRotation=function(){var e=this.options.visualElement;if(e){for(var t=!1,n={},r=0;r<zn.length;r++){var o="rotate"+zn[r];e.getStaticValue(o)&&(t=!0,n[o]=e.getStaticValue(o),e.setStaticValue(o,0))}if(t){for(var o in null===e||void 0===e||e.syncRender(),n)e.setStaticValue(o,n[o]);e.scheduleRender()}}},e.prototype.getProjectionStyles=function(e){var t,n,r,o,i,a;void 0===e&&(e={});var s={};if(!this.instance||this.isSVG)return s;if(!this.isVisible)return{visibility:"hidden"};s.visibility="";var l=null===(t=this.options.visualElement)||void 0===t?void 0:t.getProps().transformTemplate;if(this.needsReset)return this.needsReset=!1,s.opacity="",s.pointerEvents=Xn(e.pointerEvents)||"",s.transform=l?l(this.latestValues,""):"none",s;var c=this.getLead();if(!this.projectionDelta||!this.layout||!c.target){var u={};return this.options.layoutId&&(u.opacity=null!==(n=this.latestValues.opacity)&&void 0!==n?n:1,u.pointerEvents=Xn(e.pointerEvents)||""),this.hasProjected&&!sn(this.latestValues)&&(u.transform=l?l({},""):"none",this.hasProjected=!1),u}var d=c.animationValues||c.latestValues;this.applyTransformsToTarget(),s.transform=Bn(this.projectionDeltaWithTransform,this.treeScale,d),l&&(s.transform=l(d,s.transform));var p=this.projectionDelta,h=p.x,f=p.y;for(var m in s.transformOrigin="".concat(100*h.origin,"% ").concat(100*f.origin,"% 0"),c.animationValues?s.opacity=c===this?null!==(o=null!==(r=d.opacity)&&void 0!==r?r:this.latestValues.opacity)&&void 0!==o?o:1:this.preserveOpacity?this.latestValues.opacity:d.opacityExit:s.opacity=c===this?null!==(i=d.opacity)&&void 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Present\\",link:\\"https://www.etri.re.kr/eng/main/main.etri\\",githubLink:\\"\\",iconName:\\"ETRI\\",image:{url:\\"/static/images/ETRI.jpg\\",height:\\"632\\",width:\\"1200\\"}};function u(t){let e=Object.assign({p:\\"p\\"},t.components);return(0,s.jsx)(e.p,{children:\\"TBU\\"})}function M(t={}){let{wrapper:e}=t.components||{};return e?(0,s.jsx)(e,Object.assign({},t,{children:(0,s.jsx)(u,t)})):u(t)}var R=M;return w(T);})();\\n;return Component;"},"_id":"projects/ETRI.mdx","_raw":{"sourceFilePath":"projects/ETRI.mdx","sourceFileName":"ETRI.mdx","sourceFileDir":"projects","contentType":"mdx","flattenedPath":"projects/ETRI"},"type":"Project","slug":"ETRI"}]'),i=JSON.parse('[{"title":"Cryptography with Python using Fernet","date":"2021-04-10","cannonicalURL":"https://blog.anishde.dev/cryptography-with-python-using-fernet","image":{"height":"1080","width":"1920","url":"https://cdn.hashnode.com/res/hashnode/image/upload/v1618046247940%2FJiNf1vAbR.png","type":"CloudinaryImage","_raw":{}},"body":{"raw":"\\nLet us look at how to encrypt text and files using Python.\\nFor this we are going to be using [Fernet](https://cryptography.io/en/latest/fernet.html) which is a part of python\'s cryptography package\\n\\nSo let us get right into it\\n\\nOk firstly we need to downloaded the cryptography package using `pip`\\n\\nOn Windows:\\n\\n```sh\\npip install cryptography\\n```\\n\\nOn Linux/macOS:\\n\\n```sh\\npip3 install cryptography\\n```\\n\\nAfter we have executed the command in the terminal, we are ready to start coding.\\n\\nYou might want to use your favourite code editor (vscode, sublime text, atom etc...) or any IDE.\\n\\nNow let us first import the required library\\n\\n```python\\nfrom cryptography.fernet import Fernet\\n```\\n\\nThen we are going to define a function that will write the key to a file\\n\\n```python\\n
1def write_key():\\n key = Fernet.generate_key() # Generates the key\\n with open(\\"key.key\\", \\"wb\\") as key_file: # Opens the file the key is to be written to\\n key_file.write(key) # Writes the key\\n```\\n\\nWe will also write down a function that will help with reading and loading the key into a variable\\n\\n```python\\ndef load_key():\\n return open(\\"key.key\\", \\"rb\\").read() #Opens the file, reads and returns the key stored in the file\\n```\\n\\nNow let us take the message we are going to encode as user input and encode it to bytes because that is how fernet works\\n\\n```python\\nmessage = input(\\"Message: \\").encode() # Takes the message as user input and encodes it\\n```\\n\\nNow we need to write are top secret key to the key file. We are going to run this only once and then comment the line out because we don\'t want it to write a new key down every time the code is run. \\n\\n```python\\nwrite_key() # Writes the key to the key file\\n```\\nNow we need to load the key i.e. read the key from the key file and store it in a variable called as `key` though you can name it whatever you want\\n\\n```python\\nkey = load_key() # Loads the key and stores it in a variable\\n```\\n\\nNow we need to initialize the fernet object by passing in the key we just loaded\\n\\n```python\\nf = Fernet(key)\\n```\\n\\nNow let us get to the main part, encrypting the message\\nAlso let us print it out\\n\\n```python\\nencrypted_message = f.encrypt(message)\\nprint(encrypted_message)\\n```\\n\\nOutput:\\n\\n\\n\\nYou see that the encrypted message cannot be understood by anyone so it is safe now and will be the same unless decrypted with the same key\\n\\nTo decrypt, it is a very similar process\\n```python\\ndecrypted_message = f.decrypt(encrypred_message)\\nprint(decrypted_message)\\n```\\n\\nOutput:\\n\\n\\nSo here, first the message is encrypted and is printed out and then we decrypt it and print it in the next line. If the initial message and the decrypted message are the exact same, our code has worked!!!\\n\\nSo that was it for this tiny blog (and it was my first blog ever so leave down some feedback!!!)\\n\\n# Video Tutorial:\\n[Link](https://youtu.be/P2k4f1tu-ss)\\n\\n%[https://www.youtube.com/watch?v=P2k4f1tu-ss]\\n","code":"var Component=(()=>{var h=Object.create;var r=Object.defineProperty;var p=Object.getOwnPropertyDescriptor;var y=Object.getOwnPropertyNames;var g=Object.getPrototypeOf,m=Object.prototype.hasOwnProperty;var u=(t,e)=>()=>(e||t((e={exports:{}}).exports,e),e.exports),D=(t,e)=>{for(var a in e)r(t,a,{get:e[a],enumerable:!0})},s=(t,e,a,d)=>{if(e&&typeof e==\\"object\\"||typeof e==\\"function\\")for(let l of y(e))!m.call(t,l)&&l!==a&&r(t,l,{get:()=>e[l],enumerable:!(d=p(e,l))||d.enumerable});return t};var f=(t,e,a)=>(a=t!=null?h(g(t)):{},s(e||!t||!t.