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l=o.children,d=e!==null?e.memoizedState:null;if(e===null&&t.stateNode===null&&(t.stateNode={_visibility:1,_pendingMarkers:null,_retryCache:null,_transitions:null}),o.mode==="hidden"){if((t.flags&128)!==0){if(d=d!==null?d.baseLanes|n:n,e!==null){for(o=t.child=e.child,l=0;o!==null;)l=l|o.lanes|o.childLanes,o=o.sibling;o=l&~d}else o=0,t.child=null;return Vf(e,t,d,n,o)}if((n&536870912)!==0)t.memoizedState={baseLanes:0,cachePool:null},e!==null&&To(t,d!==null?d.cachePool:null),d!==null?Wh(t,d):tc(),Qh(t);else return o=t.lanes=536870912,Vf(e,t,d!==null?d.baseLanes|n:n,n,o)}else d!==null?(To(t,d.cachePool),Wh(t,d),Vn(),t.memoizedState=null):(e!==null&&To(t,null),tc(),Vn());return it(e,t,l,n),t.child}function fs(e,t){return e!==null&&e.tag===22||t.stateNode!==null||(t.stateNode={_visibility:1,_pendingMarkers:null,_retryCache:null,_transitions:null}),t.sibling}function Vf(e,t,n,o,l){var d=Ql();return 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if(t.memoizedState!==null)t.child=e.child,t.flags|=128,t=null;else throw Error(r(558));else if(Ye||di(e,t,n,!1),l=(n&e.childLanes)!==0,Ye||l){if(o=Ue,o!==null&&(p=Lu(o,n),p!==0&&p!==d.retryLane))throw d.retryLane=p,xa(e,p),_t(o,e,p),Tc;Xo(),t=Wf(e,t,n)}else e=d.treeContext,Le=Pt(p.nextSibling),nt=t,ve=!0,Nn=null,Nt=!1,e!==null&&Mh(t,e),t=No(t,o),t.flags|=4096;return t}return e=fn(e.child,{mode:o.mode,children:o.children}),e.ref=t.ref,t.child=e,e.return=t,e}function Ho(e,t){var n=t.ref;if(n===null)e!==null&&e.ref!==null&&(t.flags|=4194816);else{if(typeof n!="function"&&typeof n!="object")throw Error(r(284));(e===null||e.ref!==n)&&(t.flags|=4194816)}}function Sc(e,t,n,o,l){return Ea(t),n=sc(e,t,n,o,void 0,l),o=oc(),e!==null&&!Ye?(rc(e,t,l),yn(e,t,l)):(ve&&o&&Nl(t),t.flags|=1,it(e,t,n,l),t.child)}function Qf(e,t,n,o,l,d){return Ea(t),t.updateQueue=null,n=Xh(t,o,n,l),$h(e),o=oc(),e!==null&&!Ye?(rc(e,t,d),yn(e,t,d)):(ve&&o&&Nl(t),t.flags|=1,it(e,t,n,d),t.child)}function 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y=t.memoizedProps,k=Ma(n,y);d.props=k;var C=d.context,B=n.contextType;p=oi,typeof B=="object"&&B!==null&&(p=at(B));var H=n.getDerivedStateFromProps;B=typeof H=="function"||typeof d.getSnapshotBeforeUpdate=="function",y=t.pendingProps!==y,B||typeof d.UNSAFE_componentWillReceiveProps!="function"&&typeof d.componentWillReceiveProps!="function"||(y||C!==p)&&Bf(t,d,o,p),Fn=!1;var R=t.memoizedState;d.state=R,ls(t,o,d,l),rs(),C=t.memoizedState,y||R!==C||Fn?(typeof H=="function"&&(_c(t,n,H,o),C=t.memoizedState),(k=Fn||Df(t,n,k,o,R,C,p))?(B||typeof d.UNSAFE_componentWillMount!="function"&&typeof d.componentWillMount!="function"||(typeof d.componentWillMount=="function"&&d.componentWillMount(),typeof d.UNSAFE_componentWillMount=="function"&&d.UNSAFE_componentWillMount()),typeof d.componentDidMount=="function"&&(t.flags|=4194308)):(typeof d.componentDidMount=="function"&&(t.flags|=4194308),t.memoizedProps=o,t.memoizedState=C),d.props=o,d.state=C,d.context=p,o=k):(typeof 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d.componentDidUpdate=="function"&&(t.flags|=4),typeof d.getSnapshotBeforeUpdate=="function"&&(t.flags|=1024)):(typeof d.componentDidUpdate!="function"||p===e.memoizedProps&&R===e.memoizedState||(t.flags|=4),typeof d.getSnapshotBeforeUpdate!="function"||p===e.memoizedProps&&R===e.memoizedState||(t.flags|=1024),t.memoizedProps=o,t.memoizedState=D),d.props=o,d.state=D,d.context=k,o=B):(typeof d.componentDidUpdate!="function"||p===e.memoizedProps&&R===e.memoizedState||(t.flags|=4),typeof d.getSnapshotBeforeUpdate!="function"||p===e.memoizedProps&&R===e.memoizedState||(t.flags|=1024),o=!1)}return d=o,Ho(e,t),o=(t.flags&128)!==0,d||o?(d=t.stateNode,n=o&&typeof n.getDerivedStateFromError!="function"?null:d.render(),t.flags|=1,e!==null&&o?(t.child=Ra(t,e.child,null,l),t.child=Ra(t,null,n,l)):it(e,t,n,l),t.memoizedState=d.state,e=t.child):e=yn(e,t,l),e}function Xf(e,t,n,o){return Sa(),t.flags|=256,it(e,t,n,o),t.child}var Ac={dehydrated:null,treeContext:null,retryLane:0,hydrationErrors:null};function Ec(e){return{baseLanes:e,cachePool:zh()}}function jc(e,t,n){return e=e!==null?e.childLanes&~n:0,t&&(e|=It),e}function Kf(e,t,n){var o=t.pendingProps,l=!1,d=(t.flags&128)!==0,p;if((p=d)||(p=e!==null&&e.memoizedState===null?!1:(Pe.current&2)!==0),p&&(l=!0,t.flags&=-129),p=(t.flags&32)!==0,t.flags&=-33,e===null){if(ve){if(l?Yn(t):Vn(),(e=Le)?(e=op(e,Nt),e=e!==null&&e.data!=="&"?e:null,e!==null&&(t.memoizedState={dehydrated:e,treeContext:zn!==null?{id:Zt,overflow:en}:null,retryLane:536870912,hydrationErrors:null},n=Ih(e),n.return=t,t.child=n,nt=t,Le=null)):e=null,e===null)throw Hn(t);return dd(e)?t.lanes=32:t.lanes=536870912,null}var y=o.children;return o=o.fallback,l?(Vn(),l=t.mode,y=Po({mode:"hidden",children:y},l),o=Ta(o,l,n,null),y.return=t,o.return=t,y.sibling=o,t.child=y,o=t.child,o.memoizedState=Ec(n),o.childLanes=jc(e,p,n),t.memoizedState=Ac,fs(null,o)):(Yn(t),Cc(t,y))}var k=e.memoizedState;if(k!==null&&(y=k.dehydrated,y!==null)){if(d)t.flags&256?(Yn(t),t.flags&=-257,t=Ic(e,t,n)):t.memoizedState!==null?(Vn(),t.child=e.child,t.flags|=128,t=null):(Vn(),y=o.fallback,l=t.mode,o=Po({mode:"visible",children:o.children},l),y=Ta(y,l,n,null),y.flags|=2,o.return=t,y.return=t,o.sibling=y,t.child=o,Ra(t,e.child,null,n),o=t.child,o.memoizedState=Ec(n),o.childLanes=jc(e,p,n),t.memoizedState=Ac,t=fs(null,o));else if(Yn(t),dd(y)){if(p=y.nextSibling&&y.nextSibling.dataset,p)var C=p.dgst;p=C,o=Error(r(419)),o.stack="",o.digest=p,ts({value:o,source:null,stack:null}),t=Ic(e,t,n)}else if(Ye||di(e,t,n,!1),p=(n&e.childLanes)!==0,Ye||p){if(p=Ue,p!==null&&(o=Lu(p,n),o!==0&&o!==k.retryLane))throw k.retryLane=o,xa(e,o),_t(p,e,o),Tc;cd(y)||Xo(),t=Ic(e,t,n)}else cd(y)?(t.flags|=192,t.child=e.child,t=null):(e=k.treeContext,Le=Pt(y.nextSibling),nt=t,ve=!0,Nn=null,Nt=!1,e!==null&&Mh(t,e),t=Cc(t,o.children),t.flags|=4096);return t}return l?(Vn(),y=o.fallback,l=t.mode,k=e.child,C=k.sibling,o=fn(k,{mode:"hidden",children:o.children}),o.subtreeFlags=k.subtreeFlags&65011712,C!==null?y=fn(C,y):(y=Ta(y,l,n,null),y.flags|=2),y.return=t,o.return=t,o.sibling=y,t.child=o,fs(null,o),o=t.child,y=e.child.memoizedState,y===null?y=Ec(n):(l=y.cachePool,l!==null?(k=Je._currentValue,l=l.parent!==k?{parent:k,pool:k}:l):l=zh(),y={baseLanes:y.baseLanes|n,cachePool:l}),o.memoizedState=y,o.childLanes=jc(e,p,n),t.memoizedState=Ac,fs(e.child,o)):(Yn(t),n=e.child,e=n.sibling,n=fn(n,{mode:"visible",children:o.children}),n.return=t,n.sibling=null,e!==null&&(p=t.deletions,p===null?(t.deletions=[e],t.flags|=16):p.push(e)),t.child=n,t.memoizedState=null,n)}function Cc(e,t){return t=Po({mode:"visible",children:t},e.mode),t.return=e,e.child=t}function Po(e,t){return e=At(22,e,null,t),e.lanes=0,e}function Ic(e,t,n){return Ra(t,e.child,null,n),e=Cc(t,t.pendingProps.children),e.flags|=2,t.memoizedState=null,e}function Zf(e,t,n){e.lanes|=t;var o=e.alternate;o!==null&&(o.lanes|=t),Gl(e.return,t,n)}function Rc(e,t,n,o,l,d){var p=e.memoizedState;p===null?e.memoizedState={isBackwards:t,rendering:null,renderingStartTime:0,last:o,tail:n,tailMode:l,treeForkCount:d}:(p.isBackwards=t,p.rendering=null,p.renderingStartTime=0,p.last=o,p.tail=n,p.tailMode=l,p.treeForkCount=d)}function eg(e,t,n){var o=t.pendingProps,l=o.revealOrder,d=o.tail;o=o.children;var p=Pe.current,y=(p&2)!==0;if(y?(p=p&1|2,t.flags|=128):p&=1,Y(Pe,p),it(e,t,o,n),o=ve?es:0,!y&&e!==null&&(e.flags&128)!==0)e:for(e=t.child;e!==null;){if(e.tag===13)e.memoizedState!==null&&Zf(e,n,t);else if(e.tag===19)Zf(e,n,t);else if(e.child!==null){e.child.return=e,e=e.child;continue}if(e===t)break e;for(;e.sibling===null;){if(e.return===null||e.return===t)break 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p=t.memoizedState;if(o=p.cache,Pn(t,Je,o),o!==d.cache&&Yl(t,[Je],n,!0),rs(),o=p.element,d.isDehydrated)if(d={element:o,isDehydrated:!1,cache:p.cache},t.updateQueue.baseState=d,t.memoizedState=d,t.flags&256){t=Xf(e,t,o,n);break e}else if(o!==l){l=Lt(Error(r(424)),t),ts(l),t=Xf(e,t,o,n);break e}else for(e=t.stateNode.containerInfo,e.nodeType===9?e=e.body:e=e.nodeName==="HTML"?e.ownerDocument.body:e,Le=Pt(e.firstChild),nt=t,ve=!0,Nn=null,Nt=!0,n=Gh(t,null,o,n),t.child=n;n;)n.flags=n.flags&-3|4096,n=n.sibling;else{if(Sa(),o===l){t=yn(e,t,n);break e}it(e,t,o,n)}t=t.child}return t;case 26:return Ho(e,t),e===null?(n=hp(t.type,null,t.pendingProps,null))?t.memoizedState=n:ve||(n=t.type,e=t.pendingProps,o=ir(ge.current).createElement(n),o[tt]=t,o[pt]=e,st(o,n,e),Ke(o),t.stateNode=o):t.memoizedState=hp(t.type,e.memoizedProps,t.pendingProps,e.memoizedState),null;case 27:return Kt(t),e===null&&ve&&(o=t.stateNode=cp(t.type,t.pendingProps,ge.current),nt=t,Nt=!0,l=Le,ta(t.type)?(ud=l,Le=Pt(o.firstChild)):Le=l),it(e,t,t.pendingProps.children,n),Ho(e,t),e===null&&(t.flags|=4194304),t.child;case 5:return e===null&&ve&&((l=o=Le)&&(o=Ay(o,t.type,t.pendingProps,Nt),o!==null?(t.stateNode=o,nt=t,Le=Pt(o.firstChild),Nt=!1,l=!0):l=!1),l||Hn(t)),Kt(t),l=t.type,d=t.pendingProps,p=e!==null?e.memoizedProps:null,o=d.children,od(l,d)?o=null:p!==null&&od(l,p)&&(t.flags|=32),t.memoizedState!==null&&(l=sc(e,t,Hw,null,null,n),js._currentValue=l),Ho(e,t),it(e,t,o,n),t.child;case 6:return e===null&&ve&&((e=n=Le)&&(n=Ey(n,t.pendingProps,Nt),n!==null?(t.stateNode=n,nt=t,Le=null,e=!0):e=!1),e||Hn(t)),null;case 13:return Kf(e,t,n);case 4:return Se(t,t.stateNode.containerInfo),o=t.pendingProps,e===null?t.child=Ra(t,null,o,n):it(e,t,o,n),t.child;case 11:return Ff(e,t,t.type,t.pendingProps,n);case 7:return it(e,t,t.pendingProps,n),t.child;case 8:return it(e,t,t.pendingProps.children,n),t.child;case 12:return it(e,t,t.pendingProps.children,n),t.child;case 10:return o=t.pendingProps,Pn(t,t.type,o.value),it(e,t,o.children,n),t.child;case 9:return l=t.type._context,o=t.pendingProps.children,Ea(t),l=at(l),o=o(l),t.flags|=1,it(e,t,o,n),t.child;case 14:return Jf(e,t,t.type,t.pendingProps,n);case 15:return Gf(e,t,t.type,t.pendingProps,n);case 19:return eg(e,t,n);case 31:return Qw(e,t,n);case 22:return Yf(e,t,n,t.pendingProps);case 24:return Ea(t),o=at(Je),e===null?(l=Ql(),l===null&&(l=Ue,d=Vl(),l.pooledCache=d,d.refCount++,d!==null&&(l.pooledCacheLanes|=n),l=d),t.memoizedState={parent:o,cache:l},Xl(t),Pn(t,Je,l)):((e.lanes&n)!==0&&(Kl(e,t),ls(t,null,null,n),rs()),l=e.memoizedState,d=t.memoizedState,l.parent!==o?(l={parent:o,cache:o},t.memoizedState=l,t.lanes===0&&(t.memoizedState=t.updateQueue.baseState=l),Pn(t,Je,o)):(o=d.cache,Pn(t,Je,o),o!==l.cache&&Yl(t,[Je],n,!0))),it(e,t,t.pendingProps.children,n),t.child;case 29:throw t.pendingProps}throw Error(r(156,t.tag))}function vn(e){e.flags|=4}function Mc(e,t,n,o,l){if((t=(e.mode&32)!==0)&&(t=!1),t){if(e.flags|=16777216,(l&335544128)===l)if(e.stateNode.complete)e.flags|=8192;else if(jg())e.flags|=8192;else throw Ia=Ao,$l}else e.flags&=-16777217}function ng(e,t){if(t.type!=="stylesheet"||(t.state.loading&4)!==0)e.flags&=-16777217;else if(e.flags|=16777216,!bp(t))if(jg())e.flags|=8192;else throw Ia=Ao,$l}function Fo(e,t){t!==null&&(e.flags|=4),e.flags&16384&&(t=e.tag!==22?Uu():536870912,e.lanes|=t,ki|=t)}function gs(e,t){if(!ve)switch(e.tailMode){case"hidden":t=e.tail;for(var n=null;t!==null;)t.alternate!==null&&(n=t),t=t.sibling;n===null?e.tail=null:n.sibling=null;break;case"collapsed":n=e.tail;for(var o=null;n!==null;)n.alternate!==null&&(o=n),n=n.sibling;o===null?t||e.tail===null?e.tail=null:e.tail.sibling=null:o.sibling=null}}function qe(e){var t=e.alternate!==null&&e.alternate.child===e.child,n=0,o=0;if(t)for(var l=e.child;l!==null;)n|=l.lanes|l.childLanes,o|=l.subtreeFlags&65011712,o|=l.flags&65011712,l.return=e,l=l.sibling;else for(l=e.child;l!==null;)n|=l.lanes|l.childLanes,o|=l.subtreeFlags,o|=l.flags,l.return=e,l=l.sibling;return e.subtreeFlags|=o,e.childLanes=n,t}function Xw(e,t,n){var o=t.pendingProps;switch(Hl(t),t.tag){case 16:case 15:case 0:case 11:case 7:case 8:case 12:case 9:case 14:return qe(t),null;case 1:return qe(t),null;case 3:return n=t.stateNode,o=null,e!==null&&(o=e.memoizedState.cache),t.memoizedState.cache!==o&&(t.flags|=2048),mn(Je),De(),n.pendingContext&&(n.context=n.pendingContext,n.pendingContext=null),(e===null||e.child===null)&&(ci(t)?vn(t):e===null||e.memoizedState.isDehydrated&&(t.flags&256)===0||(t.flags|=1024,Fl())),qe(t),null;case 26:var l=t.type,d=t.memoizedState;return e===null?(vn(t),d!==null?(qe(t),ng(t,d)):(qe(t),Mc(t,l,null,o,n))):d?d!==e.memoizedState?(vn(t),qe(t),ng(t,d)):(qe(t),t.flags&=-16777217):(e=e.memoizedProps,e!==o&&vn(t),qe(t),Mc(t,l,e,o,n)),null;case 27:if(ma(t),n=ge.current,l=t.type,e!==null&&t.stateNode!=null)e.memoizedProps!==o&&vn(t);else{if(!o){if(t.stateNode===null)throw Error(r(166));return qe(t),null}e=K.current,ci(t)?Uh(t):(e=cp(l,o,n),t.stateNode=e,vn(t))}return qe(t),null;case 5:if(ma(t),l=t.type,e!==null&&t.stateNode!=null)e.memoizedProps!==o&&vn(t);else{if(!o){if(t.stateNode===null)throw Error(r(166));return qe(t),null}if(d=K.current,ci(t))Uh(t);else{var p=ir(ge.current);switch(d){case 1:d=p.createElementNS("http://www.w3.org/2000/svg",l);break;case 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Error(r(166));if(e=ge.current,ci(t)){if(e=t.stateNode,n=t.memoizedProps,o=null,l=nt,l!==null)switch(l.tag){case 27:case 5:o=l.memoizedProps}e[tt]=t,e=!!(e.nodeValue===n||o!==null&&o.suppressHydrationWarning===!0||Kg(e.nodeValue,n)),e||Hn(t,!0)}else e=ir(e).createTextNode(o),e[tt]=t,t.stateNode=e}return qe(t),null;case 31:if(n=t.memoizedState,e===null||e.memoizedState!==null){if(o=ci(t),n!==null){if(e===null){if(!o)throw Error(r(318));if(e=t.memoizedState,e=e!==null?e.dehydrated:null,!e)throw Error(r(557));e[tt]=t}else Sa(),(t.flags&128)===0&&(t.memoizedState=null),t.flags|=4;qe(t),e=!1}else n=Fl(),e!==null&&e.memoizedState!==null&&(e.memoizedState.hydrationErrors=n),e=!0;if(!e)return t.flags&256?(jt(t),t):(jt(t),null);if((t.flags&128)!==0)throw Error(r(558))}return qe(t),null;case 13:if(o=t.memoizedState,e===null||e.memoizedState!==null&&e.memoizedState.dehydrated!==null){if(l=ci(t),o!==null&&o.dehydrated!==null){if(e===null){if(!l)throw 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qe(t),null;if(l=(t.flags&128)!==0,d=o.rendering,d===null)if(l)gs(o,!1);else{if(He!==0||e!==null&&(e.flags&128)!==0)for(e=t.child;e!==null;){if(d=Io(e),d!==null){for(t.flags|=128,gs(o,!1),e=d.updateQueue,t.updateQueue=e,Fo(t,e),t.subtreeFlags=0,e=n,n=t.child;n!==null;)Ch(n,e),n=n.sibling;return Y(Pe,Pe.current&1|2),ve&&gn(t,o.treeForkCount),t.child}e=e.sibling}o.tail!==null&&kt()>Wo&&(t.flags|=128,l=!0,gs(o,!1),t.lanes=4194304)}else{if(!l)if(e=Io(d),e!==null){if(t.flags|=128,l=!0,e=e.updateQueue,t.updateQueue=e,Fo(t,e),gs(o,!0),o.tail===null&&o.tailMode==="hidden"&&!d.alternate&&!ve)return qe(t),null}else 2*kt()-o.renderingStartTime>Wo&&n!==536870912&&(t.flags|=128,l=!0,gs(o,!1),t.lanes=4194304);o.isBackwards?(d.sibling=t.child,t.child=d):(e=o.last,e!==null?e.sibling=d:t.child=d,o.last=d)}return o.tail!==null?(e=o.tail,o.rendering=e,o.tail=e.sibling,o.renderingStartTime=kt(),e.sibling=null,n=Pe.current,Y(Pe,l?n&1|2:n&1),ve&&gn(t,o.treeForkCount),e):(qe(t),null);case 22:case 23:return jt(t),nc(),o=t.memoizedState!==null,e!==null?e.memoizedState!==null!==o&&(t.flags|=8192):o&&(t.flags|=8192),o?(n&536870912)!==0&&(t.flags&128)===0&&(qe(t),t.subtreeFlags&6&&(t.flags|=8192)):qe(t),n=t.updateQueue,n!==null&&Fo(t,n.retryQueue),n=null,e!==null&&e.memoizedState!==null&&e.memoizedState.cachePool!==null&&(n=e.memoizedState.cachePool.pool),o=null,t.memoizedState!==null&&t.memoizedState.cachePool!==null&&(o=t.memoizedState.cachePool.pool),o!==n&&(t.flags|=2048),e!==null&&z(ja),null;case 24:return n=null,e!==null&&(n=e.memoizedState.cache),t.memoizedState.cache!==n&&(t.flags|=2048),mn(Je),qe(t),null;case 25:return null;case 30:return null}throw Error(r(156,t.tag))}function Kw(e,t){switch(Hl(t),t.tag){case 1:return e=t.flags,e&65536?(t.flags=e&-65537|128,t):null;case 3:return mn(Je),De(),e=t.flags,(e&65536)!==0&&(e&128)===0?(t.flags=e&-65537|128,t):null;case 26:case 27:case 5:return ma(t),null;case 31:if(t.memoizedState!==null){if(jt(t),t.alternate===null)throw 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44`);continue}}return{type:"blockquote",raw:c,tokens:h,text:u}}}list(i){let s=this.rules.block.list.exec(i);if(s){let r=s[1].trim();const c=r.length>1,u={type:"list",raw:"",ordered:c,start:c?+r.slice(0,-1):"",loose:!1,items:[]};r=c?`\\d{1,9}\\${r.slice(-1)}`:`\\${r}`,this.options.pedantic&&(r=c?r:"[*+-]");const h=new RegExp(`^( {0,3}${r})((?:[	 ][^\\n]*)?(?:\\n|$))`);let f=!1;for(;i;){let m=!1,g="",w="";if(!(s=h.exec(i))||this.rules.block.hr.test(i))break;g=s[0],i=i.substring(g.length);let b=s[2].split(`
45`,1)[0].replace(/^\t+/,U=>" ".repeat(3*U.length)),v=i.split(`
46`,1)[0],_=!b.trim(),T=0;if(this.options.pedantic?(T=2,w=b.trimStart()):_?T=s[1].length+1:(T=s[2].search(/[^ ]/),T=T>4?1:T,w=b.slice(T),T+=s[1].length),_&&/^ *$/.test(v)&&(g+=v+`
47`,i=i.substring(v.length+1),m=!0),!m){const U=new RegExp(`^ {0,${Math.min(3,T-1)}}(?:[*+-]|\\d{1,9}[.)])((?:[ 	][^\\n]*)?(?:\\n|$))`),N=new RegExp(`^ {0,${Math.min(3,T-1)}}((?:- *){3,}|(?:_ *){3,}|(?:\\* *){3,})(?:\\n+|$)`),L=new RegExp(`^ {0,${Math.min(3,T-1)}}(?:\`\`\`|~~~)`),G=new RegExp(`^ {0,${Math.min(3,T-1)}}#`);for(;i;){const Z=i.split(`
48`,1)[0];if(v=Z,this.options.pedantic&&(v=v.replace(/^ {1,4}(?=( {4})*[^ ])/g,"  ")),L.test(v)||G.test(v)||U.test(v)||N.test(i))break;if(v.search(/[^ ]/)>=T||!v.trim())w+=`
49`+v.slice(T);else{if(_||b.search(/[^ ]/)>=4||L.test(b)||G.test(b)||N.test(b))break;w+=`
50`+v}!_&&!v.trim()&&(_=!0),g+=Z+`
51`,i=i.substring(Z.length+1),b=v.slice(T)}}u.loose||(f?u.loose=!0:/\n *\n *$/.test(g)&&(f=!0));let x=null,I;this.options.gfm&&(x=/^\[[ xX]\] /.exec(w),x&&(I=x[0]!=="[ ] ",w=w.replace(/^\[[ xX]\] +/,""))),u.items.push({type:"list_item",raw:g,task:!!x,checked:I,loose:!1,text:w,tokens:[]}),u.raw+=g}u.items[u.items.length-1].raw=u.items[u.items.length-1].raw.trimEnd(),u.items[u.items.length-1].text=u.items[u.items.length-1].text.trimEnd(),u.raw=u.raw.trimEnd();for(let m=0;m<u.items.length;m++)if(this.lexer.state.top=!1,u.items[m].tokens=this.lexer.blockTokens(u.items[m].text,[]),!u.loose){const g=u.items[m].tokens.filter(b=>b.type==="space"),w=g.length>0&&g.some(b=>/\n.*\n/.test(b.raw));u.loose=w}if(u.loose)for(let m=0;m<u.items.length;m++)u.items[m].loose=!0;return u}}html(i){const s=this.rules.block.html.exec(i);if(s)return{type:"html",block:!0,raw:s[0],pre:s[1]==="pre"||s[1]==="script"||s[1]==="style",text:s[0]}}def(i){const s=this.rules.block.def.exec(i);if(s){const r=s[1].toLowerCase().replace(/\s+/g," "),c=s[2]?s[2].replace(/^<(.*)>$/,"$1").replace(this.rules.inline.anyPunctuation,"$1"):"",u=s[3]?s[3].substring(1,s[3].length-1).replace(this.rules.inline.anyPunctuation,"$1"):s[3];return{type:"def",tag:r,raw:s[0],href:c,title:u}}}table(i){const s=this.rules.block.table.exec(i);if(!s||!/[:|]/.test(s[2]))return;const r=Im(s[1]),c=s[2].replace(/^\||\| *$/g,"").split("|"),u=s[3]&&s[3].trim()?s[3].replace(/\n[ \t]*$/,"").split(`
52`):[],h={type:"table",raw:s[0],header:[],align:[],rows:[]};if(r.length===c.length){for(const f of c)/^ *-+: *$/.test(f)?h.align.push("right"):/^ *:-+: *$/.test(f)?h.align.push("center"):/^ *:-+ *$/.test(f)?h.align.push("left"):h.align.push(null);for(let f=0;f<r.length;f++)h.header.push({text:r[f],tokens:this.lexer.inline(r[f]),header:!0,align:h.align[f]});for(const f of u)h.rows.push(Im(f,h.header.length).map((m,g)=>({text:m,tokens:this.lexer.inline(m),header:!1,align:h.align[g]})));return h}}lheading(i){const s=this.rules.block.lheading.exec(i);if(s)return{type:"heading",raw:s[0],depth:s[2].charAt(0)==="="?1:2,text:s[1],tokens:this.lexer.inline(s[1])}}paragraph(i){const s=this.rules.block.paragraph.exec(i);if(s){const r=s[1].charAt(s[1].length-1)===`
53`?s[1].slice(0,-1):s[1];return{type:"paragraph",raw:s[0],text:r,tokens:this.lexer.inline(r)}}}text(i){const s=this.rules.block.text.exec(i);if(s)return{type:"text",raw:s[0],text:s[0],tokens:this.lexer.inline(s[0])}}escape(i){const s=this.rules.inline.escape.exec(i);if(s)return{type:"escape",raw:s[0],text:Ot(s[1])}}tag(i){const s=this.rules.inline.tag.exec(i);if(s)return!this.lexer.state.inLink&&/^<a /i.test(s[0])?this.lexer.state.inLink=!0:this.lexer.state.inLink&&/^<\/a>/i.test(s[0])&&(this.lexer.state.inLink=!1),!this.lexer.state.inRawBlock&&/^<(pre|code|kbd|script)(\s|>)/i.test(s[0])?this.lexer.state.inRawBlock=!0:this.lexer.state.inRawBlock&&/^<\/(pre|code|kbd|script)(\s|>)/i.test(s[0])&&(this.lexer.state.inRawBlock=!1),{type:"html",raw:s[0],inLink:this.lexer.state.inLink,inRawBlock:this.lexer.state.inRawBlock,block:!1,text:s[0]}}link(i){const s=this.rules.inline.link.exec(i);if(s){const r=s[2].trim();if(!this.options.pedantic&&/^</.test(r)){if(!/>$/.test(r))return;const h=Bs(r.slice(0,-1),"\\");if((r.length-h.length)%2===0)return}else{const h=n4(s[2],"()");if(h>-1){const m=(s[0].indexOf("!")===0?5:4)+s[1].length+h;s[2]=s[2].substring(0,h),s[0]=s[0].substring(0,m).trim(),s[3]=""}}let c=s[2],u="";if(this.options.pedantic){const h=/^([^'"]*[^\s])\s+(['"])(.*)\2/.exec(c);h&&(c=h[1],u=h[3])}else u=s[3]?s[3].slice(1,-1):"";return c=c.trim(),/^</.test(c)&&(this.options.pedantic&&!/>$/.test(r)?c=c.slice(1):c=c.slice(1,-1)),Rm(s,{href:c&&c.replace(this.rules.inline.anyPunctuation,"$1"),title:u&&u.replace(this.rules.inline.anyPunctuation,"$1")},s[0],this.lexer)}}reflink(i,s){let r;if((r=this.rules.inline.reflink.exec(i))||(r=this.rules.inline.nolink.exec(i))){const c=(r[2]||r[1]).replace(/\s+/g," "),u=s[c.toLowerCase()];if(!u){const h=r[0].charAt(0);return{type:"text",raw:h,text:h}}return Rm(r,u,r[0],this.lexer)}}emStrong(i,s,r=""){let c=this.rules.inline.emStrongLDelim.exec(i);if(!c||c[3]&&r.match(/[\p{L}\p{N}]/u))return;if(!(c[1]||c[2]||"")||!r||this.rules.inline.punctuation.exec(r)){const h=[...c[0]].length-1;let f,m,g=h,w=0;const b=c[0][0]==="*"?this.rules.inline.emStrongRDelimAst:this.rules.inline.emStrongRDelimUnd;for(b.lastIndex=0,s=s.slice(-1*i.length+h);(c=b.exec(s))!=null;){if(f=c[1]||c[2]||c[3]||c[4]||c[5]||c[6],!f)continue;if(m=[...f].length,c[3]||c[4]){g+=m;continue}else if((c[5]||c[6])&&h%3&&!((h+m)%3)){w+=m;continue}if(g-=m,g>0)continue;m=Math.min(m,m+g+w);const v=[...c[0]][0].length,_=i.slice(0,h+c.index+v+m);if(Math.min(h,m)%2){const x=_.slice(1,-1);return{type:"em",raw:_,text:x,tokens:this.lexer.inlineTokens(x)}}const T=_.slice(2,-2);return{type:"strong",raw:_,text:T,tokens:this.lexer.inlineTokens(T)}}}}codespan(i){const s=this.rules.inline.code.exec(i);if(s){let r=s[2].replace(/\n/g," ");const c=/[^ ]/.test(r),u=/^ /.test(r)&&/ $/.test(r);return c&&u&&(r=r.substring(1,r.length-1)),r=Ot(r,!0),{type:"codespan",raw:s[0],text:r}}}br(i){const s=this.rules.inline.br.exec(i);if(s)return{type:"br",raw:s[0]}}del(i){const s=this.rules.inline.del.exec(i);if(s)return{type:"del",raw:s[0],text:s[2],tokens:this.lexer.inlineTokens(s[2])}}autolink(i){const s=this.rules.inline.autolink.exec(i);if(s){let r,c;return s[2]==="@"?(r=Ot(s[1]),c="mailto:"+r):(r=Ot(s[1]),c=r),{type:"link",raw:s[0],text:r,href:c,tokens:[{type:"text",raw:r,text:r}]}}}url(i){let s;if(s=this.rules.inline.url.exec(i)){let r,c;if(s[2]==="@")r=Ot(s[0]),c="mailto:"+r;else{let u;do u=s[0],s[0]=this.rules.inline._backpedal.exec(s[0])?.[0]??"";while(u!==s[0]);r=Ot(s[0]),s[1]==="www."?c="http://"+s[0]:c=s[0]}return{type:"link",raw:s[0],text:r,href:c,tokens:[{type:"text",raw:r,text:r}]}}}inlineText(i){const s=this.rules.inline.text.exec(i);if(s){let r;return this.lexer.state.inRawBlock?r=s[0]:r=Ot(s[0]),{type:"text",raw:s[0],text:r}}}}const i4=/^(?: *(?:\n|$))+/,s4=/^( {4}[^\n]+(?:\n(?: *(?:\n|$))*)?)+/,o4=/^ {0,3}(`{3,}(?=[^`\n]*(?:\n|$))|~{3,})([^\n]*)(?:\n|$)(?:|([\s\S]*?)(?:\n|$))(?: {0,3}\1[~`]* *(?=\n|$)|$)/,Xs=/^ {0,3}((?:-[\t ]*){3,}|(?:_[ \t]*){3,}|(?:\*[ \t]*){3,})(?:\n+|$)/,r4=/^ {0,3}(#{1,6})(?=\s|$)(.*)(?:\n+|$)/,v0=/(?:[*+-]|\d{1,9}[.)])/,_0=Me(/^(?!bull |blockCode|fences|blockquote|heading|html)((?:.|\n(?!\s*?\n|bull |blockCode|fences|blockquote|heading|html))+?)\n {0,3}(=+|-+) *(?:\n+|$)/).replace(/bull/g,v0).replace(/blockCode/g,/ {4}/).replace(/fences/g,/ {0,3}(?:`{3,}|~{3,})/).replace(/blockquote/g,/ {0,3}>/).replace(/heading/g,/ {0,3}#{1,6}/).replace(/html/g,/ {0,3}<[^\n>]+>\n/).getRegex(),Tu=/^([^\n]+(?:\n(?!hr|heading|lheading|blockquote|fences|list|html|table| +\n)[^\n]+)*)/,l4=/^[^\n]+/,Su=/(?!\s*\])(?:\\.|[^\[\]\\])+/,c4=Me(/^ {0,3}\[(label)\]: *(?:\n *)?([^<\s][^\s]*|<.*?>)(?:(?: +(?:\n *)?| *\n *)(title))? 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*(?:\n+|$)/,heading:/^(#{1,6})(.*)(?:\n+|$)/,fences:Ns,lheading:/^(.+?)\n {0,3}(=+|-+) *(?:\n+|$)/,paragraph:Me(Tu).replace("hr",Xs).replace("heading",` *#{1,6} *[^
54]`).replace("lheading",_0).replace("|table","").replace("blockquote"," {0,3}>").replace("|fences","").replace("|list","").replace("|html","").replace("|tag","").getRegex()},x0=/^\\([!"#$%&'()*+,\-./:;<=>?@\[\]\\^_`{|}~])/,p4=/^(`+)([^`]|[^`][\s\S]*?[^`])\1(?!`)/,T0=/^( {2,}|\\)\n(?!\s*$)/,m4=/^(`+|[^`])(?:(?= {2,}\n)|[\s\S]*?(?:(?=[\\<!\[`*_]|\b_|$)|[^ ](?= {2,}\n)))/,Ks="\\p{P}\\p{S}",b4=Me(/^((?![*_])[\spunctuation])/,"u").replace(/punctuation/g,Ks).getRegex(),w4=/\[[^[\]]*?\]\([^\(\)]*?\)|`[^`]*?`|<[^<>]*?>/g,y4=Me(/^(?:\*+(?:((?!\*)[punct])|[^\s*]))|^_+(?:((?!_)[punct])|([^\s_]))/,"u").replace(/punct/g,Ks).getRegex(),v4=Me("^[^_*]*?__[^_*]*?\\*[^_*]*?(?=__)|[^*]+(?=[^*])|(?!\\*)[punct](\\*+)(?=[\\s]|$)|[^punct\\s](\\*+)(?!\\*)(?=[punct\\s]|$)|(?!\\*)[punct\\s](\\*+)(?=[^punct\\s])|[\\s](\\*+)(?!\\*)(?=[punct])|(?!\\*)[punct](\\*+)(?!\\*)(?=[punct])|[^punct\\s](\\*+)(?=[^punct\\s])","gu").replace(/punct/g,Ks).getRegex(),_4=Me("^[^_*]*?\\*\\*[^_*]*?_[^_*]*?(?=\\*\\*)|[^_]+(?=[^_])|(?!_)[punct](_+)(?=[\\s]|$)|[^punct\\s](_+)(?!_)(?=[punct\\s]|$)|(?!_)[punct\\s](_+)(?=[^punct\\s])|[\\s](_+)(?!_)(?=[punct])|(?!_)[punct](_+)(?!_)(?=[punct])","gu").replace(/punct/g,Ks).getRegex(),k4=Me(/\\([punct])/,"gu").replace(/punct/g,Ks).getRegex(),x4=Me(/^<(scheme:[^\s\x00-\x1f<>]*|email)>/).replace("scheme",/[a-zA-Z][a-zA-Z0-9+.-]{1,31}/).replace("email",/[a-zA-Z0-9.!#$%&'*+/=?^_`{|}~-]+(@)[a-zA-Z0-9](?:[a-zA-Z0-9-]{0,61}[a-zA-Z0-9])?(?:\.[a-zA-Z0-9](?:[a-zA-Z0-9-]{0,61}[a-zA-Z0-9])?)+(?![-_])/).getRegex(),T4=Me(Au).replace("(?:-->|$)","-->").getRegex(),S4=Me("^comment|^</[a-zA-Z][\\w:-]*\\s*>|^<[a-zA-Z][\\w-]*(?:attribute)*?\\s*/?>|^<\\?[\\s\\S]*?\\?>|^<![a-zA-Z]+\\s[\\s\\S]*?>|^<!\\[CDATA\\[[\\s\\S]*?\\]\\]>").replace("comment",T4).replace("attribute",/\s+[a-zA-Z:_][\w.:-]*(?:\s*=\s*"[^"]*"|\s*=\s*'[^']*'|\s*=\s*[^\s"'=<>`]+)?/).getRegex(),Pr=/(?:\[(?:\\.|[^\[\]\\])*\]|\\.|`[^`]*`|[^\[\]\\`])*?/,A4=Me(/^!?\[(label)\]\(\s*(href)(?:\s+(title))?\s*\)/).replace("label",Pr).replace("href",/<(?:\\.|[^\n<>\\])+>|[^\s\x00-\x1f]*/).replace("title",/"(?:\\"?|[^"\\])*"|'(?:\\'?|[^'\\])*'|\((?:\\\)?|[^)\\])*\)/).getRegex(),S0=Me(/^!?\[(label)\]\[(ref)\]/).replace("label",Pr).replace("ref",Su).getRegex(),A0=Me(/^!?\[(ref)\](?:\[\])?/).replace("ref",Su).getRegex(),E4=Me("reflink|nolink(?!\\()","g").replace("reflink",S0).replace("nolink",A0).getRegex(),ju={_backpedal:Ns,anyPunctuation:k4,autolink:x4,blockSkip:w4,br:T0,code:p4,del:Ns,emStrongLDelim:y4,emStrongRDelimAst:v4,emStrongRDelimUnd:_4,escape:x0,link:A4,nolink:A0,punctuation:b4,reflink:S0,reflinkSearch:E4,tag:S4,text:m4,url:Ns},j4={...ju,link:Me(/^!?\[(label)\]\((.*?)\)/).replace("label",Pr).getRegex(),reflink:Me(/^!?\[(label)\]\s*\[([^\]]*)\]/).replace("label",Pr).getRegex()},Kd={...ju,escape:Me(x0).replace("])","~|])").getRegex(),url:Me(/^((?:ftp|https?):\/\/|www\.)(?:[a-zA-Z0-9\-]+\.?)+[^\s<]*|^email/,"i").replace("email",/[A-Za-z0-9._+-]+(@)[a-zA-Z0-9-_]+(?:\.[a-zA-Z0-9-_]*[a-zA-Z0-9])+(?![-_])/).getRegex(),_backpedal:/(?:[^?!.,:;*_'"~()&]+|\([^)]*\)|&(?![a-zA-Z0-9]+;$)|[?!.,:;*_'"~)]+(?!$))+/,del:/^(~~?)(?=[^\s~])([\s\S]*?[^\s~])\1(?=[^~]|$)/,text:/^([`~]+|[^`~])(?:(?= {2,}\n)|(?=[a-zA-Z0-9.!#$%&'*+\/=?_`{\|}~-]+@)|[\s\S]*?(?:(?=[\\<!\[`*~_]|\b_|https?:\/\/|ftp:\/\/|www\.|$)|[^ ](?= {2,}\n)|[^a-zA-Z0-9.!#$%&'*+\/=?_`{\|}~-](?=[a-zA-Z0-9.!#$%&'*+\/=?_`{\|}~-]+@)))/},C4={...Kd,br:Me(T0).replace("{2,}","*").getRegex(),text:Me(Kd.text).replace("\\b_","\\b_| {2,}\\n").replace(/\{2,\}/g,"*").getRegex()},Ar={normal:Eu,gfm:f4,pedantic:g4},Ls={normal:ju,gfm:Kd,breaks:C4,pedantic:j4};class rn{tokens;options;state;tokenizer;inlineQueue;constructor(i){this.tokens=[],this.tokens.links=Object.create(null),this.options=i||Ya,this.options.tokenizer=this.options.tokenizer||new Hr,this.tokenizer=this.options.tokenizer,this.tokenizer.options=this.options,this.tokenizer.lexer=this,this.inlineQueue=[],this.state={inLink:!1,inRawBlock:!1,top:!0};const s={block:Ar.normal,inline:Ls.normal};this.options.pedantic?(s.block=Ar.pedantic,s.inline=Ls.pedantic):this.options.gfm&&(s.block=Ar.gfm,this.options.breaks?s.inline=Ls.breaks:s.inline=Ls.gfm),this.tokenizer.rules=s}static get rules(){return{block:Ar,inline:Ls}}static lex(i,s){return new rn(s).lex(i)}static lexInline(i,s){return new rn(s).inlineTokens(i)}lex(i){i=i.replace(/\r\n|\r/g,`
55`),this.blockTokens(i,this.tokens);for(let s=0;s<this.inlineQueue.length;s++){const r=this.inlineQueue[s];this.inlineTokens(r.src,r.tokens)}return this.inlineQueue=[],this.tokens}blockTokens(i,s=[],r=!1){this.options.pedantic?i=i.replace(/\t/g,"    ").replace(/^ +$/gm,""):i=i.replace(/^( *)(\t+)/gm,(f,m,g)=>m+"    ".repeat(g.length));let c,u,h;for(;i;)if(!(this.options.extensions&&this.options.extensions.block&&this.options.extensions.block.some(f=>(c=f.call({lexer:this},i,s))?(i=i.substring(c.raw.length),s.push(c),!0):!1))){if(c=this.tokenizer.space(i)){i=i.substring(c.raw.length),c.raw.length===1&&s.length>0?s[s.length-1].raw+=`
56`:s.push(c);continue}if(c=this.tokenizer.code(i)){i=i.substring(c.raw.length),u=s[s.length-1],u&&(u.type==="paragraph"||u.type==="text")?(u.raw+=`
57`+c.raw,u.text+=`
58`+c.text,this.inlineQueue[this.inlineQueue.length-1].src=u.text):s.push(c);continue}if(c=this.tokenizer.fences(i)){i=i.substring(c.raw.length),s.push(c);continue}if(c=this.tokenizer.heading(i)){i=i.substring(c.raw.length),s.push(c);continue}if(c=this.tokenizer.hr(i)){i=i.substring(c.raw.length),s.push(c);continue}if(c=this.tokenizer.blockquote(i)){i=i.substring(c.raw.length),s.push(c);continue}if(c=this.tokenizer.list(i)){i=i.substring(c.raw.length),s.push(c);continue}if(c=this.tokenizer.html(i)){i=i.substring(c.raw.length),s.push(c);continue}if(c=this.tokenizer.def(i)){i=i.substring(c.raw.length),u=s[s.length-1],u&&(u.type==="paragraph"||u.type==="text")?(u.raw+=`
59`+c.raw,u.text+=`
60`+c.raw,this.inlineQueue[this.inlineQueue.length-1].src=u.text):this.tokens.links[c.tag]||(this.tokens.links[c.tag]={href:c.href,title:c.title});continue}if(c=this.tokenizer.table(i)){i=i.substring(c.raw.length),s.push(c);continue}if(c=this.tokenizer.lheading(i)){i=i.substring(c.raw.length),s.push(c);continue}if(h=i,this.options.extensions&&this.options.extensions.startBlock){let f=1/0;const m=i.slice(1);let g;this.options.extensions.startBlock.forEach(w=>{g=w.call({lexer:this},m),typeof g=="number"&&g>=0&&(f=Math.min(f,g))}),f<1/0&&f>=0&&(h=i.substring(0,f+1))}if(this.state.top&&(c=this.tokenizer.paragraph(h))){u=s[s.length-1],r&&u?.type==="paragraph"?(u.raw+=`
61`+c.raw,u.text+=`
62`+c.text,this.inlineQueue.pop(),this.inlineQueue[this.inlineQueue.length-1].src=u.text):s.push(c),r=h.length!==i.length,i=i.substring(c.raw.length);continue}if(c=this.tokenizer.text(i)){i=i.substring(c.raw.length),u=s[s.length-1],u&&u.type==="text"?(u.raw+=`
63`+c.raw,u.text+=`
64`+c.text,this.inlineQueue.pop(),this.inlineQueue[this.inlineQueue.length-1].src=u.text):s.push(c);continue}if(i){const f="Infinite loop on byte: "+i.charCodeAt(0);if(this.options.silent){console.error(f);break}else throw new Error(f)}}return this.state.top=!0,s}inline(i,s=[]){return this.inlineQueue.push({src:i,tokens:s}),s}inlineTokens(i,s=[]){let r,c,u,h=i,f,m,g;if(this.tokens.links){const w=Object.keys(this.tokens.links);if(w.length>0)for(;(f=this.tokenizer.rules.inline.reflinkSearch.exec(h))!=null;)w.includes(f[0].slice(f[0].lastIndexOf("[")+1,-1))&&(h=h.slice(0,f.index)+"["+"a".repeat(f[0].length-2)+"]"+h.slice(this.tokenizer.rules.inline.reflinkSearch.lastIndex))}for(;(f=this.tokenizer.rules.inline.blockSkip.exec(h))!=null;)h=h.slice(0,f.index)+"["+"a".repeat(f[0].length-2)+"]"+h.slice(this.tokenizer.rules.inline.blockSkip.lastIndex);for(;(f=this.tokenizer.rules.inline.anyPunctuation.exec(h))!=null;)h=h.slice(0,f.index)+"++"+h.slice(this.tokenizer.rules.inline.anyPunctuation.lastIndex);for(;i;)if(m||(g=""),m=!1,!(this.options.extensions&&this.options.extensions.inline&&this.options.extensions.inline.some(w=>(r=w.call({lexer:this},i,s))?(i=i.substring(r.raw.length),s.push(r),!0):!1))){if(r=this.tokenizer.escape(i)){i=i.substring(r.raw.length),s.push(r);continue}if(r=this.tokenizer.tag(i)){i=i.substring(r.raw.length),c=s[s.length-1],c&&r.type==="text"&&c.type==="text"?(c.raw+=r.raw,c.text+=r.text):s.push(r);continue}if(r=this.tokenizer.link(i)){i=i.substring(r.raw.length),s.push(r);continue}if(r=this.tokenizer.reflink(i,this.tokens.links)){i=i.substring(r.raw.length),c=s[s.length-1],c&&r.type==="text"&&c.type==="text"?(c.raw+=r.raw,c.text+=r.text):s.push(r);continue}if(r=this.tokenizer.emStrong(i,h,g)){i=i.substring(r.raw.length),s.push(r);continue}if(r=this.tokenizer.codespan(i)){i=i.substring(r.raw.length),s.push(r);continue}if(r=this.tokenizer.br(i)){i=i.substring(r.raw.length),s.push(r);continue}if(r=this.tokenizer.del(i)){i=i.substring(r.raw.length),s.push(r);continue}if(r=this.tokenizer.autolink(i)){i=i.substring(r.raw.length),s.push(r);continue}if(!this.state.inLink&&(r=this.tokenizer.url(i))){i=i.substring(r.raw.length),s.push(r);continue}if(u=i,this.options.extensions&&this.options.extensions.startInline){let w=1/0;const b=i.slice(1);let v;this.options.extensions.startInline.forEach(_=>{v=_.call({lexer:this},b),typeof v=="number"&&v>=0&&(w=Math.min(w,v))}),w<1/0&&w>=0&&(u=i.substring(0,w+1))}if(r=this.tokenizer.inlineText(u)){i=i.substring(r.raw.length),r.raw.slice(-1)!=="_"&&(g=r.raw.slice(-1)),m=!0,c=s[s.length-1],c&&c.type==="text"?(c.raw+=r.raw,c.text+=r.text):s.push(r);continue}if(i){const w="Infinite loop on byte: "+i.charCodeAt(0);if(this.options.silent){console.error(w);break}else throw new Error(w)}}return s}}class Fr{options;parser;constructor(i){this.options=i||Ya}space(i){return""}code({text:i,lang:s,escaped:r}){const c=(s||"").match(/^\S*/)?.[0],u=i.replace(/\n$/,"")+`
65`;return c?'<pre><code class="language-'+Ot(c)+'">'+(r?u:Ot(u,!0))+`</code></pre>
66`:"<pre><code>"+(r?u:Ot(u,!0))+`</code></pre>
67`}blockquote({tokens:i}){return`<blockquote>
68${this.parser.parse(i)}</blockquote>
69`}html({text:i}){return i}heading({tokens:i,depth:s}){return`<h${s}>${this.parser.parseInline(i)}</h${s}>
70`}hr(i){return`<hr>
71`}list(i){const s=i.ordered,r=i.start;let c="";for(let f=0;f<i.items.length;f++){const m=i.items[f];c+=this.listitem(m)}const u=s?"ol":"ul",h=s&&r!==1?' start="'+r+'"':"";return"<"+u+h+`>
72`+c+"</"+u+`>
73`}listitem(i){let s="";if(i.task){const r=this.checkbox({checked:!!i.checked});i.loose?i.tokens.length>0&&i.tokens[0].type==="paragraph"?(i.tokens[0].text=r+" "+i.tokens[0].text,i.tokens[0].tokens&&i.tokens[0].tokens.length>0&&i.tokens[0].tokens[0].type==="text"&&(i.tokens[0].tokens[0].text=r+" "+i.tokens[0].tokens[0].text)):i.tokens.unshift({type:"text",raw:r+" ",text:r+" "}):s+=r+" "}return s+=this.parser.parse(i.tokens,!!i.loose),`<li>${s}</li>
74`}checkbox({checked:i}){return"<input "+(i?'checked="" ':"")+'disabled="" type="checkbox">'}paragraph({tokens:i}){return`<p>${this.parser.parseInline(i)}</p>
75`}table(i){let s="",r="";for(let u=0;u<i.header.length;u++)r+=this.tablecell(i.header[u]);s+=this.tablerow({text:r});let c="";for(let u=0;u<i.rows.length;u++){const h=i.rows[u];r="";for(let f=0;f<h.length;f++)r+=this.tablecell(h[f]);c+=this.tablerow({text:r})}return c&&(c=`<tbody>${c}</tbody>`),`<table>
76<thead>
77`+s+`</thead>
78`+c+`</table>
79`}tablerow({text:i}){return`<tr>
80${i}</tr>
81`}tablecell(i){const s=this.parser.parseInline(i.tokens),r=i.header?"th":"td";return(i.align?`<${r} align="${i.align}">`:`<${r}>`)+s+`</${r}>
82`}strong({tokens:i}){return`<strong>${this.parser.parseInline(i)}</strong>`}em({tokens:i}){return`<em>${this.parser.parseInline(i)}</em>`}codespan({text:i}){return`<code>${i}</code>`}br(i){return"<br>"}del({tokens:i}){return`<del>${this.parser.parseInline(i)}</del>`}link({href:i,title:s,tokens:r}){const c=this.parser.parseInline(r),u=Cm(i);if(u===null)return c;i=u;let h='<a href="'+i+'"';return s&&(h+=' title="'+s+'"'),h+=">"+c+"</a>",h}image({href:i,title:s,text:r}){const c=Cm(i);if(c===null)return r;i=c;let u=`<img src="${i}" alt="${r}"`;return s&&(u+=` title="${s}"`),u+=">",u}text(i){return"tokens"in i&&i.tokens?this.parser.parseInline(i.tokens):i.text}}class nl{strong({text:i}){return i}em({text:i}){return i}codespan({text:i}){return i}del({text:i}){return i}html({text:i}){return i}text({text:i}){return i}link({text:i}){return""+i}image({text:i}){return""+i}br(){return""}}class Qt{options;renderer;textRenderer;constructor(i){this.options=i||Ya,this.options.renderer=this.options.renderer||new Fr,this.renderer=this.options.renderer,this.renderer.options=this.options,this.renderer.parser=this,this.textRenderer=new nl}static parse(i,s){return new Qt(s).parse(i)}static parseInline(i,s){return new Qt(s).parseInline(i)}parse(i,s=!0){let r="";for(let c=0;c<i.length;c++){const u=i[c];if(this.options.extensions&&this.options.extensions.renderers&&this.options.extensions.renderers[u.type]){const f=u,m=this.options.extensions.renderers[f.type].call({parser:this},f);if(m!==!1||!["space","hr","heading","code","table","blockquote","list","html","paragraph","text"].includes(f.type)){r+=m||"";continue}}const h=u;switch(h.type){case"space":{r+=this.renderer.space(h);continue}case"hr":{r+=this.renderer.hr(h);continue}case"heading":{r+=this.renderer.heading(h);continue}case"code":{r+=this.renderer.code(h);continue}case"table":{r+=this.renderer.table(h);continue}case"blockquote":{r+=this.renderer.blockquote(h);continue}case"list":{r+=this.renderer.list(h);continue}case"html":{r+=this.renderer.html(h);continue}case"paragraph":{r+=this.renderer.paragraph(h);continue}case"text":{let f=h,m=this.renderer.text(f);for(;c+1<i.length&&i[c+1].type==="text";)f=i[++c],m+=`
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84Please report this to https://github.com/markedjs/marked.`,i){const c="<p>An error occurred:</p><pre>"+Ot(r.message+"",!0)+"</pre>";return s?Promise.resolve(c):c}if(s)return Promise.reject(r);throw r}}}const Ha=new I4;function Oe(a,i){return Ha.parse(a,i)}Oe.options=Oe.setOptions=function(a){return Ha.setOptions(a),Oe.defaults=Ha.defaults,b0(Oe.defaults),Oe};Oe.getDefaults=xu;Oe.defaults=Ya;Oe.use=function(...a){return Ha.use(...a),Oe.defaults=Ha.defaults,b0(Oe.defaults),Oe};Oe.walkTokens=function(a,i){return Ha.walkTokens(a,i)};Oe.parseInline=Ha.parseInline;Oe.Parser=Qt;Oe.parser=Qt.parse;Oe.Renderer=Fr;Oe.TextRenderer=nl;Oe.Lexer=rn;Oe.lexer=rn.lex;Oe.Tokenizer=Hr;Oe.Hooks=Ur;Oe.parse=Oe;Oe.options;Oe.setOptions;Oe.use;Oe.walkTokens;Oe.parseInline;Qt.parse;rn.lex;const R4=new Qt,O4=new nl,j7=a=>R4.parseInline(a,O4),C7=()=>{const a=new Map;return i=>{const s=i.toLowerCase().trim().replace(/[^\p{Letter}\p{Number}

84]+/gu,"-").replace(/^-|-$/g,"")||"section",r=a.get(s)??0;return a.set(s,r+1),r===0?s:`${s}-${r+1}`}},al=a=>a.trim().toLowerCase().normalize("NFKD").replace(/[\u0300-\u036f]/g,"").replace(/['’]/g,"").replace(/[^a-z0-9]+/g,"-").replace(/^-+|-+$/g,""),M4=`---
85title: "Debugging React Testing Library Tests | A Beginner’s Guide in 2024"
86slug: "a-beginners-guide-to-debugging-react-testing-library-tests"
87date: "2024-01-16"
88description: "A beginner’s guide to debugging React testing library tests, with a code walkthrough of how to use react-testing-library to debug tests."
89author: "Geshan Manandhar"
90authorImage: "/images/blog/authors/6568d05a61cacbddd7afcac0_geshan-manandhar.jpeg"
91heroImage: "/images/blog/a-beginners-guide-to-debugging-react-testing-library-tests/6568e96a667dc66d07f3d6a7_debugging-react.webp"
92heroImageAlt: "Debugging React Testing Library Tests | A Beginner’s Guide in 2024"
93categories: ["Testing", "Resources", "React"]
94showTableOfContents: true
95showPromo: true
96---
97
98Automated testing is crucial for the success of medium and large projects, which are often maintained for years. It is more scalable than manual testing. [Visual regression testing](https://www.meticulous.ai/blog/how-to-do-visual-regression-testing-in-a-react-app-a-step-by-step-tutorial) is a category of automated testing that helps you to make sure that all the UI elements work as expected after any changes.
99
100[React](https://www.meticulous.ai/blog/how-to-do-visual-regression-testing-in-a-react-app-a-step-by-step-tutorial).js is one of the most popular JavaScript frontend libraries and React testing library is a lightweight solution for testing React.js components. If you use create react app to create your project, react testing library is included out of the box. In this post, you will learn about the importance of automated testing, reasons to do visual regression testing, and ways to debug tests written with React Testing Libary - let’s get going!
101
102## Automated Testing is Important
103
104Having some form of automated testing is crucial for the long-term maintainability of a project. [Unit tests](https://www.meticulous.ai/blog/frontend-unit-testing-best-practices) are the most predictable, repeatable, and fastest breed of [automated tests](https://www.meticulous.ai/blog/testing-pyramid-for-frontend). You write tests so that you don’t need to debug any pesky issues in the future. However, the test code is code too, so you will also need to debug the test code!
105
106Writing tests for your code is important, the other more important aspect is writing testable code. Writing code in a testable way is a forcing function for writing clean code with best practices like dependency injection baked in. Then, adding tests on code that is already well designed makes it more maintainable and adaptable for future changes. The success of a large project that will be operated for years by multiple software engineers will rely heavily on having useful and carefully designed automated tests.
107
108## Why do Visual Regression Testing
109
110For [front-end](https://www.meticulous.ai/blog/frontend-unit-testing-best-practices) applications, like the ones built with React.js, testing is paramount. As the frontend application is the gateway between the user and your data, the User Interface (UI) elements always need to look and behave as intended. This is where visual regression testing becomes even more crucial.
111
112The problem of visual regression exacerbates as the size of the codebase grows with time. For a smaller codebase, most relations are easier to remember. In smaller codebases, the visual regression is relatively manageable. The full codebase and its intricacies are easily visible. But, as the size of the codebase increases, the complexity of the relationship between components also increases. It is more likely to see visual regression problems in large and legacy code bases compared to smaller and newer micro frontend projects.
113
114[Visual regression testing](https://www.meticulous.ai/blog/the-beginner-guide-to-visual-regression-testing) is a way to verify that changes do not negatively impact the visual appearance of the existing user interface of the application. For instance, an engineer changes a text box for the search form but as the text box is used in the login form too, the change breaks the login form. This is the pressing reason to do visual regression testing so that changes in one part or lower level primitive do not adversely affect other parts of the application.
115
116Given test code is also code, it also needs to be debugged so that tests can be written easily and accurately. In the next section, you will learn about an example app to debug tests written with React testing library.
117
118## Example App - Name to Nationality Percent
119
120To debug some React testing library tests you will use the Name to Nationality guessing application. If you are interested in how the application is built, please read the post on [Jest SpyOn](https://meticulous.ai/blog/how-to-use-jest-spyon/). It is a simple yet useful app where the first name of a person is entered and the app tries to guess the nationality percent of the given name using the Nationalize.io API. For instance, with the name chris the app works like the below:
121
122This application code is available on [GitHub](https://github.com/geshan/name-nationality) if you want to fiddle around with the code. You can quickly try your own name as the app is hosted on [Netlify](https://name-nationality.netlify.app/). Give it a shot. Next, you will learn how to debug the existing test of the flags being displayed correctly for the React testing library test.
123
124## Example Test - Get Nationality Flag
125
126The app already has some [test cases](https://github.com/geshan/name-nationality/blob/master/src/App.test.js) to verify that it works as expected. One of those tests is named should get nationalities for a name [checks](https://github.com/geshan/name-nationality/blob/master/src/App.test.js#L26) that the happy path works fine. You will be using this test as an example to debug a react testing library test. For the getRoles part, you will use the render function on the App component as it makes more sense. In the next section, you will learn about screen.debug, which is very useful to view the current HTML output of a component.
127
128## Using screen.debug to Peek into Rendered HTML
129
130There are a few tests in the example application. One of them is the React testing library test to check the happy path of the flags loading when a Name is entered. This test looks like the below:
131
132\`\`\`
133test('should get nationalities for a name', async() => {
134  render(<App />);
135
136  //simulate filling up the textbox
137  const personNameInput = screen.getByRole('textbox');
138  fireEvent.change(personNameInput, {target: {value: 'john'}}