__esModule?r(a,\\"default\\",{value:t,enumerable:!0}):a,t)),w=t=>s(r({},\\"__esModule\\",{value:!0}),t);var c=u((b,o)=>{o.exports=_jsx_runtime});var v={};D(v,{default:()=>C,frontmatter:()=>F});var n=f(c()),F={title:\\"Cryptography with Python using Fernet\\",date:\\"2021-04-10\\",cannonicalURL:\\"https://blog.anishde.dev/cryptography-with-python-using-fernet\\",image:{url:\\"https://cdn.hashnode.com/res/hashnode/image/upload/v1618046247940%2FJiNf1vAbR.png\\",height:\\"1080\\",width:\\"1920\\"}};function i(t){let e=Object.assign({p:\\"p\\",a:\\"a\\",code:\\"code\\",div:\\"div\\",pre:\\"pre\\",span:\\"span\\",img:\\"img\\",h1:\\"h1\\"},t.components);return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsxs)(e.p,{children:[`Let us look at how to encrypt text and files using Python.\\nFor this we are going to be using `,(0,n.jsx)(e.a,{href:\\"https://cryptography.io/en/latest/fernet.html\\",children:\\"Fernet\\"}),\\" which is a part of python\'s cryptography package\\"]}),`\\n`,(0,n.jsx)(e.p,{children:\\"So let us get right into it\\"}),`\\n`,(0,n.jsxs)(e.p,{children:[\\"Ok firstly we need to downloaded the cryptography package using \\",(0,n.jsx)(e.code,{children:\\"pip\\"})]}),`\\n`,(0,n.jsx)(e.p,{children:\\"On Windows:\\"}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"sh\\",\\"data-theme\\":\\"default\\",children:(0,n.jsx)(e.code,{\\"data-language\\":\\"sh\\",\\"data-theme\\":\\"default\\",children:(0,n.jsx)(e.span,{className:\\"line\\",children:(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"pip install cryptography\\"})})})})}),`\\n`,(0,n.jsx)(e.p,{children:\\"On Linux/macOS:\\"}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"sh\\",\\"data-theme\\":\\"default\\",children:(0,n.jsx)(e.code,{\\"data-language\\":\\"sh\\",\\"data-theme\\":\\"default\\",children:(0,n.jsx)(e.span,{className:\\"line\\",children:(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"pip3 install cryptography\\"})})})})}),`\\n`,(0,n.jsx)(e.p,{children:\\"After we have executed the command in the terminal, we are ready to start coding.\\"}),`\\n`,(0,n.jsx)(e.p,{children:\\"You might want to use your favourite code editor (vscode, sublime text, atom etc...) or any IDE.\\"}),`\\n`,(0,n.jsx)(e.p,{children:\\"Now let us first import the required library\\"}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsx)(e.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"from\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" cryptography.fernet \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"import\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" Fernet\\"})]})})})}),`\\n`,(0,n.jsx)(e.p,{children:\\"Then we are going to define a function that will write the key to a file\\"}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsxs)(e.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:[(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"def\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,n.jsx)(e.span,{style:{color:\\"#D2A8FF\\"}
1,children:\\"write_key\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"():\\"})]}),`\\n`,(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" key \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"=\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" Fernet.generate_key() \\"}),(0,n.jsx)(e.span,{style:{color:\\"#8B949E\\"},children:\\"# Generates the key\\"})]}),`\\n`,(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"with\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,n.jsx)(e.span,{style:{color:\\"#79C0FF\\"},children:\\"open\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"(\\"}),(0,n.jsx)(e.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"key.key\\"\'}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,n.jsx)(e.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"wb\\"\'}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\") \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"as\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" key_file: \\"}),(0,n.jsx)(e.span,{style:{color:\\"#8B949E\\"},children:\\"# Opens the file the key is to be written to\\"})]}),`\\n`,(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" key_file.write(key) \\"}),(0,n.jsx)(e.span,{style:{color:\\"#8B949E\\"},children:\\"# Writes the key\\"})]})]})})}),`\\n`,(0,n.jsx)(e.p,{children:\\"We will also write down a function that will help with reading and loading the key into a variable\\"}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsxs)(e.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:[(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"def\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,n.jsx)(e.span,{style:{color:\\"#D2A8FF\\"},children:\\"load_key\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"():\\"})]}),`\\n`,(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"return\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,n.jsx)(e.span,{style:{color:\\"#79C0FF\\"},children:\\"open\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"(\\"}),(0,n.jsx)(e.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"key.key\\"\'}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,n.jsx)(e.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"rb\\"\'}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\").read() \\"}),(0,n.jsx)(e.span,{style:{color:\\"#8B949E\\"},children:\\"#Opens the file, reads and returns the key stored in the file\\"})]})]})})}),`\\n`,(0,n.jsx)(e.p,{children:\\"Now let us take the message we are going to encode as user input and encode it to bytes because that is how fernet works\\"}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsx)(e.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"message \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"=\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,n.jsx)(e.span,{style:{color:\\"#79C0FF\\"},children:\\"input\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"(\\"}),(0,n.jsx)(e.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"Message: \\"\'}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\").encode() \\"}),(0,n.jsx)(e.span,{style:{color:\\"#8B949E\\"},children:\\"# Takes the message as user input and encodes it\\"})]})})})}),`\\n`,(0,n.jsx)(e.p,{children:\\"Now we need to write are top secret key to the key file. We are going to run this only once and then comment the line out because we don\'t want it to write a new key down every time the code is run.\\"}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsx)(e.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"}