138)
139  expect(personNameInput.value).toBe('john');
140
141  //click the button
142   const getNationalitiesBtn = screen.getByRole('button', { name: 'Get Nationalities' });
143   expect(getNationalitiesBtn).not.toBeDisabled();
144   userEvent.click(getNationalitiesBtn);
145
146   //Verify percent and flag images are displayed
147   expect(await screen.findByText('3 guess(es) found')).toBeVisible();
148
149   expect(windowFetchSpy).toHaveBeenCalled();
150   expect(windowFetchSpy).toHaveBeenCalledWith('https://api.nationalize.io/?name=john');
151   expect(screen.getByText('US - 4.84%')).toBeVisible();
152   expect(screen.getByText('IM - 4.44%')).toBeVisible();
153   expect(screen.getByText('IE - 4.21%')).toBeVisible();
154
155   const flagImages = screen.getAllByRole('img');
156   expect(flagImages).toHaveLength(3);
157   expect(flagImages[0]).toHaveAccessibleName('US flag');
158   expect(flagImages[1]).toHaveAccessibleName('IM flag');
159   expect(flagImages[2]).toHaveAccessibleName('IE flag');
160});
161\`\`\`
162
163Let’s suppose you did not know that there were 3 flags or the country names being rendered. It could be debugged with debug method on the screen object as follows:
164
165\`\`\`
166const flagImages = screen.getAllByRole('img');
167//console.log(flagImages);
168screen.debug(flagImages);
169
170expect(flagImages).toHaveLength(3);
171expect(flagImages[0]).toHaveAccessibleName('US flag');
172expect(flagImages[1]).toHaveAccessibleName('IM flag');
173expect(flagImages[2]).toHaveAccessibleName('IE flag');
174\`\`\`
175
176Like any other debug process, your first tool in the debugging toolbox would be the trustworthy console.log. If the above console.log was not commented the output would have been something like:
177
178\`\`\`
179console.log
180    [
181       HTMLImageElement {
182        '__reactFiber$spdd5vndmz9': FiberNode {
183          tag: 5,
184          key: null,
185          elementType: 'img',
186          type: 'img',
187          stateNode: [Circular *1],
188          return: [FiberNode],
189          child: null,
190          sibling: null,
191          index: 2,
192          ref: null,
193          pendingProps: [Object],
194          memoizedProps: [Object],
195          updateQueue: null,
196          memoizedState: null,
197          dependencies: null,
198          mode: 1,
199          flags: 1048580,
200          subtreeFlags: 0,

201          deletions: null,
202          lanes: 0,
203          childLanes: 0,
204          alternate: null,
205          actualDuration: 0,
206          actualStartTime: -1,
207          selfBaseDuration: 0,
208          treeBaseDuration: 0,
209          _debugSource: [Object],
210          _debugOwner: [FiberNode],
211          _debugNeedsRemount: false,
212          _debugHookTypes: null
213        },
214        '__reactProps$spdd5vndmz9': {
215          src: 'https://flagcdn.com/w160/us.jpg',
216          alt: 'US flag',
217          style: [Object]
218        },
219        '__reactEvents$spdd5vndmz9': Set(2) { 'error__bubble', 'load__bubble' },
220        [Symbol(SameObject caches)]: [Object: null prototype] {
221          style: [CSSStyleDeclaration],
222          childNodes: NodeList {}
223        }
224      },
225…
226]
227\`\`\`
228
229As seen above the console.log output for a getAllByRole call on screen is cryptic, to say the least. Rather than helping to debug it is making the process more difficult. Thereby, the generally useful console.log is not very useful in this particular case. On the other hand the output of the helpful screen.debug call is as follows:
230
231\`\`\`
232console.log
233
234
235      at logDOM (node_modules/@testing-library/dom/dist/pretty-dom.js:90:13)
236          at Array.forEach ()
237
238console.log
239
240
241      at logDOM (node_modules/@testing-library/dom/dist/pretty-dom.js:90:13)
242          at Array.forEach ()
243
244console.log
245
246
247      at logDOM (node_modules/@testing-library/dom/dist/pretty-dom.js:90:13)
248          at Array.forEach ()
249\`\`\`
250
251Now, it is much easier for you to know that there are 3 elements in the flagImages array and each of those is a simple img tag. The next step is to check the alt text which can be tested by using toHaveAccessibleName and using the string value like US flag.
252
253Now it is clear that the screen.debug method allows you to see the rendered HTML of the component which makes writing tests much easier. Without the debug method it might feel like shooting in the dark, especially if the component renders a complicated HTML. Next up you will learn about the magic sauce behind the debug method is prettyDOM.
254
255## Debugging DOM Elements with prettyDOM
256
257[PrettyDOM](https://testing-library.com/docs/dom-testing-library/api-debugging/#prettydom) is built on top of [pretty-format](https://github.com/facebook/jest/tree/main/packages/pretty-format). The prettyDOM function is used to print out a readable representation of the DOM tree of a node.
258
259The method used in the previous section screen.debug is a shorthand for writing console.log(prettyDOM(baseElement)). In this console.log call with prettyDOM, the baseElement is the DOM node where your React Element is rendered. You can use prettyDOM in the above happy path test case as:
260
261\`\`\`
262const flagImages = screen.getAllByRole('img');
263let index = 1;
264for(const flagImage of flagImages) {
265  console.log(\`flag image \${index}: \`, prettyDOM(flagImage));
266  index++;
267}
268
269expect(flagImages).toHaveLength(3);
270expect(flagImages[0]).toHaveAccessibleName('US flag');
271expect(flagImages[1]).toHaveAccessibleName('IM flag');
272expect(flagImages[2]).toHaveAccessibleName('IE flag');
273\`\`\`
274
275Notice here, that you have put a for loop explicitly to repeat through each flag image. In place of screen.debug the underlying prettyDOM function has been called in this case. PrettyDOM as the name suggests will print out the DOM elements in a neat and clean format. You can also use the pretty-format [options](https://github.com/facebook/jest/tree/main/packages/pretty-format#usage-with-options) to leverage the full powers of prettyDOM. It will give an output as follows when you run the above test:
276
277\`\`\`
278console.log
279    flag image 1:
280
281      at Object. (src/App.test.js:77:13)
282
283console.log
284    flag image 2:
285
286      at Object. (src/App.test.js:77:13)
287
288console.log
289    flag image 3:
290
291      at Object. (src/App.test.js:77:13)
292\`\`\`
293
294The above output is pretty similar to screen.debug. In this instance, as console.log( flag Image \${index}:, prettyDOM(flagImage)); is used in a loop you have more control over how to show the output. For example, if you want to turn off the code highlight it can be done with prettyDOM(flagImage, null, {highlight:false}). The second parameter is the maxLength which is sent as null and the third parameter is the [options](https://github.com/facebook/jest/tree/main/packages/pretty-format#usage-with-options) object. The options object is the same as the options for the pretty-format package. In this particular call, you have set it turn of code highlighting with highlight: false.
295
296Hence, the magic sauce of screen.debug is that it uses prettyDOM to do the heavy lifting. screen.debug uses prettyDOM with the default options, if you want to customize it you can call prettyDOM directly as seen in the above example. In the next part, you will learn about logRoles for easier querying of the DOM elements.
297
298## Finding Ways to Query DOM Elements using logRoles
299
300The logRoles helper function is another useful function. It is utilized to print out a list of all the implicit [ARIA roles](https://developer.mozilla.org/en-US/docs/Web/Accessibility/ARIA/Roles) within a tree of DOM nodes. It lists all the nodes which match that role. This is very handy to find out the ways to query the DOM being testing. Sounds a bit confusing, but the code below will clear your confusion with the app component’s roles rendered with logRoles at the start of the test as seen below:
301
302\`\`\`
303const { container } = render();
304logRoles(container);
305\`\`\`
306
307This will output all the roles/HTML elements when the App component is initially loaded which yields:
308
309\`\`\`
310console.log
311banner:
312
313Name "":
314<header
315  class="App-header"
316/>
317
318--------------------------------------------------
319heading:
320
321Name "Check Name's Nationalities percent":
322<h2 />
323
324--------------------------------------------------
325form:
326
327Name "":
328<form
329  name="nationalities-form"
330/>
331
332--------------------------------------------------
333textbox:
334
335Name "":
336<input
337  name="personName"
338  placeholder="Enter a person's name"
339  type="text"
340  value=""
341/>
342
343--------------------------------------------------
344button:
345
346Name "Get Nationalities":
347<button />
348
349--------------------------------------------------
350
351  at logRoles (node_modules/@testing-library/dom/dist/role-helpers.js:234:20)
352\`\`\`
353
354This reveals there are multiple elements like one H2 with the name “Check Name's Nationalities percent”, a button element with the name “Get Nationalities” and others. With the above information, it makes it much easier to write a test like:
355
356\`\`\`
357const getNationalitiesBtn = screen.getByRole('button', { name: 'Get Nationalities' });

358expect(getNationalitiesBtn).not.toBeDisabled();
359userEvent.click(getNationalitiesBtn);
360\`\`\`
361
362As you know there is a button element and it has the name “Get Nationalities”, another test can be to check that the button is not disabled. Selecting the button by role was much easier as you could see the role printed on the console with the logRoles helper function with the container from the rendered App component.
363
364Whenever your React testing library test fails, these are 3 amazingly useful functions you now know about to help you debug and fix the broken or failing tests.
365
366## Conclusion
367
368In this post to debug React testing library tests, you witnessed how to use screen.debug instead of the usual console.log to easily see the rendered HTML for your react component. You also learned that the screen.debug actually uses prettyDOM helper function in the background. Finally, you became aware of the logRoles helper function that prints all the roles available for a given React component which makes it much easier to query Nodes by roles to write further tests. Keep on writing those amazing tests!
369
370## Meticulous
371
372Meticulous creates and maintains an exhaustive suite of e2e ui tests with **zero** developer effort.
373
374This quote from the CTO of Traba sums the product up best: "Meticulous has fundamentally changed the way we approach frontend testing in our web applications, fully eliminating the need to write any frontend tests. The software gives us confidence that every change will be completely regression tested, allowing us to ship more quickly with significantly fewer bugs in our code. The platform is easy to use and reduces the barrier to entry for backend-focused devs to contribute to our frontend codebase."
375
376This [post](https://www.meticulous.ai/blog/lessons-from-a-decade) from our CTO (formerly lead of Palantir's main engineering group) sets out the context of why exhaustive testing can double engineering velocity. Learn more about the product [here.](/)
377`,U4=`---
378title: "Browserstack vs SauceLabs: App & Browser Testing"
379slug: "browserstack-vs-saucelabs"
380date: "2024-01-16"
381description: "This article provides a detailed comparison of two popular cloud-based device testing tools, BrowserStack and Sauce Labs. It outlines their features, benefits, and pricing structures so you can choose the tool that will best meet your needs, and it introduces an alternative tool called Meticulous."
382author: "Kasper Siig"
383authorImage: "/images/blog/authors/6556f52006849f153f151c05_kasper-siig.png"
384heroImage: "/images/blog/browserstack-vs-saucelabs/656a24f7b14bc510a964b55d_browserstack-vs-saucelabs.png"
385heroImageAlt: "Browserstack vs SauceLabs: App & Browser Testing"
386categories: ["Resources"]
387showTableOfContents: true
388showPromo: true
389---
390
391From smartphones to tablets, desktops, and even wearables, technological progress has transformed the testing environment, as well as the features required from testing tools. [BrowserStack](https://www.browserstack.com/) and [Sauce Labs](https://saucelabs.com/) are two popular tools for cloud-based device testing, and in this article, we’ll provide the pros and cons of each to help you decide which tool to incorporate into your tool stack. We’ll also introduce an exciting alternative for you to consider.
392
393## What Is Cloud-Based Device Testing?
394
395For developers, ensuring consistent software functionality across a vast array of devices, operating systems, and browsers — often termed "[device diversity](https://www.splashtop.com/blog/how-it-teams-are-navigating-device-diversity)" — is a monumental task. But with cloud-based device testing, developers can access a virtual collection of real devices, all hosted in the cloud — and this has a number of benefits:
396
397- Unparalleled Coverage: Software is tested across a wide range of devices, browsers, and operating systems, to ensure a user experience that's consistent, irrespective of the device or platform.
398- Lower Costs: Cloud-based testing offers testers access to the latest devices, eliminating the need for a costly in-house device lab.
399- Accelerated Testing: Development teams can run cloud-based tests concurrently across multiple devices, reducing testing time and speeding up product launches.
400- Mimicking Reality: Either through emulation or by having real devices placed throughout the world, cloud-based tools can replicate or simulate real-world conditions.
401- Improved Collaboration: Given that teams might include people in different cities or or even on different c

401ontinents, cloud-based testing platforms act as a central hub, allowing teams to test, share insights, and debug together.
402- Future-Ready Scalability: As software evolves, cloud-based testing platforms adapt, ensuring that increasing testing needs are consistently met.
403
404## The Challenges Solved by Cloud-Based Testing
405
406When you’re developing a new application or even just a new feature, one of the main challenges is to ensure that the app's user interface remains consistent across different screen sizes and resolutions. Moreover, functionalities like push notifications and real-time messaging must work seamlessly across various OS versions. This is where cloud-based testing platforms come in. With them, you can access a range of real devices, conduct simultaneous tests, and obtain immediate feedback, guaranteeing a uniform experience for all users.
407
408However, each approach comes with its own set of unique challenges:
409
410.table_component { overflow: auto; width: 100%; } .table_component table { border: 1px solid #dededf; height: 100%; width: 100%; table-layout: fixed; border-collapse: collapse; border-spacing: 1px; text-align: left; } .table_component caption { caption-side: top; text-align: left; } .table_component th { border: 1px solid #dededf; background-color: #eceff1; color: #000000; padding: 5px; } .table_component td { border: 1px solid #dededf; background-color: #ffffff; color: #000000; padding: 5px; }
411
412| Testing Method | Challenges |
413| -------------- | ---------- |
414
415| On-Premises Testing  