1,children:\\"write_key() \\"}),(0,n.jsx)(e.span,{style:{color:\\"#8B949E\\"},children:\\"# Writes the key to the key file\\"})]})})})}),`\\n`,(0,n.jsxs)(e.p,{children:[\\"Now we need to load the key i.e. read the key from the key file and store it in a variable called as \\",(0,n.jsx)(e.code,{children:\\"key\\"}),\\" though you can name it whatever you want\\"]}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsx)(e.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"key \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"=\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" load_key() \\"}),(0,n.jsx)(e.span,{style:{color:\\"#8B949E\\"},children:\\"# Loads the key and stores it in a variable\\"})]})})})}),`\\n`,(0,n.jsx)(e.p,{children:\\"Now we need to initialize the fernet object by passing in the key we just loaded\\"}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsx)(e.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"f \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"=\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" Fernet(key)\\"})]})})})}),`\\n`,(0,n.jsx)(e.p,{children:`Now let us get to the main part, encrypting the message\\nAlso let us print it out`}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsxs)(e.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:[(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"encrypted_message \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"=\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" f.encrypt(message)\\"})]}),`\\n`,(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#79C0FF\\"},children:\\"print\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"(encrypted_message)\\"})]})]})})}),`\\n`,(0,n.jsx)(e.p,{children:\\"Output:\\"}),`\\n`,(0,n.jsx)(e.p,{children:(0,n.jsx)(e.img,{src:\\"https://cdn.hashnode.com/res/hashnode/image/upload/v1618045556166/NkVXFrg-7.png\\",alt:\\"image.png\\"})}),`\\n`,(0,n.jsx)(e.p,{children:\\"You see that the encrypted message cannot be understood by anyone so it is safe now and will be the same unless decrypted with the same key\\"}),`\\n`,(0,n.jsx)(e.p,{children:\\"To decrypt, it is a very similar process\\"}),`\\n`,(0,n.jsx)(e.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,n.jsx)(e.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,n.jsxs)(e.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:[(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"decrypted_message \\"}),(0,n.jsx)(e.span,{style:{color:\\"#FF7B72\\"},children:\\"=\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\" f.decrypt(encrypred_message)\\"})]}),`\\n`,(0,n.jsxs)(e.span,{className:\\"line\\",children:[(0,n.jsx)(e.span,{style:{color:\\"#79C0FF\\"},children:\\"print\\"}),(0,n.jsx)(e.span,{style:{color:\\"#C9D1D9\\"},children:\\"(decrypted_message)\\"})]})]})})}),`\\n`,(0,n.jsx)(e.p,{children:\\"Output:\\"}),`\\n`,(0,n.jsxs)(e.p,{children:[(0,n.jsx)(e.img,{src:\\"https://cdn.hashnode.com/res/hashnode/image/upload/v1618045676137/GQuPm-UeO.png\\",alt:\\"image.png\\"}),`\\nSo here, first the message is encrypted and is printed out and then we decrypt it and print it in the next line. If the initial message and the decrypted message are the exact same, our code has
1worked!!!`]}),`\\n`,(0,n.jsx)(e.p,{children:\\"So that was it for this tiny blog (and it was my first blog ever so leave down some feedback!!!)\\"}),`\\n`,(0,n.jsxs)(e.h1,{id:\\"video-tutorial\\",children:[(0,n.jsx)(e.a,{className:\\"anchor\\",href:\\"#video-tutorial\\",children:(0,n.jsx)(e.span,{className:\\"icon icon-link\\"})}),\\"Video Tutorial:\\"]}),`\\n`,(0,n.jsx)(e.p,{children:(0,n.jsx)(e.a,{href:\\"https://youtu.be/P2k4f1tu-ss\\",children:\\"Link\\"})}),`\\n`,(0,n.jsx)(e.p,{children:\\"%[https://www.youtube.com/watch?v=P2k4f1tu-ss]\\"})]})}function k(t={}){let{wrapper:e}=t.components||{};return e?(0,n.jsx)(e,Object.assign({},t,{children:(0,n.jsx)(i,t)})):i(t)}var C=k;return w(v);})();\\n;return Component;"},"_id":"blog/cryptography-with-python-using-fernet.mdx","_raw":{"sourceFilePath":"blog/cryptography-with-python-using-fernet.mdx","sourceFileName":"cryptography-with-python-using-fernet.mdx","sourceFileDir":"blog","contentType":"mdx","flattenedPath":"blog/cryptography-with-python-using-fernet"},"type":"BlogPost","slug":"cryptography-with-python-using-fernet","dateUpdated":"Fri Aug 28 2026","readingTime":{"text":"3 min read","minutes":2.445,"time":146700,"words":489},"wordCount":491},{"title":"The Random Library in Python","date":"2021-04-21","cannonicalURL":"https://blog.anishde.dev/the-random-library-in-python","image":{"height":"1080","width":"1920","url":"https://cdn.hashnode.com/res/hashnode/image/upload/v1619014305729%2FivierDSCN.png","type":"CloudinaryImage","_raw":{}},"body":{"raw":"\\nYou might need your program to choose a random lucky winner from a list of people participating in a lottery or maybe you want to chooses a random fruit from a list of fruits the doctor made you. There are many use cases for this library and let us see how we can use this library.\\n\\n# Installation and Importing\\n\\nThe library is included with the normal python installation so you don\'t need to install using `pip`\\n\\nWe need to import the library though so let us do that real quick\\n```python\\nimport random\\n```\\n# Important and Common functions\\n## `random.choice()`\\n\\nNow that we have imported the library, let us quickly go through some of the common and important functions the library comes with\\n\\nLet us see `random.choice()` first\\nThis will pick a random item from any iterable object (list, string etc.)\\n\\nExample:\\n```python\\nimport random\\n\\nlist = [\\"banana\\", \\"apple\\", \\"guava\\", \\"cherry\\", \\"strawberry\\", \\"mango\\"]\\nprint(random.choice(list))\\n# Will pick any random fruit from the list and print that\\n\\nstr = \\"Coronavirus cases have spiked again!!!\\"\\nprint(random.choice(str))\\n# Will pick any random character from the string and print it out\\n```\\n\\n\\nSo in the above image we can see that each and every time the function is run, it will print out a different value as it is picking out randomly\\n\\n## `random.randrange()`\\n\\nNow this is an interesting function and probably the one most are looking for. It basically picks out a random number from a range of numbers\\n\\nExample:\\n```python\\nimport random\\n\\nprint(random.randrange(1, 20, 2))\\n# Now it will print out any random number amongst 1, 3, 5, 7, 9, 11, 13, 15, 17 and 19\\n```\\n\\n\\n\\nThere are 3 arguments taken in of which the first two are compulsory and third one is optional and be default `1`. But what are the arguments?\\n\\n1. The first argument is the number from which the range starts\\n2. The second argument is the number where the range ends\\n3. The third argument is the step which is the number of numbers to skip while making the list of the numbers\\n\\nNow does that sound similar?\\nYes, this are the exact same arguments take in by the `range` function which is in-built in Python. The `random.randrange()` function basically creates a list from the range with the arguments given and then picks out a random.\\n\\n## `random.random()`\\nNow this one is a pretty simple one. It returns a float value between 0 and 1\\n\\nExample:\\n```python\\nimport random\\n\\nprint(random.random())\\n```\\n\\n\\
1n\\n\\n## `random.seed()`\\nNow this one is a bit tough to understand. So the seed function is basically used to save the state of a random function so that it can generate some random numbers on multiple executions of the code on the same machine or on a different machine for a specific seed value. The seed value is the previous random value generated by the generator or if run for the first time, it is set to the current system time.\\n\\nExample:\\n```python\\nimport random\\n\\nrandom.seed(10)\\nprint(\\"A mapped random number with seed 10 is: \\" + random.random())\\n```\\n\\n\\n\\n\\n## `random.shuffle()`\\nAs the name of the function suggests, we can use it to shuffle a list i.e. change the position of the items in the list.\\n\\nExample:\\n```python\\nimport random\\n\\ncities = [\\"London\\", \\"Bangalore\\", \\"Delhi\\", \\"Mumbai\\", \\"Tokyo\\", \\"New York City\\"]\\n\\nprint(\\"List before shuffling: \\")\\nprint(cities)\\nprint(\\"List after shuffling: \\")\\nrandom.shuffle(cities)\\nprint(cities)\\n```\\n\\n\\n\\n\\n## `random.uniform()`\\nThis one is pretty similar to `random.randrange()` but then returns a `float` value instead of an `integer` value and does not take any step in input\\n\\nArguments:\\n1. Lower Limit - included in generation\\n2. Upper Limit - Excluded in generation\\n\\nExample:\\n```python\\nimport random\\n\\nprint(random.uniform(10, 15))\\n```\\n\\n\\n\\n\\n## `random.randint()`\\nTakes 2 arguments as the lower limit and the upper limit. The returned number is between these 2 values and can be anyone of them as well.\\n\\nExample:\\n```python\\nimport random\\n\\nrandom.randint(50, 100)\\n```\\n\\n\\n\\nSo that was some of the most important and commonly used functions of the `random` package and that is it for this blog!!!\\n\\n[Link](https://docs.python.org/3/library/random.html) to random package docs if you want to explore more - https://docs.python.org/3/library/random.html\\n","code":"var Component=(()=>{var h=Object.create;var i=Object.defineProperty;var p=Object.getOwnPropertyDescriptor;var m=Object.getOwnPropertyNames;var y=Object.getPrototypeOf,u=Object.prototype.hasOwnProperty;var g=(a,n)=>()=>(n||a((n={exports:{}}).exports,n),n.exports),D=(a,n)=>{for(var l in n)i(a,l,{get:n[l],enumerable:!0})},s=(a,n,l,o)=>{if(n&&typeof n==\\"object\\"||typeof n==\\"function\\")for(let r of m(n))!u.call(a,r)&&r!==l&&i(a,r,{get:()=>n[r],enumerable:!(o=p(n,r))||o.enumerable});return a};var f=(a,n,l)=>(l=a!=null?h(y(a)):{},s(n||!a||!a.__esModule?i(l,\\"default\\",{value:a,enumerable:!0}):l,a)),F=a=>s(i({},\\"__esModule\\",{value:!0}),a);var t=g((k,c)=>{c.exports=_jsx_runtime});var w={};D(w,{default:()=>b,frontmatter:()=>C});var e=f(t()),C={title:\\"The Random Library in Python\\",date:\\"2021-04-21\\",cannonicalURL:\\"https://blog.anishde.dev/the-random-library-in-python\\",image:{url:\\"https://cdn.hashnode.com/res/hashnode/image/upload/v1619014305729%2FivierDSCN.png\\",height:\\"1080\\",width:\\"1920\\"}};function d(a){let n=Object.assign({p:\\"p\\",h1:\\"h1\\",a:\\"a\\",span:\\"span\\",code:\\"code\\",div:\\"div\\",pre:\\"pre\\",h2:\\"h2\\",img:\\"img\\",ol:\\"ol\\",li:\\"li\\"},a.components);return(0,e.jsxs)(e.Fragment,{children:[(0,e.jsx)(n.p,{children:\\"You might need your program to choose a random lucky winner from a list of people participating in a lottery or maybe you want to chooses a random fruit from a list of fruits the doctor made you. There are many use cases for this library and let us see how we can use this library.\\"}),`\\n`,(0,e.jsxs)(n.h1,{id:\\"installation-and-importing\\",children:[(0,e.jsx)(n.a,{className:\\"anchor\\",href:\\"#installation-and-importing\\",children:(0,e.jsx)(n.span,{className:\\"icon icon-link\\"})}),\\"Installation and Importing\\"]}),`\\n`,(0,e.jsxs)(n.p,{children:[\\"The library is included with the normal python installation so you don\'t need to install using \\",(0,e.jsx)(n.code,{children:\\"pip\\"})]}),`\\n`,(0,e.jsx)(n.p,{children:\\"We need to import the library though so let us do that real quick\\"}),`\\n`,(0,e.jsx)(n.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,e.jsx)(n.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,e.jsx)(n.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"import\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" random\\"})]})})})}),`\\n`,(0,e.jsxs)(n.h1,{id:\\"important-and-common-functions\\",children:[(0,e.jsx)(n.a,{className:\\"anchor\\",href:\\"#important-and-common-functions\\",children:(0,e.jsx)(n.span,{className:\\"icon icon-link\\"})}),\\"Important and Common functions\\"]}),`\\n`,(0,e.jsxs)(n.h2,{id:\\"randomchoice\\",children:[(0,e.jsx)(n.a,{className:\\"anchor\\",href:\\"#randomchoice\\",children:(0,e.jsx)(n.span,{className:\\"icon icon-link\\"})}),(0,e.jsx)(n.code,{children:\\"random.choice()\\"})]}),`\\n`,(0,e.jsx)(n.p,{children:\\"Now that we have imported the library, let us quickly go through some of the common and important functions the library comes with\\"}),`\\n`,(0,e.jsxs)(n.p,{children:[\\"Let us see \\",(0,e.jsx)(n.code,{children:\\"random.choice()\\"}),` first\\nThis will pick a random item from any iterable object (list, string etc.)`]}),`\\n`,(0,e.jsx)(n.p,{children:\\"Example:\\"}),`\\n`,(0,e.jsx)(n.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,e.jsx)(n.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,e.jsxs)(n.