416 | Significant investments required for infrastructure setup. Regular upgrades needed for equipment, machines, and software. Both virtual and physical storage areas may be required, leading to higher costs |
417| Cloud Testing  
418 | Potential issues with network latency affecting response times. Concerns about data safety and security. Integration challenges with different cloud providers. Potential for increased expenses if not managed properly |
419| In-House Device Labs |
420
421Limited coverage due to a restricted range of devices, browsers, or OS versions. Geographical limitations preventing testing from various locations. Time-consuming and resource-intensive setup and maintenance. High costs associated with constant device updates and lab maintenance
422
423|
424
425Cloud-based device testing is a key component of software development. It's not merely about ensuring software functionality; it's about ensuring that every user, regardless of the device they’re on, receives a consistent, premium experience.
426
427## An Overview of Browserstack
428
429![Screenshot of Browserstack’s website](/images/blog/browserstack-vs-saucelabs/6568db8e80d256f17b587010_browserstack-website.png)
430
431BrowserStack has a clear and compelling mission: "empower developers to build amazing experiences." The company remains steadfast in its dedication to providing premier software testing tools and ensuring that developers and QA teams can consistently deliver outstanding user experiences. With a goal of becoming the "testing infrastructure of the Internet," BrowserStack is set to reshape quality assurance standards.
432
433### Browserstack Features: An Overview
434
435![Overview of Browserstack’s features](/images/blog/browserstack-vs-saucelabs/6568db90af7766b254ad6888_browserstack-features.png)
436
437- [Manual Cross-Browser Testing (Live)](https://www.browserstack.com/live) allows developers and testers to manually assess their websites across various browsers and devices in real time, ensuring that websites render and function consistently and provide a seamless user experience.
438- [Browser Automation Grid (Automate)](https://www.browserstack.com/automate) provides a robust foundation for running automated browser tests across numerous browsers and operating systems, streamlining the testing process and leading to quicker feedback and releases.
439- [Visual Testing and Review (Percy)](https://www.browserstack.com/percy) is a tool that compares web pages across different browsers and devices, identifies visual discrepancies, and ensures a consistent visual narrative.
440- [Manual Real Device Testing (App Live)](https://www.browserstack.com/app-live) reflects BrowserStack's dedication to authenticity — this feature facilitates hands-on testing of mobile apps on actual devices, replicating genuine user interactions.
441- [Real Device Automation Grid (App Automate)](https://www.browserstack.com/app-automate) allows automated testing of mobile apps on real devices, capturing an authentic portrayal of app performance.
442
443In addition to specific tools, there are some traits that can be found across BrowserStack’s entire suite of features.
444
445- [Extensive Coverage](https://www.browserstack.com/list-of-browsers-and-platforms/app_automate): One of BrowserStack's hallmark features is its comprehensive coverage. It grants instant access to more than 3,000 browsers and real iOS and Android devices, ensuring thorough testing across myriad devices, browsers, and OS versions.
446- [Unwavering Security](https://www.browserstack.com/security): In today's climate of frequent data breaches, BrowserStack's commitment to security is paramount. Being [SOC 2 Type 2](https://www.accessowl.io/blog/6-misconceptions-iso27001-soc2/) compliant, it guarantees that testing processes and data are shielded from threats, alleviating concerns about cloud data security.
447- [Integration with Leading Tools](https://www.browserstack.com/integrations/app-automate): To optimize the software development lifecycle, BrowserStack is compatible with renowned tools such as Selenium, Jenkins, Slack, and Appium, so it integrates seamlessly into existing workflows. 
448
449In summary, BrowserStack's offerings underscore its dedication to quality, security, and efficie

449ncy. By presenting a range of tools tailored to diverse testing requirements, BrowserStack has established itself as an invaluable partner for developers and QA teams.
450
451### Pricing & Reviews
452
453![Browserstack pricing page](/images/blog/browserstack-vs-saucelabs/6568db8ef4bb378dc6c5fa2d_browserstack-pricing-page.png)
454
455BrowserStack offers a diverse range of plans tailored to specific needs. The plan you should select largely hinges on the desired feature set. For people interested in the Live feature, the following plans are available:
456
457.table_component { overflow: auto; width: 100%; } .table_component table { border: 1px solid #dededf; height: 100%; width: 100%; table-layout: fixed; border-collapse: collapse; border-spacing: 1px; text-align: left; } .table_component caption { caption-side: top; text-align: left; } .table_component th { border: 1px solid #dededf; background-color: #eceff1; color: #000000; padding: 5px; } .table_component td { border: 1px solid #dededf; background-color: #ffffff; color: #000000; padding: 5px; }
458
459| Plan | Price (billed annually) | Key Features |
460| ---- | ----------------------- | ------------ |
461
462| Desktop  
463 | $29/month | 3000+ desktop browsers. Unlimited testing minutes. Localhost, staging, private website testing |
464| Desktop & Mobile  
465 | $39/month | All features of Live. 20,000+ real iOS & Android devices. Mobile browsers |
466| Team |
467
468$150/month (for 5 users)
469
470| All features of Desktop & Mobile. Collaborative debugging. Geolocation testing |
471| Team Pro | $199/month (for 5 users) | All features of Team. 2FA with OTP/SMS. Test payments via Apple Pay and Google Pay |
472| Enterprise | Custom pricing | All features of Team Pro. Advanced access control. Single sign-on. IP whitelisting |
473| Freelancer | $12.50/month | Standard features |
474| Open Source | Free | Standard features |
475
476Reviews for BrowserStack on [TrustRadius](https://www.trustradius.com/products/browserstack/reviews) are predominantly positive. However, some users have pointed out areas for improvement, particularly in performance, support, and configurability.
477
478.table_component { overflow: auto; width: 100%; } .table_component table { border: 1px solid #dededf; height: 100%; width: 100%; table-layout: fixed; border-collapse: collapse; border-spacing: 1px; text-align: left; } .table_component caption { caption-side: top; text-align: left; } .table_component th { border: 1px solid #dededf; background-color: #eceff1; color: #000000; padding: 5px; } .table_component td { border: 1px solid #dededf; background-color: #ffffff; color: #000000; padding: 5px; }
479
480| Criteria | Rating (out of 10) |
481| -------- | ------------------ |
482
483| Likelihood to Renew  
484 | 9.2 |
485| Usability  
486 | 9.3 |
487| Availability |
488
4899.1
490
491|
492| Performance | 7.9 |
493| Support Rating | 8 |
494| Implementation Rating | 9.1 |
495| Configurability | 8.2 |
496| Contract Terms and Pricing Model | 9.1 |
497| Product Scalability | 9.1 |
498| Professional Services | 9.1 |
499| Vendor post-sale | 9.1 |
500| Vendor pre-sale | 9.1 |
501
502## SauceLabs' Testing Capabilities
503
504![Saucelabs test toolchain](/images/blog/browserstack-vs-saucelabs/6568dcff3f304b534014ae09_saucelabs-test-toolchain.png)
505
506Sauce Labs has carved out a niche for itself through unwavering determination and technological innovation. Initially, it focused on testing for the Internet Explorer browser, addressing a significant challenge for developers globally. As the digital realm evolved, so did Sauce Labs. In 2013, Adobe's decision to shut down its BrowserLab testing platform [and point users toward Sauce Labs](https://finance.yahoo.com/news/sauce-labs-rescues-adobe-browserlab-212248090.html?guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAElNLdC6M6uySQtmh449Ksex0dVL8STMUMkk18kntKFQtjio8ticDvbeodK_sr7_dlctBZZHZSlRkisbcKksBaScXB_d_Wcc27UOLGVDFM11kn3pzkLHCUB1LB3zd1sFA4Otz_0pTjeQr45BU4ZbIhBYRfO7aS4TF6-vOYGkz9jQ&guccounter=2) underscored SauceLabs’ growing prominence in the testing arena.
507
508The accolades didn't end there. Sauce Labs took the lead in supporting [Automated Testing for Microsoft Edge](https://saucelabs.com/resources/blog/testing-on-microsoft-edge) and promptly extended its support to the [Firebug plug-in for Mozilla Firefox](https://cloud-computing-today.com/2013/03/17/13067/). The firm experienced an uptick in investments during 2015 and 2016, and this financial boost facilitated the [acquisition of TestObject](https://saucelabs.com/company/news/sauce-labs-acquires-testobject-to-expand-real-device-mobile-app-testing-platform), a distinguished real device mobile app testing platform, in December 2016.
509
510Further solidifying its industry standing, Sauce Labs launched the [Sauce plugin for Microsoft Visual Studio Team Services (VSTS)](https://docs.saucelabs.com/basics/integrations/azure/) and unveiled the innovative Sauce Labs Test Analytics. The company's unwavering commitment to excellence garnered it multiple accolades, including a spot among the [top 100 fastest-growing private companies](https://saucelabs.com/company/news/sauce-labs-named-to-san-francisco-business-times-top-100-fastest-growing-private-companies-list-for-eighth-consecutive-year) in the Bay Area in 2015 and 2017. Additionally, [Forrester Research hailed Sauce Labs](https://saucelabs.com/resources/white-paper/the-forrester-wave-continuous-functional-test-automation-suites-q2-2020) as the "developers’ choice for cross-browser and mobile testing in the cloud," an endorsement that underscores its prowess.
511
512### SauceLabs Features: An Overview
513
514![Overview of Saucelabs’ Features](/images/blog/browserstack-vs-saucelabs/6568dcff8d9b73c476d2e291_saucelabs-features.png)
515
516- [Comprehensive Coverage](https://docs.saucelabs.com/insights/coverage/): Sauce Labs distinguishes itself with its extensive range of testing environments. It ensures that applications and websites maintain compatibility across the latest browser-OS comb

516inations, mobile emulators, simulators, and real devices. This expansive coverage allows developers to test across diverse scenarios, mirroring a majority of user interactions.
517- [Scalability for CI/CD](https://docs.saucelabs.com/ci/): Aligned with contemporary development paradigms, Sauce Labs is crafted with continuous integration and continuous delivery (CI/CD) workflows at its core. It promotes swift feedback, empowering development teams to deftly manage multiple pull requests daily, and guaranteeing both rapid and dependable software delivery.
518- [Enhanced Efficiency with Debugging Tools](https://docs.saucelabs.com/insights/debug/): In today's accelerated development cycles, efficiency is paramount. Sauce Labs boasts a range of debugging tools, encompassing videos, screenshots, and log files. It also provides in-depth analytics, live testing environments, and Sauce Headless for headless browser testing. These tools empower developers to swiftly pinpoint and address issues, accelerating iterations and elevating product quality.
519- [Enterprise Security and Support](https://saucelabs.com/company/security): In an era when digital security is paramount, Sauce Labs delivers top-notch protection. With single-use VMs and real devices subjected to stringent post-testing cleaning, data integrity remains uncompromised. Moreover, Sauce Connect offers a secure tunneling protocol, ensuring that enterprise-level security concerns are thoroughly addressed.
520- History and Background: While not a concrete feature, Sauce Labs' storied history offers insights into its evolution and unwavering commitment to excellence. From its initial emphasis on Internet Explorer testing to accolades from industry stalwarts and its ongoing innovation, Sauce Labs has consistently demonstrated its dedication to redefining the limits of cloud-based testing.
521
522Sauce Labs has become an indispensable ally for developers and QA teams worldwide. Its expansive coverage ensures optimal compatibility across a vast array of browser-OS combinations, mobile emulators, simulators, and real devices, reflecting the diverse interactions of users.
523
524### Pricing & Reviews
525
526![Saucelabs pricing page](/images/blog/browserstack-vs-saucelabs/6568dcffb076ff0e9cbf3848_saucelabs-pricing-page.png)
527
528Compared with BrowserStack’s, Sauce Labs' credit-based pricing structure is refreshingly clear.
529
530.table_component { overflow: auto; width: 100%; } .table_component table { border: 1px solid #dededf; height: 100%; width: 100%; table-layout: fixed; border-collapse: collapse; border-spacing: 1px; text-align: left; } .table_component caption { caption-side: top; text-align: left; } .table_component th { border: 1px solid #dededf; background-color: #eceff1; color: #000000; padding: 5px; } .table_component td { border: 1px solid #dededf; background-color: #ffffff; color: #000000; padding: 5px; }
531
532| Plan | Price | Key Features |
533| ---- | ----- | ------------ |
534
535| Free  
536 | $0 | 2,000 free credits/week. Test on up to 10 devices in parallel |
537| Monthly  
538 | $50/month | 25,000 credits/month. Test on up to 25 devices in parallel |
539| Annual |
540
541$600/year
542
543| 330,000 credits/year (including 30,000 bonus credits). Test on up to 50 devices in parallel |
544| Enterprise  
545 | Custom pricing | Unlimited automated testing minutes. Private device cloud. Single sign-on (SSO) |
546| Mobile Beta Testing | $199/month (billed annually) | 50 apps, 500 beta testers. 180 days data retention. 10,000 video sessions/month |
547| Open Source Projects | Free | Standard features |
548
549While the [TrustRadius page for Sauce Labs](https://www.trustradius.com/products/sauce-labs/reviews) doesn't offer scores as detailed as BrowserStack’s, it indicates general user satisfaction with the product. However, it's noteworthy that there's a slight discrepancy between the modest 7.4 rating and the "key insights."
550
551.table_component { overflow: auto; width: 100%; } .table_component table { border: 1px solid #dededf; height: 100%; width: 100%; table-layout: fixed; border-collapse: collapse; border-spacing: 1px; text-align: left; } .table_component caption { caption-side: top; text-align: left; } .table_component th { border: 1px solid #dededf; background-color: #eceff1; color: #000000; padding: 5px; } .table_component td { border: 1px solid #dededf; background-color: #ffffff; color: #000000; padding: 5px; }
552
553| Attribute | Insight |
554| --------- | ------- |
555
556| Overall Rating  
557 | 7.3 out of 10 |
558| Total Reviews  
559 | 286 Reviews and Ratings  
560 |
561| Would Buy Again |
562
56391% of users would repurchase
564
565|
566| Value for Price  
567 | 100% believe it offers good value for the price |
568| Feature Set Satisfaction | 95% are satisfied with the feature set |
569| Sales and Marketing Promises | 100% affirm it met sales and marketing promises |
570| Implementation Satisfaction  
571 | 90% felt the implementation met expectations |
572
573## Comparing Browserstack and SauceLabs
574
575Both platforms offer robust testing capabilities, but selecting the right one requires careful consideration of specific needs and constraints.
576
577### Budgetary Constraints
578
579For many organizations, the cost of services significantly influences decisions. At first glance, BrowserStack's Freelancer plan, priced at $12.50 per month, seems reasonable. However, its scope may 

579not fully address the comprehensive testing demands of an expanding startup. The Desktop & Mobile plan, at $39 per month, offers a more encompassing testing environment, spanning both desktop and mobile platforms.
580
581And while Sauce Labs’ Free plan’s 2,000 credits per week are enticing, the plan may prove inadequate for startups with rigorous testing needs. Their Monthly plan, priced slightly higher at $50 per month, grants a substantial 25,000 credits, potentially aligning more closely with the expected testing frequency of a growing company.
582
583### Specific Testing Needs
584
585There’s no such thing as a one-size-fits-all solution; choosing a tool requires careful consideration of a given tool’s feature set and whether it can meet your needs. For companies grappling with the following issues, the decision may involve answering these questions:
586
587- Geolocation Testing: Does the application deliver content tailored to the user's location?
588
589BrowserStack offers geolocation testing in its Team plan and higher tiers.
590
591Sauce Labs doesn't provide clear information about geolocation testing in its listed plans.
592
593- Mobile App Testing: Is there a need to develop a mobile version of the application?
594
595BrowserStack supports testing on real iOS & Android devices within its Desktop & Mobile plan.
596
597Sauce Labs includes mobile testing, but further investigation would be needed to understand the specific devices and configurations available.
598
599- Collaborative Debugging: Is team collaboration on debugging sessions a common practice?
600
601BrowserStack includes this feature in its Team package.
602
603Sauce Labs doesn't say whether collaborative debugging is part of its offerings.
604
605### The Verdict
606
607In the startup realm, decisions are seldom easily cut-and-dried. Theoretically, BrowserStack's Desktop & Mobile plan, priced at $39 per month, aligns seamlessly with the prerequisites of geolocation and mobile app testing. The prospect of upgrading to the Team plan for enhanced collaborative debugging makes it even more appealing. 
608
609However, it’s wise to proceed with caution. Both platforms offer trial periods, and you should take advantage of that. Hands-on experience often reveals nuances that mere specifications can’t provide.
610
611### The Visual Testing Wildcard: Meticulous
612
613![Meticulous for visual regression testing](/images/blog/browserstack-vs-saucelabs/6568de74753c08d0edd5cc65_meticulous-for-visual-testing.png)
614
615Although BrowserStack and [Sauce Labs](https://www.meticulous.ai/blog/saucelabs-alternatives) may be among the best options for cloud-based device testing, there are many other aspects of visual testing to consider. For instance, nearly all tools on the market — even no-code tools — require some amount of maintenance. As long as your test suite requires you to configure tests in some capacity, maintenance is inevitable.
616
617The only way of solving this is by having instrumentation be the only aspect of configuration — enter Meticulous. This tool requires only that you install a simple Javascript snippet, after which Meticulous will record real user sessions. Then it analyzes screenshots with pixel depth, to catch any and all visual discrepancies.
618
619All of this — combined with additional features found within Meticulous — lays the foundation for an efficient [visual regression testing tool](https://www.meticulous.ai/blog/visual-regression-testing-tools).
620
621## What’s the Right Choice for You?
622
623Both BrowserStack and Sauce Labs present a suite of tools tailored to streamline and elevate the testing experience for developers and QA professionals. However, picking one over the other requires a thorough understanding of their features, similarities, and distinctions.
624
625.table_component { overflow: auto; width: 100%; } .table_component table { border: 1px solid #dededf; height: 100%; width: 100%; table-layout: fixed; border-collapse: collapse; border-spacing: 1px; text-align: left; } .table_component caption { caption-side: top; text-align: left; } .table_component th { border: 1px solid #dededf; background-color: #eceff1; color: #000000; padding: 5px; } .table_component td { border: 1px solid #dededf; background-color: #ffffff; color: #000000; padding: 5px; }
626
627| Feature | BrowserStack | SauceLabs |
628| ------- | ------------ | --------- |
629
630| Environment  
631 | Extensive range of devices, browsers, and OS | Extensive range of devices, browsers, and OS |
632| Hosting  
633 | Hosted on the cloud  
634 | Hosted on the cloud |
635| Integration |
636
637Compatible with renowned CI/CD tools
638
639| Compatible with renowned CI/CD tools |
640| Mobile Testing  
641 | Facilitates mobile testing on actual devices | Facilitates mobile testing on actual devices |
642| Pricing Model | Transparent monthly pricing | Operates on a credit-based system |
643| Geolocation Testing | Accessible in premium plans | Not specifically highlighted |
644| Collaborative Debugging  
645 | Featured in the "Team" package | Not specifically highlighted |
646| Visual Testing | Not a central offering | Prioritizes visual testing (notably post-acquisition of Percy) |
647
648Different platforms resonate with different user segments. Startups might gravitate toward BrowserStack's Desktop & Mobile package, given its balance of cost-effectiveness and exhaustive testing features. In contrast, larger corporations might favor SauceLabs for its adaptability, focus on visual testing, and seamless integrations. Solo developers or independent contractors may be inclined toward BrowserStack for its intuitive interface and the Freelancer package catering to fundamental testing requirements.
649
650## Meticulous
651
652Meticulous creates and maintains an exhaustive suite of e2e ui tests with **zero** developer effort.
653
654This quote from the CTO of Traba sums the product up best: "Meticulous has fundamentally changed the way 

654we approach frontend testing in our web applications, fully eliminating the need to write any frontend tests. The software gives us confidence that every change will be completely regression tested, allowing us to ship more quickly with significantly fewer bugs in our code. The platform is easy to use and reduces the barrier to entry for backend-focused devs to contribute to our frontend codebase."
655
656This [post](https://www.meticulous.ai/blog/lessons-from-a-decade) from our CTO (formerly lead of Palantir's main engineering group) sets out the context of why exhaustive testing can double engineering velocity. Learn more about the product [here.](/)
657`,D4=`---
658title: 'How to Prevent "Cannot Read Property Split of Undefined"'
659slug: "cannot-read-property-split-of-undefined"
660date: "2024-01-16"
661description: "An article about the error 'cannot read property split of undefined' and various techniques to prevent it."
662author: "Oluseun Falodun"
663authorImage: "/images/blog/authors/6568ed0d46a96d27bd953794_oluseun-falodun.webp"
664heroImage: "/images/blog/cannot-read-property-split-of-undefined/656a18f4e9738d8ac141281d_cannot-read-property-split-of-undefined.png"
665heroImageAlt: 'How to Prevent "Cannot Read Property Split of Undefined"'
666categories: ["Testing"]
667showTableOfContents: true
668showPromo: true
669---
670
671Split() is a JavaScript string method that splits a string into an array of substrings without mutating the original string. As a JavaScript developer, there's a good chance that you've used the split() method and encountered this error: "Cannot read property split of undefined".
672
673This error is a [TypeError](https://www.meticulous.ai/blog/javascript-typeerrors-and-techniques-to-prevent-them), and it occurs when calling a method, operand, or argument on the wrong data type, or when calling the split() method on a variable that returns undefined. A TypeError is one of the most common [errors in JavaScript](https://www.meticulous.ai/blog/how-to-prevent-javascript-syntax-errors) and so it's important to understand why it happens and how to avoid it.
674
675In this article, you'll take a closer look at the meaning of the error "Cannot read property split of undefined", what causes it, some examples, and techniques to prevent it.
676
677## Why is it Important to Understand this Error
678
679As a developer, you're constantly dealing with user inputs as strings. Understanding this error will enable you to work with strings more effectively and will help prevent your users from having a bad experience with your application.
680
681## What Causes "Cannot Read Property Split of Undefined"
682
683The split() method divides a string into an array of substrings based on the separator argument passed in. Let's look at a few code examples below:
684
685\`\`\`
686const sampleString = "This is a sample string";
687\`\`\`
688
689Call the split() method on the string:
690
691\`\`\`
692sampleString.split(' ');
693\`\`\`
694
695After running this code in your console, you'll see the split() method in action:
696
697\`\`\`
698['This', 'is', 'a', 'sample', 'string']
699\`\`\`
700
701The split() method can be a very useful tool in algorithms involving string data types. For example, you could use it when you need to reverse a string, or remove spaces from within a string.
702
703The error "Cannot read property split of undefined" can occur when performing any of these types of operations if the variable is undefined. Furthermore, when you are working on a project, there are several other scenarios where this error can occur, including the following:
704
705- If different values are assigned to a variable several times, calling the split() method on the variable when it is set to undefined will result in the error. For example, a variable is defined as a string in a global scope and set to undefined in the function scope. In this case calling the split () method on the variable in the function scope will result in an error.
706- In cases where the return value of a variable could be a string or undefined, the function could return undefined, and thus calling split on the output might result in an error.
707
708Let's look at a concrete example. Suppose you'd like to return a message depending on the value of n. The variable, message, is initialized on the first line. When n is greater than five, the message is ‘This number is greater than five’, and the Split() method is called on the message.
709
710\`\`\`
711function greaterThanFive(n) {
712    let message;
713    if (n > 5) {
714        message = 'This number is greater than five';
715        return message.split(' ')
716    } else {
717        return message.split(' ');
718    }
719}
720
721console.log(greaterThanFive(6));
722\`\`\`
723
724The output will be:
725
726\`\`\`
727[ 'This', 'number', 'is', 'greater', 'than', 'five' ]
728\`\`\`
729
730The value of the message when n is less than five is not defined. As such, when n is less than five, the split function will be called on the undefined message, which will return an error. For example, calling greaterThanFive(4) will throw an error, as can be seen in the screenshot:
731
732- If you're dealing with [JavaScript promises](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Promise) and you are trying to access the response from the promise without awaiting it, if the split() method is called on this response, this error would be generated. This is because when the response is accessed, the promise is unresolved and as such the response will be undefined.
733
734## How Can you Fix this Error
735
736Now that you understand why this error occurs and its potential impact on your work, how can you avoid it? There are several ways of doing this.
737
738## Check Data Types
739
740Check the data type of your variable before proceeding to call the split() method. If the data type is a string, then you can proceed with your splitting operation. You can check a data type using the typeof() method, then call the split() method using conditional statements like if and else, as shown in the following code:
741
742\`\`\`
743const sampleString = "This is a sample text";
744if (typeof(sampleString) === 'string') {
745    return sampleString.split('');
746} else {
747    return sampleString;
748}
749\`\`\`
750
751The first line in the code snippet defines the sample variable you want to check with the conditional statement in the next line. If the conditional if statement is true, then the sample variable is split; if it returns false, then the algorithm returns the original variable. This is a simple, easily added check to catch and address the Cannot read property split of undefined error.
752
753Another way to implement more thorough type checks in your code is to use TypeScript. [TypeScript](https://www.meticulous.ai/blog/safer-exhaustive-switch-statements-in-typescript) is a strongly typed superset of JavaScript that allows you to catch type errors at build time rather than at runtime. For example, a function written in TypeScript might look like this:
754
755\`\`\`
756// note the \`string\` type specified for the input parameter
757const splitString = (input: string) => {
758    return input.split('');
759}
760

761console.log(splitString('foo')); // [ 'f', 'o', 'o' ]
762
763console.log(splitString(undefined)); // Argument of type 'undefined' is not assignable to parameter of type 'string'.
764\`\`\`
765
766When using TypeScript, you're able to annotate your code with types the way you would in other strongly typed languages. This enables deeper levels of IntelliSense and in-editor errors and hints. In this case, assuming you're using a code editor with TypeScript support, the second call to splitString will show you an error directly in your code editor when you try to invoke the function with an invalid type. This can save a lot of time and effort, as it drastically shortens the feedback loop when it comes to type-related errors, allowing you to find and fix them before your code ever runs.
767
768## Assign an Alternative Value
769
770If the variable the split() method is called on resolves to undefined, you can assign an alternative value to it.
771
772\`\`\`
773const sampleString = undefined;
774const result = sampleString || ‘ ’
775return result.split()
776\`\`\`
777
778Here, the sample variable is declared at undefined in line one. Rather than calling the split method directly on the variable, line two assigns an alternative value so the split operation will execute without error.
779
780## Optional Chaining
781
782[Optional chaining](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Operators/Optional_chaining) allows you to optionally call the split() method, depending on if a variable is defined or not. If the variable is defined, the function runs as expected; if it's undefined or null, it stops and returns \\\`\\\`undefined\\\`. This is especially useful in situations where the variable is optional, and may or may not be present.
783
784\`\`\`
785const person = {}; // empty object
786const personalDetails = person.location?.address.split('')
787return personalDetails // returns undefined
788\`\`\`
789
790Because the property location is not present in the person object, the code returns undefined.
791
792## try and catch Blocks
793
794Wrapping your code in a [try and catch block](https://meticulous.ai/blog/javascript-try-catch-guide/). While this method doesn't prevent the error from occurring, it does ensure that if it occurs, it's handled gracefully. This method is especially useful when there are edge cases that cannot be accounted for in your algorithm. You can read more about try-catch in this blog post [here](https://meticulous.ai/blog/javascript-try-catch-guide/).
795
796One of the benefits of the try and catch block is that it allows developers to handle errors seamlessly, and to customize your error messages. Putting your function in a try and catch block would ensure that a simple, easy-to-understand response is returned to the client if an error occurs.
797
798\`\`\`
799function convertString(sampleString) {
800  const result = sampleString.split(" ");
801  return result;
802}
803
804let invalidInput;
805
806try {
807  const parts = convertString(invalidInput);
808} catch (error) {
809  // handle error and display message here
810  console.log(error);
811}
812\`\`\`
813
814## Conclusion
815
816In this post, you have seen the many different scenarios that can result in a "Cannot read property split of undefined" error showing up in your application. You've also learned that carrying out data type checks, assigning alternative values to variables, and exception handling with a [try and catch](https://meticulous.ai/blog/javascript-try-catch-guide/) block are some of the best ways to handle the error in your project.
817
818Knowing how to handle errors is important, but a better approach is to avoid them altogether. Integrating [Meticulous](https://meticulous.ai/) into your CI flow will allow you to easily catch errors before they reach your customers.
819
820## Meticulous
821
822Meticulous creates and maintains an exhaustive suite of e2e ui tests with **zero** developer effort.
823
824This quote from the CTO of Traba sums the product up best: "Meticulous has fundamentally changed the way we approach frontend testing in our web applications, fully eliminating the need to write any frontend tests. The software gives us confidence that every change will be completely regression tested, allowing us to ship more quickly with significantly fewer bugs in our code. The platform is easy to use and reduces the barrier to entry for backend-focused devs to contribute to our frontend codebase."
825
826This [post](https://www.meticulous.ai/blog/lessons-from-a-decade) from our CTO (formerly lead of Palantir's main engineering group) sets out the context of why exhaustive testing can double engineering velocity. Learn more about the product [here.](/)
827`,B4=`---
828title: "Automated Testing with Cypress: 5 Best Practices"
829slug: "cypress-testing"
830date: "2024-01-16"
831description: "This article will delve into the best practices for automated testing using Cypress, a popular front-end testing tool. It will provide insights into how these practices can be effectively implemented in real-life scenarios, thereby enhancing the efficiency and reliability of software testing processes."
832author: "Kasper Siig"
833authorImage: "/images/blog/authors/6556f52006849f153f151c05_kasper-siig.png"
834heroImage: "/images/blog/cypress-testing/655d9ff349fe9628bcf0b35a_cypress-main.png"
835heroImageAlt: "Automated Testing with Cypress: 5 Best Practices"

836categories: ["Resources", "Tools"]
837showTableOfContents: true
838showPromo: true
839---
840
841Automated testing has significantly improved efficiency, reduced human error, and accelerated time to market for many software companies, and this is particularly evident when it comes to [visual regression testing](https://www.meticulous.ai/blog/the-beginner-guide-to-visual-regression-testing), which aims to identify unintended visual changes — a critical factor in maintaining a good user experience. However, simply setting up automation is not enough; implementing it _efficiently_ is just as important.
842
843A popular tool in the realm of visual testing is [Cypress](https://www.cypress.io/), since it’s one of the few tools that allows developers to write automated tests directly in JavaScript. This guide will provide a comprehensive overview of the best practices to consider when you’re automating your visual testing with Cypress tests, as well as how those tests should be implemented.
844
845## Why Choose Cypress Tests for Automated Testing?
846
847![Screenshot of Cypress’ interface](/images/blog/cypress-testing/6567818cd5169dfe9cefc1a4_cypress-interface.png)
848
849The JavaScript-based nature of Cypress testing allows for frictionless integration with modern stacks, which are often based on a JavaScript framework such as [React](https://react.dev/) or [Angular](https://angular.io/).
850
851Cypress’s intuitive interface and real-time feedback mechanisms significantly simplify the process of writing and debugging tests for both developers and QA engineers, and they streamline the testing process, so Cypress is easier to use than most automated testing tools.
852
853### Reducing Flakiness
854
855One of the most critical aspects of any testing tool is its reliability. Cypress addresses this by offering built-in retry-ability features that aim to reduce test flakiness. By automatically retrying failed assertions, Cypress testing ensures more reliable test outcomes, thereby increasing the credibility of your testing suite. That being said, while retries are often a great way of reducing the [flake rate](https://docs.gitlab.com/ee/development/testing_guide/flaky_tests.html) of a given testing tool, _they don’t remove flakes._
856
857### Comparison Table: Cypress vs. Other Tools
858
859To fully grasp the features of Cypress and how it compares, it’s important to do a quick assessment of how it compares to other tools. The main Cypress competitors are:
860
861- [Meticulous](https://www.meticulous.ai/): Known for its focus on visual regression testing and minimal maintenance requirements.
862- [Test IO](https://test.io/): Utilizes a crowdtesting model, providing a diverse range of real-world testing scenarios.
863- [Sauce Labs](https://saucelabs.com/): Offers emulation-based device testing along with real-time feedback mechanisms.[‍](https://www.browserstack.com/)
864- [BrowserStack](https://www.browserstack.com/): Specializes in real-world device testing, offering a comprehensive solution for cross-platform compatibility.
865
866| Criteria         | Cypress          | Meticulous              | Test IO           | Sauce Labs            | Browserstack             |
867| ---------------- | ---------------- | ----------------------- | ----------------- | --------------------- | ------------------------ |
868| Test Automation  | Yes (JavaScript) | Yes (Visual Regression) | No (Crowdtesting) | Yes (Emulation-based) | Yes (Real-world devices) |
869| Language Support | JavaScript       | Multiple                | Multiple          | Multiple              | Multiple                 |
870| Ease of Use\\*    | High             | Moderate                | Low               | Moderate              | High                     |
871| Flake Rate\\*     | Moderate         | Low                     | High              | Moderate              | Low                      |
872
873\\* Subjective assessment based on reviews.
874
875## Cypress Testing Best Practices
876
877Following best practices isn’t just a matter of pleasing managers; it directly affects the efficiency and reliability of automated testing processes. Over time, this will help you reduce maintenance time, which is crucial in agile development environments where changes are frequent. Also, poorly designed tests can lead to misleading results, which can cause two common problems:
878
879- A bug slipping through the cracks and into production.
880- Having to spend time debugging a false positive, thus wasting engineering hours on 

880something that wasn’t faulty in the first place.
881
882Moreover, the adoption of best practices enhances team collaboration, making it easier to understand, modify, or extend test cases. This, in turn, fosters a more cohesive and productive development environment.
883
884When it comes to best practices related to _writing_ tests in Cypress, Cypress provides [fairly comprehensive documentation](https://docs.cypress.io/guides/references/best-practices) on this. As such, this blog post will focus more on how you can best utilize the different features offered by the tool.
885
886### Utilizing the Cypress Test Runner and Command Log and Debugging Features
887
888![Screenshot of Cypress’ features](/images/blog/cypress-testing/6567818c84a6aa6c1588ece2_cypress-test-runner-command-log-debugging-features.png)
889
890Cypress offers a robust Test Runner that serves as the core of its testing experience, allowing for real-time execution of tests, providing immediate feedback via a test report, and accelerating the debugging process. One of its most powerful features is the Command Log, which provides a detailed, chronological record of all test actions, assertions, and network requests.
891
892This allows developers to see the Application or Component Under Test (AUT/CUT) and explore its [DOM](https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Introduction) in real time. It’s not just a display; it’s a fully interactive application with developer tools for inspecting elements just like you would in a normal browser. This interactive element is often very helpful for debugging and understanding the behavior of the application under different test conditions.
893
894Command Log: Your Debugging Companion
895
896The Command Log is displayed on the left-hand side of the Cypress Test Runner, serving as a visual representation of your test suite. Clicking on any of the tests — which are neatly nested appropriately — reveals every Cypress command executed within that test's block. This includes commands executed in relevant [before, beforeEach, afterEach, and after hooks](https://docs.cypress.io/guides/core-concepts/writing-and-organizing-tests#Hooks). The Command Log also offers a feature known as "[Time Traveling](https://docs.cypress.io/guides/core-concepts/cypress-app#Time-traveling)," which allows developers to hover over each command to see the exact state of the DOM at that moment.
897
898Best Practices for Utilizing Test Runner and Command Log
899
9001.  Real-Time Feedback: Make the most of the real-time execution feature for quicker identification and resolution of issues.
9012.  Command Log Interpretation: Learn to read the Command Log effectively. It provides a wealth of information that can help you debug tests faster.
9023.  Time Travel Feature: Use the Time Travel feature judiciously to understand the state changes in your application, for more effective debugging.
903
904### Scenarios Benefiting from Real-Time Execution and Command Log
905
906The real-time execution and Command Log features are particularly useful in debugging complex user flows that involve multiple steps or conditions. They are also invaluable in dynamic web applications where elements are frequently updated or changed. The detailed logging and real-time feedback simplify the process of updating and maintaining test cases, making these features especially beneficial in agile development environments.
907
908—---------------------
909
910Understanding and effectively utilizing Cypress's Test Runner and Command Log can significantly enhance your debugging capabilities. These features not only provide real-time feedback but also offer detailed insights into the execution flow and state changes in your application, making them indispensable tools in your testing arsenal.
911
912### Leveraging Cypress's Automatic Waiting Feature
913
914While it is possible to use a traditional .wait() statement in Cypress, there are a number of ways to avoid it. One way is to use the .should() statement, which allows you to pass a callback function that will run after a a given command. For instance, take a look at this example usage pulled from [Cypress’ official documentation](https://docs.cypress.io/api/commands/should):
915
916\`\`\`
917cy.get('p').should(($p) => {
918  // should have found 3 elements
919  expect($p).to.have.length(3)
920
921  // make sure the first contains some text content
922  expect($p.first()).to.contain('Hello World')
923
924  // use jquery's map to grab all of their classes
925  // jquery's map returns a new jquery object
926  const classes = $p.map((i, el) => {
927    return Cypress.$(el).attr('class')
928  })
929
930  // call classes.get() to make this a plain array
931  expect(classes.get()).to.deep.eq([
932    'text-primary',
933    'text-danger',
934    'text-default',
935  ])
936})
937\`\`\`
938
939‍
940
941In this example, Cypress makes sure to execute the code within the .should() callback function only after the .get('p') function has successfully executed and returned a value. Another example from Cypress’s documentation on the .wait() function shows how it’s not always necessary to input a specific time interval to wait; instead, you can tell Cypress tests to wait for a given alias to respond:
942
943\`\`\`
944// Wait for the alias 'getAccount' to respond
945// without changing or stubbing its response
946cy.intercept('/accounts/*').as('getAccount')
947cy.visit('/accounts/123')
948cy.wait('@getAccount').then((interception) => {
949  // we can now access the low level interception
950  // that contains the request body,
951  // response body, status, etc
952})
953\`\`\`
954
955Although there are some great ways of performing automatic waits within Cypress, it’s important to understand and be aware of the balance between time spent on optimizations and time spent on getting things done. If a simple .wait(2000) is going to increase the total run time of your tests by between one and two seconds but will work perfectly fine in 100% of cases, then you should likely just use the .wait(2000) statement. Automatic waits are great either when they’re easy to implement or when the required waiting time varies enough that a static .wait() statement will cause flakiness.
956
957### Using Spies, Stubs, and Clocks for Controlling Behavior
958
959Like many other testing tools, spies, stubs, and clocks are popular and powerful ways of handling application behavior during testing. With one simple line, you can define the behavior of a function to be exactly what you’d like it to be:
960
961\`\`\`
962// force obj.method() to return "foo"
963cy.stub(obj, 'method').returns('foo')
964
965// force obj.method() when called with "bar" argument to return "foo"
966cy.stub(obj, 'method').withArgs('bar').returns('foo')
967\`\`\`
968
969This is often useful when the part of the web application you’re testing relies on a function/method that is outside your test suite’s scope and therefore needs to be mocked. However, it’s important to exercise caution when using these tools, as manual customization of application behavior can lead to a [number of unwanted results](https://speedscale.com/blog/mock-apis-agile-environments/), like:
970
971- Increased development time due to maintenance, as mocks often have to be updated in order to reflect new behavior in the function being mocked.
972- Incorrect test results due to the misconfiguration of mocks.
973- Unrealistic test results due to manual configuration, such as the timing of a UI element loading.
974
975All in all, spies, stubs, and clocks are powerful ways of getting your tests to behave as you want them to, but it’s crucial to research and understand whether you can utilize [real-world traffic instead](https://speedscale.com/blog/build-mock-server/).
976
977### Implementing Network Traffic Control for Edge Case Testing
978
979Edge cases are testing scenarios that occur at the extreme ends of input boundaries and that may not always be present in real-world traffic captured from production. An edge case is a great example of a scenario where the use of stubs may in fact be necessary. While edge cases can happen at any point of an application, it’s very common to experience them when you’re testing interactions between multiple APIs; in this situation, it’s necessary to mock the edge case scenarios.
980