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:[(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"import\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" random\\"})]}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:\\" \\"}),`\\n`,(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"list\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"=\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" [\\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"banana\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"apple\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"guava\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"cherry\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"strawberry\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"mango\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"]\\"})]}),`\\n`,(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"print\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"(random.choice(\\"}),(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"list\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"))\\"})]}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:(0,e.jsx)(n.span,{style:{color:\\"#8B949E\\"},children:\\"# Will pick any random fruit from the list and print that\\"})}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:\\" \\"}),`\\n`,(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"str\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"=\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"Coronavirus cases have spiked again!!!\\"\'})]}),`\\n`,(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"print\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"(random.choice(\\"}),(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"str\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"))\\"})]}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:(0,e.jsx)(n.span,{style:{color:\\"#8B949E\\"},children:\\"# Will pick any random character from the string and print it out\\"})})]})})}),`\\n`,(0,e.jsxs)(n.p,{children:[(0,e.jsx)(n.img,{src:\\"https://cdn.hashnode.com/res/hashnode/image/upload/v1619011131901/tCxW4n6sG.png\\",alt:\\"image.png\\"}),`\\nSo in the above image we can see that each and every time the function is run, it will print out a different value as it is picking out randomly`]}),`\\n`,(0,e.jsxs)(n.h2,{id:\\"randomrandrange\\",children:[(0,e.jsx)(n.a,{className:\\"anchor\\",href:\\"#randomrandrange\\",children:(0,e.jsx)(n.span,{className:\\"icon icon-link\\"})}),(0,e.jsx)(n.code,{children:\\"random.randrange()\\"})]}),`\\n`,(0,e.jsx)(n.p,{children:\\"Now this is an interesting function and probably the one most are looking for. It basically picks out a random number from a range of numbers\\"}),`\\n`,(0,e.jsx)(n.p,{children:\\"Example:\\"}),`\\n`,(0,e.jsx)(n.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,e.jsx)(n.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,e.jsxs)(n.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:[(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"import\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" random\\"})]}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:\\" \\"}),`\\n`,(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"print\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"(random.randrange(\\"}),(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"1\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"20\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"2\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"))\\"})]}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:(0,e.jsx)(n.span,{style:{color:\\"#8B949E\\"},children:\\"# Now it will print out any random number amongst 1, 3, 5, 7, 9, 11, 13, 15, 17 and 19\\"})})]})})}),`\\n`,(0,e.jsx)(n.p,{children:(0,e.jsx)(n.img,{src:\\"https://cdn.hashnode.com/res/hashnode/image/upload/v1619012224758/YGFpml6fm.png\\",alt:\\"image.png\\"})}),`\\n`,(0,e.jsxs)(n.p,{children:[\\"There are 3 arguments taken in of which the first two are compulsory and third one is optional and be default \\",(0,e.jsx)(n.code,{children:\\"1\\"}),\\". But what are the arguments?\\"]}),`\\n`,(0,e.jsxs)(n.ol,{children:[`\\n`,(0,e.jsx)(n.li,{children:\\"The first argument is the number from which the range starts\\"}),`\\n`,(0,e.jsx)(n.li,{children:\\"The second argument is the number where the range ends\\"}),`\\n`,(0,e.jsx)(n.li,{children:\\"The third argument is the step which is the number of numbers to
1skip while making the list of the numbers\\"}),`\\n`]}),`\\n`,(0,e.jsxs)(n.p,{children:[`Now does that sound similar?\\nYes, this are the exact same arguments take in by the `,(0,e.jsx)(n.code,{children:\\"range\\"}),\\" function which is in-built in Python. The \\",(0,e.jsx)(n.code,{children:\\"random.randrange()\\"}),\\" function basically creates a list from the range with the arguments given and then picks out a random.\\"]}),`\\n`,(0,e.jsxs)(n.h2,{id:\\"randomrandom\\",children:[(0,e.jsx)(n.a,{className:\\"anchor\\",href:\\"#randomrandom\\",children:(0,e.jsx)(n.span,{className:\\"icon icon-link\\"})}),(0,e.jsx)(n.code,{children:\\"random.random()\\"})]}),`\\n`,(0,e.jsx)(n.p,{children:\\"Now this one is a pretty simple one. It returns a float value between 0 and 1\\"}),`\\n`,(0,e.jsx)(n.p,{children:\\"Example:\\"}),`\\n`,(0,e.jsx)(n.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,e.jsx)(n.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,e.jsxs)(n.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:[(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"import\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" random\\"})]}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:\\" \\"}),`\\n`,(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"print\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"(random.random())\\"})]})]})})}),`\\n`,(0,e.jsx)(n.p,{children:(0,e.jsx)(n.img,{src:\\"https://cdn.hashnode.com/res/hashnode/image/upload/v1619012345562/7hvScY8I0.png\\",alt:\\"image.png\\"})}),`\\n`,(0,e.jsxs)(n.h2,{id:\\"randomseed\\",children:[(0,e.jsx)(n.a,{className:\\"anchor\\",href:\\"#randomseed\\",children:(0,e.jsx)(n.span,{className:\\"icon icon-link\\"})}),(0,e.jsx)(n.code,{children:\\"random.seed()\\"})]}),`\\n`,(0,e.jsx)(n.p,{children:\\"Now this one is a bit tough to understand. So the seed function is basically used to save the state of a random function so that it can generate some random numbers on multiple executions of the code on the same machine or on a different machine for a specific seed value. The seed value is the previous random value generated by the generator or if run for the first time, it is set to the current system time.