981While it is possible to use the .stub() method described in the previous section, Cypress testing does offer the .intercept() function as a specific solution to handling network requests:
982
983\`\`\`
984cy.intercept(
985  {
986    method: 'GET', // Route all GET requests
987    url: '/users/*', // that have a URL that matches '/users/*'
988  },
989  [] // and force the response to be: []
990).as('getUsers') // and assign an alias
991\`\`\`
992
993That being said, as with the .wait() function, this should be treated as an okay-but-non-preferred solution in specific use cases — for instance, when there’s a need for edge case testing. As stated in the previous section, adding manual mocks of any kind will inevitably increase the maintenance and reduce the reliability of testing suites, which is why you should always try to rely on real-world data where possible.
994
995### Ensuring Consistent Results with Cypress's Unique Architecture
996
997One of the most unique features of Cypress is its JavaScript-based architecture, which is also one of its most “dangerous” features. The possibility of writing tests in the same language you’re writing your application in allows for a lot of freedom, but without caution this can quickly become a drawback.
998
999For instance, a popular feature of JavaScript is the async/await feature, allowing you to effectively run multiple [“threads”](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Statements/async_function) within the same runtime environment. But this can also easily result in a number of [race conditions](<https://betterways.dev/javascript-async-race-conditions#:~:text=It's%20extremely%20easy%20to%20create,(i.e.%20an%20await%20keyword).>). Typically, this isn’t too much of a worry, as there are a number of ways to work around it, but when it comes to testing — especially visual testing — this is an easy way to introduce flakiness into your test suite.
1000
1001All in all, Cypress’s unique architecture allows for amazing flexibility and freedom in the creation of test suites; however, it’s still crucial to keep your test suites as simple as possible in order to increase reliability and maintenance.
1002
1003## Enter Meticulous: Reducing Flakiness in Visual Regression Testing
1004
1005![Screenshot of the Meticulous app](/images/blog/cypress-testing/65675603ffedcc5b58a56f2d_meticulous-testing-app.png)
1006
1007While Cypress’s JavaScript-based approach will appeal to a large group of developers, it’s important to remember that there are important trade-offs. For instance, the concern of flaky tests has been raised multiple times in this post, as some using Cypress can result in unreliable tests and false positives.
1008
1009Another up-and-coming tool on the market has gone in the opposite direction from Cypress, opting for a solution relying on no code at all. To use Meticulous, you simply install a [recorder script](https://app.meticulous.ai/docs) on your website; this script will then capture all user interactions. And then, once you’ve developed a new visual feature, fixed a bug, or for some other reason made changes to the front-end, Meticulous will reenact a user’s behavior and capture screenshots of your application’s interface.
1010
1011These screenshots will be compared with the original ones recorded during normal user interactions, and by comparing each screenshot’s [pixel depth](https://support.esri.com/en-us/knowledge-base/faq-what-does-the-pixel-depth-mean-000006576), Meticulous can accurately determine and report any visual differences. Additionally, the recorded user traffic will also contain the responses of any third-party service being used (like a backend API), which will then automatically be mocked, essentially presenting you with a no-code, no-configuration, no-maintenance solution that almost eliminates the possibility of flakes.
1012
1013## Final Thoughts
1014
1015From its unique JavaScript-based architecture that ensures consistent and reliable test results to its robust features like real-time execution and debugging, automatic waiting, and network traffic control, Cypress stands out as a tool designed to enhance the efficiency and reliability of software testing processes.
1016
1017However, it’s crucial to avoid becoming too reliant on the efficacy of these features, as there are still a number of pitfalls you can run into, resulting in unreliable and/or flaky tests. Remember, any test you write yourself is subject to human error. By this logic, the most reliable tests will come from utilizing native features and automation as much as possible.
1018

1019While this is true for all code, it’s especially important when it comes to testing, as _your tests are supposed to catch human errors._
1020
1021## Meticulous
1022
1023Meticulous creates and maintains an exhaustive suite of e2e ui tests with **zero** developer effort.
1024
1025This quote from the CTO of Traba sums the product up best: "Meticulous has fundamentally changed the way we approach frontend testing in our web applications, fully eliminating the need to write any frontend tests. The software gives us confidence that every change will be completely regression tested, allowing us to ship more quickly with significantly fewer bugs in our code. The platform is easy to use and reduces the barrier to entry for backend-focused devs to contribute to our frontend codebase."
1026
1027This [post](https://www.meticulous.ai/blog/lessons-from-a-decade) from our CTO (formerly lead of Palantir's main engineering group) sets out the context of why exhaustive testing can double engineering velocity. Learn more about the product [here.](/)
1028`,L4=`---
1029title: "Axios vs Fetch | Which is Best for Beginners?"
1030slug: "fetch-vs-axios"
1031date: "2024-01-16"
1032description: "A breakdown of the trade-offs and differences between these two different methods of making network requests in JavaScript."
1033author: "Ibas Majid"
1034authorImage: "/images/blog/authors/6568f0c1857f542a8026378a_ibas-majid.webp"
1035heroImage: "/images/blog/fetch-vs-axios/656a5b55303eec6586c2c166_fetch-vs-axios.png"
1036heroImageAlt: "Axios vs Fetch | Which is Best for Beginners?"
1037categories: ["Resources"]
1038showTableOfContents: true
1039showPromo: true
1040---
1041
1042When we build applications that require us to make a network request, either to our backend or a third-party API, we use HTTP clients like Axios and Fetch to perform such requests.
1043
1044In this guide, we introduce Axios and Fetch and compare them so that we can make an informed decision on which one to select.
1045
1046## A Quick Overview of Fetch and Axios
1047
1048The Fetch API is an interface that exposes a method called fetch() for making a network request. It is built into modern browsers and so no installation is required. It is also available as an [experimental feature in node.js](https://github.com/nodejs/node/pull/41749).
1049
1050Axios is a third-party library that we can add to our project either via a Content Distribution Network or CDN, or install it via a package manager, like npm or yarn. Axios can run within a browser or a node.js environment.
1051
1052Fetch and axios are both promise-based HTTP clients. This means that when we use them to make a network request, they return a promise that can either resolve or reject.
1053
1054## Installing Axios
1055
1056If we’re using Axios on a node.js environment, we can use one of the following installation methods:
1057
10581.  Install using NPM:
1059
1060\`\`\`
1061npm install axios
1062\`\`\`
1063
10642.  Install using Yarn:
1065
1066\`\`\`
1067yarn add axios
1068\`\`\`
1069
1070We must then import into our project:
1071
1072\`\`\`
1073import axios from "axios";
1074\`\`\`
1075
1076If we’re using Axios within a browser, we can use a CDN:
1077
1078\`\`\`
1079<script src="https://cdn.jsdelivr.net/npm/axios/dist/axios.min.js"><\/script>
1080\`\`\`
1081
1082You can read all the ways to install Axios [here](https://axios-http.com/docs/intro). Now that everything is installed, let’s compare them.
1083
1084## Comparing the Features of Fetch and Axios
1085
1086Let’s start with the syntax.
1087
1088## Syntax
1089
1090Fetch accepts two arguments. The first argument is the URL for the resource we want to fetch. The second is an optional argument which is an object c

1090ontaining the configuration options for making requests. Thus, the syntax is:
1091
1092Without the configuration option, the request will default to making a GET request:
1093
1094\`\`\`
1095fetch(url)
1096\`\`\`
1097
1098With the configuration option, we can define some custom settings for the request which include:
1099
1100\`\`\`
1101fetch(url, {
1102  method: 'GET', // other options: POST, PUT, DELETE, etc.
1103  headers: {
1104    'Content-Type': 'application/json'
1105  },
1106  body: JSON.stringify({}),
1107})
1108\`\`\`
1109
1110Axios syntax is similar, but there are many different ways of calling it:
1111
1112\`\`\`
1113axios(url, {
1114  // configuration options
1115})
1116\`\`\`
1117
1118We can also append the HTTP method like this:
1119
1120\`\`\`
1121axios.get(url, {
1122  // configuration options
1123})
1124\`\`\`
1125
1126Like the fetch method, we can ignore HTTP methods in axios to default to GET like so:
1127
1128\`\`\`
1129axios(url)
1130\`\`\`
1131
1132Likewise, we can define some custom settings for the request using the second argument:
1133
1134\`\`\`
1135axios(url, {
1136  method: 'get', // other options: post, put, delete, etc.
1137  headers: {},
1138  data: {},
1139})
1140\`\`\`
1141
1142We can also write it like this:
1143
1144\`\`\`
1145axios({
1146  method: 'get',
1147  url: url,
1148  headers: {},
1149  data: {},
1150})
1151\`\`\`
1152
1153Now let's examine the different way Axios and fetch handle responses.
1154
1155## Handling JSON Data
1156
1157In the example below, we perform a GET request to a [REST API called JSONPlaceholder](https://jsonplaceholder.typicode.com/) to fetch a list of todos items using both fetch and Axios and compare the differences.
1158
1159Using the Fetch API, our code looks like this:
1160
1161\`\`\`
1162const url = "https://jsonplaceholder.typicode.com/todos";
1163
1164fetch(url)
1165  .then(response => response.json())
1166  .then(console.log);
1167\`\`\`
1168

1169The result in our console looks like this:
1170
1171![Console showing JSON data](/images/blog/fetch-vs-axios/6568ef0d5295615c17bc2a0f_console-showing-JSON-data.png)
1172
1173The fetch() returns a promise whose response is handled by the .then() method. At this point, we do not have the JSON data format that we need, so we call the .json() method on the response object. This returns another promise that is resolved with the data in JSON form.So a typical fetch request contains two .then() calls.
1174
1175However, if we use Axios to perform the same fetch, we have the following code:
1176
1177\`\`\`
1178const url = "https://jsonplaceholder.typicode.com/todos";
1179
1180axios.get(url)
1181.then(response => console.log(response.data));
1182\`\`\`
1183
1184With Axios, the response data is available as JSON by default. The response data is always available on the data property of the response object.
1185
1186We can override the default JSON data type by specifying the responseType in the configuration option like so:
1187
1188\`\`\`
1189axios.get(url, {
1190  responseType: 'json' // options: 'arraybuffer', 'document', 'blob', 'text', 'stream'
1191})
1192\`\`\`
1193
1194## Auto Stringify
1195
1196Now let’s try sending data using the [JSONPlaceholder](https://jsonplaceholder.typicode.com/) API.
1197
1198We will need to serialize our data into a JSON string to do this. When we send JavaScript objects to the API using a POST method, Axios automatically stringifies the data.
1199
1200The following code performs a post request using Axios:
1201
1202\`\`\`
1203const url = "https://jsonplaceholder.typicode.com/todos";
1204
1205const todo = {
1206  title: "A new todo",
1207  completed: false
1208}
1209
1210axios.post(url, {
1211  headers: {
1212    'Content-Type': 'application/json',
1213  },
1214  data: todo
1215})
1216.then(console.log);
1217\`\`\`
1218
1219When we make a post request with axios, we assign the data to be sent as the request body to the data property. We can also set the content type header. By default, axios sets Content-Type to application/json.
1220
1221Let's take a look at the response object:
1222
1223![Response object](/images/blog/fetch-vs-axios/6568ef5e48713011713261cb_response-object.png)
1224
1225The response data is located on the response.data like so:
1226
1227\`\`\`
1228.then(response => console.log(response.data));
1229\`\`\`
1230
1231If we use the Fetch API, we have to manually stringify the object using JSON.stringify() and then assign it to the body of our request.
1232
1233\`\`\`
1234const url = "https://jsonplaceholder.typicode.com/todos";
1235
1236const todo = {
1237  title: "A new todo",
1238  completed: false
1239};
1240
1241fetch(url, {
1242  method: "post",
1243  headers: {
1244    "Content-Type": "application/json"
1245  },
1246  body: JSON.stringify(todo)
1247})
1248  .then((response) => response.json())
1249  .then((data) => console.log(data))
1250\`\`\`
1251
1252We must also explicitly set the Content-Type to application/json with Fetch.
1253
1254## Error Handling
1255
1256Both fetch and axios return a promise that is either resolved or rejected. When the promise rejects we can use .catch() to handle the error. How we handle errors with axios is more succinct when compared to the Fetch method.
1257
1258Starting with the axios, a typical error handling with .catch() looks like so:
1259
1260\`\`\`
1261const url = "https://jsonplaceholder.typicode.com/todos";
1262
1263axios.get(url)
1264  .then((response) => console.log(response.data))
1265  .catch((err) => {
1266    console.log(err.message);
1267  });
1268\`\`\`
1269
1270Axios’s promise will reject if the status code falls outside of the range of 2xx. We can determine more information about the error by checking whether the err object contains a response or a request property like so:
1271
1272\`\`\`
1273.catch((err) => {
1274  // handling error
1275  if (err.response) {
1276    // Request made and server responded
1277
1278    const { status, config } = err.response;
1279
1280    if (status === 404) {
1281      console.log(\`\${config.url} not found\`);
1282    }
1283    if (status === 500) {
1284      console.log("Server error");
1285    }
1286  } else if (err.request) {
1287    // Request made but no response from server
1288    console.log("Error", err.message);
1289  } else {
1290    // some other errors
1291    console.log("Error", err.message);
1292  }
1293});
1294\`\`\`
1295
1296A response property on the error object indicates that the client received an error response with a status code outside of the 2xx range. A request property on the error object indicates that a request was made, but the client did not receive a response. Otherwise, if there is no request or response property, an error occurred in setting up the network request.
1297
1298Fetch will not reject a promise if we get a 404 error or any other HTTP error. Fetch only rejects a promise when the network fails. So we have to manually handle HTTP errors within .then clauses.
1299
1300Let's take a look at the following code:
1301
1302\`\`\`
1303const url = "https://jsonplaceholder.typicode.com/todos";
1304
1305fetch(url)
1306  .then((response) => {
1307    if (!response.ok) {
1308      throw new Error(
1309        \`This is an HTTP error: The status is \${response.status}\`
1310      );
1311    }
1312    return response.json();
1313  })
1314  .then(console.log)
1315  .catch(err => {
1316    console.log(err.message);
1317  });
1318\`\`\`
1319
1320In the response block, we are checking if the response’s ok status is false, then we throw a custom error that is handled in the .catch block.
1321
1322We can take a look at the methods available on the response’s object like so:
1323
1324\`\`\`
1325.then(console.log)
1326\`\`\`
1327
1328![Response object's status](/images/blog/fetch-vs-axios/6568f00c34f7a16be9ecde2b_response-object-27s-status.png)
1329
1330The above screenshot is for a successful fetch. In a situation where we hit a wrong URL endpoint, the ok and status property will become false and 404 respectively, we throw an error and so the .catch() clause will display our custom error message.
1331
1332## Response Timeout/ Cancel Requests
1333
1334Let’s see how these HTTP clients handle response timeout for HTTP requests. With Axios, wecan add a timeout property in the configuration object and specify the time in milliseconds before the request terminates.
1335
1336In the following snippet, we aim to terminate the request if it takes longer than four seconds and then log an error in the console.
1337
1338\`\`\`
1339const url = "https://jsonplaceholder.typicode.com/todos";
1340
1341axios.get(url, {
1342  timeout: 4000, // default is \`0\` (no timeout)
1343})
1344  .then((response) => console.log(response.data))
1345  .catch((err) => {
1346    console.log(err.message);
1347  });
1348\`\`\`
1349
1350To cancel requests with Fetch, we can use the [AbortController interface](https://developer.mozilla.org/en-US/docs/Web/API/AbortController). See the usage below:
1351
1352\`\`\`
1353const url = "https://jsonplaceholder.typicode.com/todos";
1354
1355const controller = new AbortController();
1356const signal = controller.signal;
1357setTimeout(() => controller.abort(), 4000);
1358
1359fetch(url, {
1360  signal: signal
1361})
1362  .then((response) => response.json())
1363  .then(console.log)
1364  .catch((err) => {
1365    console.error(err.message);
1366  });
1367\`\`\`
1368
1369We started by creating a controller object and gained access to the signal object and the abort() method. We then passed the signal object to fetch() via the configuration option. With this, the fetch request will terminate whenever the abort method is called. As we can see, with the help of setTimeout function, the operation terminates if the server does not respond in four seconds.
1370
1371## Performance
1372
1373Since Fetch and axios are both promise-based, they should not cause any performance issues. However, we can still measure their performance using [measurethat.net](https://www.measurethat.net/).
1374
1375After successive testing using the online tool, we have [the following result](https://www.measurethat.net/Benchmarks/Show/17766/0/axios-vs-fetch):
1376
1377![Comparing performance of axios vs fetch](/images/blog/fetch-vs-axios/6568f0461075fe4b3629dd0d_comparing-performance-of-axios-vs-fetch.png)
1378
1379The graph:
1380
1381![Graph comparing performance of axios vs fetch](/images/blog/fetch-vs-axios/6568f04691810d1c386db009_graph-comparing-performance-of-axios-vs-fetch.png)
1382
1383As seen above, the native Fetch is slightly faster than axios. This is insignificant as both clients are asynchronous.
1384
1385## Browser Support
1386
1387Axios and Fetch are widely supported among modern browsers. For older environments like IE 11 that doesn’t support [ES6 Promises](https://caniuse.com/promises), we have to [use a polyfill](https://github.com/stefanpenner/es6-promise). Also for Fetch, specifically, we will add [another polyfill](https://github.com/github/fetch) to support implementations in [older browsers](https://caniuse.com/fetch).
1388
1389## Conclusion
1390
1391In this guide, we discussed Fetch and axios and practically compare them using real-world scenarios. In the end, what you select in your project depends on your personal preference and ease of use.
1392
1393## Meticulous
1394
1395Meticulous creates and maintains an exhaustive suite of e2e ui tests with **zero** developer effort.
1396
1397This quote from the CTO of Traba sums the product up best: "Meticulous has fundamentally changed the way 