\\"}),`\\n`,(0,e.jsx)(n.p,{children:\\"Example:\\"}),`\\n`,(0,e.jsx)(n.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,e.jsx)(n.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,e.jsxs)(n.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:[(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"import\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" random\\"})]}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:\\" \\"}),`\\n`,(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"random.seed(\\"}),(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"10\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\")\\"})]}),`\\n`,(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#79C0FF\\"},children:\\"print\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"(\\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"A mapped random number with seed 10 is: \\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" \\"}),(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"+\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" random.random())\\"})]})]})})}),`\\n`,(0,e.jsx)(n.p,{children:(0,e.jsx)(n.img,{src:\\"https://cdn.hashnode.com/res/hashnode/image/upload/v1619012999682/zBSuSyECY.png\\",alt:\\"image.png\\"})}),`\\n`,(0,e.jsxs)(n.h2,{id:\\"randomshuffle\\",children:[(0,e.jsx)(n.a,{className:\\"anchor\\",href:\\"#randomshuffle\\",children:(0,e.jsx)(n.span,{className:\\"icon icon-link\\"})}),(0,e.jsx)(n.code,{children:\\"random.shuffle()\\"})]}),`\\n`,(0,e.jsx)(n.p,{children:\\"As the name of the function suggests, we can use it to shuffle a list i.e. change the position of the items in the list.\\"}),`\\n`,(0,e.jsx)(n.p,{children:\\"Example:\\"}),`\\n`,(0,e.jsx)(n.div,{\\"data-rehype-pretty-code-fragment\\":\\"\\",children:(0,e.jsx)(n.pre,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:(0,e.jsxs)(n.code,{\\"data-language\\":\\"python\\",\\"data-theme\\":\\"default\\",children:[(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"import\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" random\\"})]}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:\\" \\"}),`\\n`,(0,e.jsxs)(n.span,{className:\\"line\\",children:[(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"cities \\"}),(0,e.jsx)(n.span,{style:{color:\\"#FF7B72\\"},children:\\"=\\"}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\" [\\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"London\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"Bangalore\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"Delhi\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"Mumbai\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"Tokyo\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\", \\"}),(0,e.jsx)(n.span,{style:{color:\\"#A5D6FF\\"},children:\'\\"New York City\\"\'}),(0,e.jsx)(n.span,{style:{color:\\"#C9D1D9\\"},children:\\"]\\"})]}),`\\n`,(0,e.jsx)(n.span,{className:\\"line\\",children:\\" 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1nt T2I model: (1) Knowledge distillation: we explore how to effectively distill the generation capability of SDXL into an efficient U-Net and find that self-attention is the most crucial part. (2) Data: despite fewer samples, high-resolution images with rich captions are more crucial than a larger number of low-resolution images with short captions. (3) Teacher: Step-distilled Teacher allows T2I models to reduce the noising steps. Based on these findings, we build two types of efficient text-to-image models, called KOALA-Turbo & -Lightning, with two compact U-Nets (1B & 700M), reducing the model size up to 54% and 69% of the SDXL U-Net. In particular, the KOALA-Lightning-700M is 4 times faster than SDXL while still maintaining satisfactory generation quality. Moreover, unlike SDXL, our KOALA models can generate 1024px high-resolution images on consumer-grade GPUs with 8GB of VRAMs (3060Ti). We believe that our KOALA models will have a significant practical impact, serving as cost-effective alternatives to SDXL for academic researchers and general users in resource-constrained environments.\\n","code":"var Component=(()=>{var d=Object.create;var a=Object.defineProperty;var g=Object.getOwnPropertyDescriptor;var u=Object.getOwnPropertyNames;var m=Object.getPrototypeOf,p=Object.prototype.hasOwnProperty;var f=(e,t)=>()=>(t||e((t={exports:{}}).exports,t),t.exports),w=(e,t)=>{for(var i in t)a(e,i,{get:t[i],enumerable:!0})},r=(e,t,i,o)=>{if(t&&typeof t==\\"object\\"||typeof t==\\"function\\")for(let s of u(t))!p.c
1all(e,s)&&s!==i&&a(e,s,{get:()=>t[s],enumerable:!(o=g(t,s))||o.enumerable});return e};var b=(e,t,i)=>(i=e!=null?d(m(e)):{},r(t||!e||!e.__esModule?a(i,\\"default\\",{value:e,enumerable:!0}):i,e)),L=e=>r(a({},\\"__esModule\\",{value:!0}),e);var l=f((S,c)=>{c.exports=_jsx_runtime});var v={};w(v,{default:()=>A,frontmatter:()=>x});var n=b(l()),x={title:\\"KOALA: Empirical Lessons Toward Memory-Efficient and Fast Diffusion Models for Text-to-Image Synthesis\\",authors:\\"Youngwan Lee, Kwanyong Park, Yoorhim Cho, Yong-Ju Lee, Sung Ju Hwang\\",venue:\\"NeurIPS 2024\\",date:\\"2024-12\\",paperUrl:\\"https://proceedings.neurips.cc/paper_files/paper/2024/hash/5c4e0e38691e2aa08bba4cefc4c6e852-Abstract-Conference.html\\",homepageUrl:\\"https://youngwanlee.github.io/KOALA/\\",githubUrl:\\"https://github.com/youngwanLEE/sdxl-koala\\",image:{url:\\"/static/images/publication/koala_v3.png\\",width:1715,height:938}};function h(e){let t=Object.assign({p:\\"p\\",strong:\\"strong\\"},e.components);return(0,n.jsxs)(t.p,{children:[(0,n.jsx)(t.strong,{children:\\"Abstract.\\"}),\\" As text-to-image (T2I) synthesis models increase in size, they demand higher inference costs due to the need for more expensive GPUs with larger memory, which makes it challenging to reproduce these models in addition to the restricted access to training datasets. Our study aims to reduce these inference costs and explores how far the generative capabilities of T2I models can be extended using only publicly available datasets and open-source models. To this end, by using the de facto standard text-to-image model, Stable Diffusion XL (SDXL), we present three key practices in building an efficient T2I model: (1) Knowledge distillation: we explore how to effectively distill the generation capability of SDXL into an efficient U-Net and find that self-attention is the most crucial part. (2) Data: despite fewer samples, high-resolution images with rich captions are more crucial than a larger number of low-resolution images with short captions. (3) Teacher: Step-distilled Teacher allows T2I models to reduce the noising steps. Based on these findings, we build two types of efficient text-to-image models, called KOALA-Turbo & -Lightning, with two compact U-Nets (1B & 700M), reducing the model size up to 54% and 69% of the SDXL U-Net. In particular, the KOALA-Lightning-700M is 4 times faster than SDXL while still maintaining satisfactory generation quality. Moreover, unlike SDXL, our KOALA models can generate 1024px high-resolution images on consumer-grade GPUs with 8GB of VRAMs (3060Ti). We believe that our KOALA models will have a significant practical impact, serving as cost-effective alternatives to SDXL for academic researchers and general users in resource-constrained environments.\\"]})}function y(e={}){let{wrapper:t}=e.components||{};return t?(0,n.jsx)(t,Object.assign({},e,{children:(0,n.jsx)(h,e)})):h(e)}var A=y;return L(v);})();\\n;return Component;"},"_id":"publications/2024-Neurips-KOALA.mdx","_raw":{"sourceFilePath":"publications/2024-Neurips-KOALA.mdx","sourceFileName":"2024-Neurips-KOALA.mdx","sourceFileDir":"publications","contentType":"mdx","flattenedPath":"publications/2024-Neurips-KOALA"},"type":"Publication","slug":"2024-Neurips-KOALA"},{"title":"RA-Touch: Retrieval-Augmented Touch Understanding with Enriched Visual Data","authors":"Yoorhim Cho*, Hongyeob Kim*, Semin Kim, Youjia Zhang, Yunseok Choi, Sungeun Hong","venue":"ACM MM 2025","date":"2025-07-01T00:00:00.000Z","paperUrl":"https://dl.acm.org/doi/10.1145/3746027.3755106","homepageUrl":"https://aim-skku.github.io/RA-Touch/","videoUrl":"https://youtu.be/gYrFXbKTmAY?si=ZYrFK0CECJIFj_sO","githubUrl":"https://github.com/AIM-SKKU/RA-Touch/","image":{"height":2562,"width":3139,"url":"/static/images/publication/RA-Touch.jpg","type":"CloudinaryImage","_raw":{}},"body":{"raw":"\\n**Abstract.** Visuo-tactile perception aims to understand an object\'s tactile properties. However, the field remains underexplored due to the high cost of data collection. We observe that visually distinct objects can exhibit similar surface textures or material properties. For example, a leather sofa and a leather jacket can share similar tactile properties. This implies that tactile understanding can be guided by material cues in visual data, even without direct tactile supervision. In this paper, we introduce RA-Touch, a retrieval-augmented framework that improves visuo-tactile perception by leveraging visual data enriched with tactile semantics. We carefully recaption a large-scale visual dataset with tactile-focused descriptions, enabling the model to access tactile semantics typically absent from conventional visual datasets. A key challenge remains in effectively utilizing these tactile-aware external descriptions. RA-Touch addresses this by retrieving visual-textual representations aligned with tactile inputs and integrating them to focus on relevant textural and material properties. By outperforming prior methods, we demonstrate the potential of retrieval-based visual reuse for tactile understanding. Code is available at [https://aim-skku.github.io/RA-Touch](https://aim-skku.github.io/RA-Touch).\\n","code":"var Component=(()=>{var h=Object.create;var r=Object.defineProperty;var d=Object.getOwnPropertyDescriptor;var p=Object.getOwnPropertyNames;var m=Object.getPrototypeOf,g=Object.prototype.hasOwnProperty;var b=(e,t)=>()=>(t||e((t={exports:{}}).exports,t),t.exports),v=(e,t)=>
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Today, in this article, I am going to talk about how we use open-source technologies in our everyday life and what would happen if they didn\'t exist \ud83d\ude31.\\n\\nSome Examples\\nLet ...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1633600326583/ghPVqeQKg.png","dateAdded":"2021-10-07T09:54:34.649Z","readingTime":{"text":"6 min read","minutes":5.325,"time":319500,"words":1065},"wordCount":1066},{"_id":"6156bea528ed304eb1d80bed","slug":"creating-a-bug-report-form-in-github","title":"Creating a Bug Report Form in GitHub","brief":"GitHub allowed us to make pre-build issue templates in the form of markdown files which the person reporting the bug could fill out. This was better than presenting the person reporting the bug with a blank textbox but it could get a bit clumsy at ti...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1633074780447/HqDVBypPE.png","dateAdded":"2021-10-01T07:54:13.400Z","readingTime":{"text":"5 min read","minutes":4.525,"time":271500,"words":905},"wordCount":906},{"_id":"615434b09c8bfd08f5ba8ae2","slug":"my-journey-into-development","title":"My Journey into Development","brief":"Early Years\\nTechnology was something I was interested in since a very young age. At first, I was mainly interested in electronics and robotics. I didn\'t make anything at the age of 5 or 6 but I would play around with whatever I would find at home. Th...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1632908401380/aMdJb9Yr5.png","dateAdded":"2021-09-29T09:41:04.328Z","readingTime":{"text":"3 min read","minutes":2.025,"time":121500,"words":405},"wordCount":405},{"_id":"615191fd040ee8723694f798","slug":"my-journey-into-technical-writing","title":"My Journey into Technical Writing","brief":"Before I started writing\\nI was interested in tech in general from a very young age and have been expanding my knowledge from watching videos and reading articles for a long time. I used to read articles written across many technical news outlets like...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1632735491266/CH5HeyA0G.png","dateAdded":"2021-09-27T09
1:42:21.778Z","readingTime":{"text":"2 min read","minutes":2.005,"time":120300,"words":401},"wordCount":401},{"_id":"615089747ef2d57e218f0f24","slug":"deta-space-what-is-it-and-why-is-it-the-future","title":"Deta Space - What is it and why is it the future?","brief":"Disclaimer: This article is not sponsored or biased in any way. I liked the idea behind the product and hence wanted to write about it.\\n\\nDeta was a company founded just over 2 years ago and it has been providing free Cloud solutions since.\\nWhat is De...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1632668000520/pvK_J77Ig.png","dateAdded":"2021-09-26T14:53:40.851Z","readingTime":{"text":"2 min read","minutes":1.925,"time":115500,"words":385},"wordCount":386},{"_id":"614d9e2411be385cc5771650","slug":"companies-i-am-looking-forward-to-work-for-in-the-future","title":"Companies I am looking forward to work for in the future","brief":"Everyone has a dream to pursue in life, some of them are usually what one will work for in the future. Some want to open their startups, some want to get into the big companies, some want to work on personal projects, and some want to do freelancing....","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1632476548051/VMTroxhBN.png","dateAdded":"2021-09-24T09:45:08.570Z","readingTime":{"text":"3 min read","minutes":2.295,"time":137700,"words":459},"wordCount":460},{"_id":"6148497317da986cea6475c9","slug":"create-an-npx-cli-portfolio-under-5-minutes","title":"Create an NPX CLI Portfolio under 5 minutes","brief":"Want something like this? This is the article you are looking for. Let me show you how you can make an NPX CLI Portfolio under 5 minutes\\nHow I made it\\nI am mainly using React Ink for this project. I have also written a Getting started with React Ink ...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1632127305126/toFWFJIio.png","dateAdded":"2021-09-20T08:42:27.340Z","readingTime":{"text":"2 min read","minutes":1.255,"time":75300,"words":251},"wordCount":251},{"_id":"6145fdfba2b54e17a52c27e7","slug":"getting-started-with-react-ink","title":"Getting started with React Ink","brief":"Have you ever wondered if you can use React for the command-line interface (CLI)? Yes, you can!!! React is not only used for web development but also for making Android and iOS apps (React Native) and VR Apps (React 360) and a lot more!!! React Ink i...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1632026487043/Dt04gfQrV.png","dateAdded":"2021-09-18T14:55:55.301Z","readingTime":{"text":"5 min read","minutes":4.215,"time":252900,"words":843},"wordCount":843},{"_id":"61421a1cb95e345575e99ecb","slug":"how-to-install-figma-on-linux","title":"How to install Figma on Linux","brief":"Figma is a great UI/UX tool with a quite generous free tier. This means many developers use Figma to prototype their application or website designs (including me). Many of us developers tend to use Linux but that is where a problem arises, the Figma ...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1631721750406/ca5-n5_Hz.png","dateAdded":"2021-09-15T16:06:52.361Z","readingTime":{"text":"2 min read","minutes":1.83,"time":109800,"words":366},"wordCount":367},{"_id":"613f7d4f516bc5337dd9c487","slug":"my-first-day-at-the-september-hashnode-bootcamp","title":"My first day at the September Hashnode Bootcamp","brief":"There was no Hackathon this month but Hashnode surprised us with a great Bootcamp with some great speakers onboard. The Bootcamp was for the first 1000 people who registered for it and I was one of the lucky ones to be in. If you weren\'t in, we have ...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1631550705867/qrTzbWvzD.png","dateAdded":"2021-09-13T16:33:19.476Z","readingTime":{"text":"2 min read","minutes":1.645,"time":98700,"words":329},"wordCount":329},{"_id":"613dc14a1821961e2551feb3","slug":"easter-eggs-using-react-rooks","title":"Easter eggs using React Rooks","brief":"I stumbled upon this great React Hooks library called Rooks recently and it has got a lot to offer. We all have discovered various Easter eggs in various apps and sites. It c
1an range anywhere from stumbling upon a Rick-roll when you click a button a ...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1631436948488/lDw1xu_2B.png","dateAdded":"2021-09-12T08:58:50.758Z","readingTime":{"text":"2 min read","minutes":1.735,"time":104100,"words":347},"wordCount":348},{"_id":"613889838b7ef170483a0d1e","slug":"stop-google-analytics-from-tracking-you-under-2-minutes","title":"Stop Google Analytics from tracking you under 2 minutes","brief":"Many sites use analytics tools to measure their site insights. Google Analytics is an extremely popular tool in this sector as it is free (though there is a paid version for enterprise use but the free one is what most people use). \\nThe problem\\nGoogl...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1631095068830/_lLk6qzyQ.png","dateAdded":"2021-09-08T09:59:31.419Z","readingTime":{"text":"4 min read","minutes":3.445,"time":206700,"words":689},"wordCount":690},{"_id":"612e08691dd572151d81ca32","slug":"easy-comments","title":"Easy Comments - An easy way to add comments functionality to your site","brief":"\ud83d\udc68 Firstly a little bit about myself\\nI am a 14-year-old Developer, YouTuber, Blogger, and of course a student. Though I have been coding for quite a long time, I started web development about 5 months ago. I learned Javascript, React, Redux, NextJS, ...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1630405714711/mdWqS7tlK.png","dateAdded":"2021-08-31T10:46:01.133Z","readingTime":{"text":"7 min read","minutes":6.07,"time":364200,"words":1214},"wordCount":1214},{"_id":"608032bec99e200d08f82d1b","slug":"the-random-library-in-python","title":"The Random Library in Python","brief":"You might need your program to choose a random lucky winner from a list of people participating in a lottery or maybe you want to chooses a random fruit from a list of fruits the doctor made you. There are many use cases for this library and let us s...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1619014305729/ivierDSCN.png","dateAdded":"2021-04-21T14:12:14.873Z","readingTime":{"text":"4 min read","minutes":3.485,"time":209100,"words":697},"wordCount":697},{"_id":"60716c998b2b857c0bdb5860","slug":"cryptography-with-python-using-fernet","title":"Cryptography with Python using Fernet","brief":"Let us look at how to encrypt text and files using Python.\\nFor this we are going to be using Fernet which is a part of python\'s cryptography package\\nSo let us get right into it\\nOk firstly we need to downloaded the cryptography package using pip\\nOn Wi...","coverImage":"https://cdn.hashnode.com/res/hashnode/image/upload/v1618046247940/JiNf1vAbR.png","dateAdded":"2021-04-10T09:15:05.206Z","readingTime":{"text":"3 min read","minutes":2.445,"time":146700,"words":489},"wordCount":489}],"n":"blog.anishde.dev"}')}},function(e){var t=function(t){return e(e.s=t)};e.O(0,[774,179],(function(){return t(6840),t(387)}));var n=e.O();_N_E=n}]);
Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.