1397we approach frontend testing in our web applications, fully eliminating the need to write any frontend tests. The software gives us confidence that every change will be completely regression tested, allowing us to ship more quickly with significantly fewer bugs in our code. The platform is easy to use and reduces the barrier to entry for backend-focused devs to contribute to our frontend codebase."
1398
1399This [post](https://www.meticulous.ai/blog/lessons-from-a-decade) from our CTO (formerly lead of Palantir's main engineering group) sets out the context of why exhaustive testing can double engineering velocity. Learn more about the product [here.](/)
1400`,q4=`---
1401title: "Frontend Unit Testing | Best Practices & Tutorial"
1402slug: "frontend-unit-testing-best-practices"
1403date: "2024-01-16"
1404description: "A guide on some of the best practices for frontend unit testing, including covering libraries like Jest with various code examples."
1405author: "Alex Langdon"
1406authorImage: "/images/blog/authors/6568e8c0efa94e4ab8341350_alex-langdon.jpeg"
1407heroImage: "/images/blog/frontend-unit-testing-best-practices/656a194b02a2a8e8bfe8aa11_frontend-unit-testing-best-practices.png"
1408heroImageAlt: "Frontend Unit Testing | Best Practices & Tutorial"
1409categories: ["Tutorial"]
1410showTableOfContents: true
1411showPromo: true
1412---
1413
1414In this guide we will present some common best practices for frontend unit testing. We will first outline some of the benefits and [rationale](https://www.meticulous.ai/blog/testing-pyramid-for-frontend) behind each recommendation, followed by examples of how each principle could be applied in practice to improve a set of test cases.
1415
1416Although the examples below will use [JavaScript](https://www.meticulous.ai/blog/javascript-ui-testing-best-practices) and [Jest](https://www.meticulous.ai/blog/how-to-use-jest-spyon) testing framework, the principles discussed are broadly applicable to any language. However, it is worth noting these are best practices, not necessarily rules, so being mindful of exceptions is always best practice number zero.
1417
1418## 1\\. Using Linting Rules for Tests
1419
1420Linting or styling rules such as those provided by [eslint](https://eslint.org/) are commonly used as standard in most modern frontend code-bases. They help to automatically highlight errors in your IDE, such as test expectations that may never be reached and may lead to silently failing tests:
1421
1422![Using linting rules for tests](/images/blog/frontend-unit-testing-best-practices/6568f17dc69f48950b0e8004_using-linting-rules-for-tests.jpeg)
1423
1424It is well worth considering the linting rules available for your test framework and how they may help to avoid more common testing mistakes.
1425
1426### Why
1427
1428Linting can automatically highlight and suggest fixes to common mistakes.Ensure consistency across a code base and between many contributors.Integrations with most modern IDE’s can help in tracking and correcting linting errors as they are being written, before compile time.Can automatically run linter checks as part of a pre-commit hook (using tools like Husky). Ensuring that all test code passes linting rules before it is saved to version-control.
1429
1430### Example Code To Test
1431
1432\`\`\`
1433    // Example asynchronous GET request using Promises
1434
1435    function asyncRequest() {
1436      return fetch("some.api.com")
1437        .then(resp => resp.json())
1438        .catch(() => {
1439          throw new Error("Failed to fetch from some.api.com");
1440        })
1441    }
1442\`\`\`
1443
1444### Bad Test Example
1445
1446\`\`\`
1447// Bad - jest/valid-expect-in-promise lint error - The expect call may
1448// not be resolved if the async function never resolves.
1449
1450it("should resolve a successful fetch - bad", () => {
1451  asyncRequest().then((data) => {
1452    expect(data).toEqual({ id: 123 });
1453  });
1454});
1455
1456// Bad - jest/no-conditional-expect lint error - Expect call will not
1457// be reached if the async function does not throw an error.
1458
1459it("should catch fetch errors - bad", async () => {
1460  try {
1461    await asyncRequest();
1462  } catch (e) {
1463    expect(e).toEqual(new Error("Failed to fetch from some.api.com"));
1464  }
1465});
1466\`\`\`
1467
1468### Better Test Example
1469
1470\`\`\`
1471// Better - No linting error - Use async and await to ensure the
1472// expectation is called after the promise resolves.
1473
1474it('should resolve fetch - better', async () => {
1475  const result = await asyncRequest();
1476  expect(result).toBeDefined();
1477})
1478
1479// Better - No linting error - Use async and await to ensure the
1480// expectation is always called.
1481
1482it("should catch fetch errors - better", async () => {
1483  await expect(asyncRequest()).rejects.toThrow(
1484    new Error("Failed to fetch from some.api.com")
1485  );
1486});
1487\`\`\`
1488
1489## Further Notes
1490
1491Some recommended default linting rules for writing tests with Jest:
1492
1493- [no-focused-tests](https://github.com/jest-community/eslint-plugin-jest/blob/HEAD/docs/rules/no-focused-tests.md)
1494- [no-commented-out-tests](https://github.com/jest-community/eslint-plugin-jest/blob/HEAD/docs/rules/no-commented-out-tests.md)
1495- [valid-expect-in-promise](https://github.com/jest-community/eslint-plugin-jest/blob/HEAD/docs/rules/valid-expect-in-promise.md)
1496- [no-conditional-expect](https://github.com/jest-community/eslint-plugin-jest/blob/HEAD/docs/rules/no-conditional-expect.md)
1497
1498Consider adding other linting rules for popular frontend JS testing libraries:
1499
1500- [ESLint for Jest](https://www.npmjs.com/package/eslint-plugin-jest)
1501- [ESLint for Jest DOM](https://www.npmjs.com/package/eslint-plugin-jest-dom)
1502- [ESLint for Testing Library](https://www.npmjs.com/package/eslint-plugin-testing-library)
1503
1504How to set up eslint rules for a typical JS/[React](https://www.meticulous.ai/blog/how-to-do-visual-regression-testing-in-a-react-app-a-step-by-step-tutorial) project generated using [create-react-app](https://create-react-app.dev/):
1505
1506- In package.json, add the following eslintConfig section
1507- This will run the recommended eslint rules for all .jsx and .tsx files
1508
1509\`\`\`
1510"eslintConfig": {
1511    "extends": [
1512      "react-app",
1513      "react-app/jest",
1514      "eslint:recommended"
1515    ],
1516    "overrides": [
1517      {
1518        "files": ["**/*.js?(x)", "**/*.ts?(x)"],

1519        "plugins": ["jest"],
1520        "extends": ["plugin:jest/recommended"]
1521      }
1522    ]
1523  },
1524\`\`\`
1525
1526## 2\\. Do Not Repeat Yourself
1527
1528Use beforeEach/afterEach code blocks and utility functions to encapsulate logic that is repeated across multiple tests.
1529
1530### Why
1531
1532- Can easily contain and update shared logic if it is in one place.
1533- Less chance to forget common setup/teardown logic if it is automatically called within a beforeEach/afterEach code block.
1534- Reducing repetition can make tests shorter and more readable.
1535
1536### Example Code To Test
1537
1538\`\`\`
1539    // Example of a function for validating a hotel booking object
1540
1541    function validateBooking(booking) {
1542      const validationMessages = [];
1543
1544      if (booking.startDate >= booking.endDate) {
1545        validationMessages.push(
1546          "Error - Booking end date should be after the start date"
1547        );
1548      }
1549      if (!booking.guests) {
1550        validationMessages.push(
1551          "Error - Booking must have at least one guest"
1552        );
1553      }
1554
1555      return validationMessages;
1556    }
1557\`\`\`
1558
1559### Bad Test Example
1560
1561\`\`\`
1562// Bad - Repeating initialisation for a very similar booking object
1563
1564describe("ValidateBooking - Bad", () => {
1565  it("should return an error if the start and end date are the same", () => {
1566    const mockBooking = {
1567      id: "12345",
1568      userId: "67890",
1569      locationId: "ABCDE",
1570      guests: 2,
1571      startDate: new Date(2022, 10, 10),
1572      endDate: new Date(2022, 10, 10),
1573    };
1574
1575    expect(validateBooking(mockBooking)).toEqual([
1576      "Error - Booking end date should be after the start date",
1577    ]);
1578  });
1579
1580  it("should return an error if there are fewer than one guests", () => {
1581    const mockBooking = {
1582      id: "12345",
1583      userId: "67890",
1584      locationId: "ABCDE",
1585      guests: 0,
1586      startDate: new Date(2022, 10, 10),
1587      endDate: new Date(2022, 10, 12),
1588    };
1589
1590    expect(validateBooking(mockBooking)).toEqual([
1591      "Error - Booking must have at least one guest",
1592    ]);
1593  });
1594
1595  it("should return no errors if the booking is valid", () => {
1596    const mockBooking = {
1597      id: "12345",
1598      userId: "67890",
1599      locationId: "ABCDE",
1600      guests: 2,
1601      startDate: new Date(2022, 10, 10),
1602      endDate: new Date(2022, 10, 12),
1603    };
1604
1605    expect(validateBooking(mockBooking)).toEqual([]);
1606  });
1607});
1608\`\`\`
1609
1610### Better Test Example
1611
1612\`\`\`
1613// Better - Creation of a valid booking object is delegated to a
1614// reusable factory function createMockValidBooking.
1615
1616describe("ValidateBooking - Better", () => {
1617  function createMockValidBooking() {
1618    return {
1619      id: "12345",
1620      userId: "67890",
1621      locationId: "ABCDE",
1622      guests: 2,
1623      startDate: new Date(2022, 10, 10),
1624      endDate: new Date(2022, 10, 12),
1625    };
1626  }
1627
1628  it("should return an error if the start and end dates are the same", () => {
1629    const mockBooking = {
1630      ...createMockValidBooking(),
1631      startDate: new Date(2022, 10, 10),
1632      endDate: new Date(2022, 10, 10),
1633    };
1634
1635    expect(validateBooking(mockBooking)).toEqual([
1636      "Error - Booking end date should be after the start date",
1637    ]);
1638  });
1639
1640  it("should return an error if there are fewer than one guests", () => {
1641    const mockBooking = {
1642      ...createMockValidBooking(),
1643      guests: 0,
1644    };
1645
1646    expect(validateBooking(mockBooking)).toEqual([
1647      "Error - Booking must have at least one guest",
1648    ]);
1649  });
1650
1651  it("should return no errors if the booking is valid", () => {
1652    const mockBooking = createMockValidBooking();
1653
1654    expect(validateBooking(mockBooking)).toEqual([]);
1655  });
1656});
1657\`\`\`
1658
1659## 3\\. Group-related Tests in Describe Blocks
1660
1661### Why
1662
1663- Well titled describe blocks help to organise test files by separating related tests into groups.
1664- Easier to encapsulate setup/teardown logic specific to a subset of tests by adding a beforeEach/afterEach for a single describe block (see “Do not repeat yourself” rule above).
1665- Inner describe blocks can extend setup logic from the outer describe blocks.
1666
1667### Example Code To Test
1668
1669\`\`\`
1670    // Example of a simplified Stack data structure class
1671
1672    class Stack {
1673
1674      constructor() {
1675        this._items = [];
1676      }
1677
1678      push(item) {
1679        this._items.push(item);
1680      }
1681
1682      pop() {
1683        if(this.isEmpty()) {
1684          throw new Error("Error - Cannot pop from an empty stack");
1685        }
1686
1687        return this._items.pop();
1688      }
1689
1690      peek() {
1691        if(this.isEmpty()) {
1692          throw new Error("Error - Cannot peek an empty stack");
1693        }
1694
1695        return this._items[this._items.length-1];
1696      }
1697
1698      isEmpty() {
1699        return this._items.length === 0;
1700      }
1701
1702    }
1703\`\`\`
1704
1705### Bad Test Example
1706
1707\`\`\`

1708  // Bad - No inner "describe" blocks used to group tests.
1709    // Note the repeated use of "on an empty stack" or
1710    // "on a non-empty stack" in each test title.
1711
1712    describe("Stack - Bad", () => {
1713      it("should return isEmpty as true if the stack is empty", () => {
1714        const stack = new Stack();
1715
1716        expect(stack.isEmpty()).toBe(true);
1717      });
1718
1719      it("should return isEmpty as false if the stack is non-empty", () => {
1720        const stack = new Stack();
1721        stack.push(123);
1722
1723        expect(stack.isEmpty()).toBe(false);
1724      });
1725
1726      it("should throw error when peeking on an empty stack", () => {
1727        const stack = new Stack();
1728
1729        expect(() => stack.peek()).toThrowError(
1730          "Error - Cannot peek an empty stack"
1731        );
1732      });
1733
1734      it("should return the top item when peeking a non-empty stack", () => {
1735        const stack = new Stack();
1736        stack.push(123);
1737
1738        expect(stack.peek()).toEqual(123);
1739      });
1740
1741      it("should throw an error when popping from an empty stack", () => {
1742        const stack = new Stack();
1743
1744        expect(() => stack.pop()).toThrowError(
1745          "Error - Cannot pop from an empty stack"
1746        );
1747      });
1748
1749      it("should return the top item when popping a non-empty stack", () => {
1750        const stack = new Stack();
1751        stack.push(123);
1752
1753        expect(stack.pop()).toEqual(123);
1754      });
1755    });
1756\`\`\`
1757
1758### Better Test Example
1759
1760\`\`\`
1761    // Better - Using inner "describe" blocks to group related tests.
1762    // Also using beforeEach to reduce repeating initialization
1763    // within each test.
1764
1765    describe("Stack - Better", () => {
1766      let stack;
1767
1768      beforeEach(() => {
1769        stack = new Stack();
1770      });
1771
1772      describe("empty stack", () => {
1773        it("should return isEmpty as true", () => {
1774          expect(stack.isEmpty()).toBe(true);
1775        });
1776
1777        it("should throw error when peeking", () => {
1778          expect(() => stack.peek()).toThrowError(
1779            "Error - Cannot peek an empty stack"
1780          );
1781        });
1782
1783        it("should throw an error when popping", () => {
1784          expect(() => stack.pop()).toThrowError(
1785            "Error - Cannot pop from an empty stack"
1786          );
1787        });
1788      });
1789
1790      describe("non-empty stack", () => {
1791        beforeEach(() => {
1792          stack.push(123);
1793        });
1794
1795        it("should return isEmpty as false", () => {
1796          expect(stack.isEmpty()).toBe(false);
1797        });
1798
1799        it("should return the top item when peeking", () => {
1800          expect(stack.peek()).toEqual(123);
1801        });
1802
1803        it("should return the top item when popping", () => {
1804          expect(stack.pop()).toEqual(123);
1805        });
1806      });
1807    });
1808\`\`\`
1809
1810## 4\\. A Unit Test Should only Have one Reason to Fail
1811
1812### Why
1813
1814- As the name implies, a unit test should only test a single "unit" of code.
1815- If there is one reason to fail, there is less time spent identifying the root cause of the test failure.
1816- Follows the single-responsibility principle from [SOLID practices](https://en.wikipedia.org/wiki/SOLID).
1817- Encourages shorter and more readable unit tests.
1818
1819### Example Code To Test
1820
1821The Stack class detailed above will be reused for the examples in this section.
1822
1823### Bad Test Example
1824
1825\`\`\`
1826    // Bad - A single test is checking two separate logical branches
1827    // of the "pop" function.
1828    // Calling "stack.pop()" twice with two expectations.
1829
1830    describe("Stack - Bad", () => {
1831      let stack;
1832
1833      beforeEach(() => {
1834        stack = new Stack();
1835      });
1836
1837      it("should only allow popping when the stack is non-empty", () => {
1838        expect(() => stack.pop()).toThrowError();
1839
1840        stack.push(123);
1841        expect(stack.pop()).toEqual(123);
1842      });
1843    });
1844\`\`\`
1845
1846### Better Test Example
1847
1848\`\`\`
1849    // Better - Each test goes through a single logical branch
1850    // of the "pop" function.
1851    // A single "stack.pop()" call and a single "expect" call per test.
1852
1853    describe("Stack - Better", () => {
1854      let stack;
1855
1856      beforeEach(() => {
1857        stack = new Stack();
1858      });
1859
1860      it("should throw an error when popping from an empty stack", () => {
1861        expect(() => stack.pop()).toThrowError();
1862      });
1863
1864      it("should return the top item when popping a non-empty stack", () => {
1865        stack.push(123);
1866
1867        expect(stack.pop()).toEqual(123);
1868      });
1869    });
1870\`\`\`
1871
1872## 5\\. Keep Tests Independent
1873
1874### Why
1875
1876- The outcome of one test should not affect any other tests.
1877- Sharing state or mock instances between tests may lead to brittle or “flaky” tests that will pass erroneously.

1878- Dependent tests may fail unexpectedly if a new test is added or if test order changes.
1879
1880### Example Code To Test
1881
1882\`\`\`
1883    // Simple example of a function that accepts a callback
1884    // and executes it after a set number of milliseconds.
1885
1886    function callInFive(callback) {
1887      setTimeout(callback, 5000);
1888    }
1889\`\`\`
1890
1891### Bad Test Example
1892
1893\`\`\`
1894    // Bad - The tests below are NOT independent.
1895    // The mockCallback is not being reset between tests.
1896    // The timer from one test is not cleared before starting the next.
1897
1898    describe("callInFive - Bad", () => {
1899      beforeEach(() => {
1900        // Using jest library to control passage of time within each test
1901        jest.useFakeTimers();
1902      })
1903
1904      const mockCallback = jest.fn();
1905
1906      it("should not call callback before five seconds elapse", () => {
1907        callInFive(mockCallback);
1908
1909        jest.advanceTimersByTime(5000 - 1);
1910
1911        expect(mockCallback).not.toHaveBeenCalled();
1912      });
1913
1914      it("should call callback after five seconds elapse", () => {
1915        callInFive(mockCallback);
1916
1917        jest.advanceTimersByTime(5000);
1918
1919        expect(mockCallback).toHaveBeenCalled();
1920      });
1921    });
1922\`\`\`
1923
1924### Better Test Example
1925
1926\`\`\`
1927    // Better - We reset any ongoing timers and faked/mocked
1928    // functions between tests.
1929
1930    describe("callInFive - Better", () => {
1931
1932      beforeEach(() => {
1933        jest.useFakeTimers();
1934        // Remember to reset any mocks and spies before starting each test
1935        jest.resetAllMocks();
1936      })
1937
1938      // Remember to clear up any remaining pending timers and
1939      // restore native time functionality
1940      afterEach(() => {
1941        jest.runOnlyPendingTimers();
1942        jest.useRealTimers();
1943      })
1944
1945      const mockCallback = jest.fn();
1946
1947      it("should not call callback before five seconds elapse", () => {
1948        callInFive(mockCallback);
1949
1950        jest.advanceTimersByTime(5000 - 1);
1951
1952        expect(mockCallback).not.toHaveBeenCalled();
1953      });
1954
1955      it("should call callback after five seconds elapse", () => {
1956        callInFive(mockCallback);
1957
1958        jest.advanceTimersByTime(5000);
1959
1960        expect(mockCallback).toHaveBeenCalled();
1961      });
1962    });
1963\`\`\`
1964
1965### Further Notes
1966
1967- [You can configure Jest testing library](https://jestjs.io/docs/configuration#resetmocks-boolean) to automatically reset mocks before each test by adding resetMocks: true in your jest config file or alternatively adding the following to package.json
1968
1969\`\`\`
1970      "jest": {
1971        "resetMocks": true
1972      }
1973\`\`\`
1974
1975- Starting a React project with create-react-app will automatically add resetMocks: true to the built-in jest config ([see the docs](https://create-react-app.dev/docs/running-tests/#configuration)). Which is equivalent to automatically calling [jest.resetAllMocks()](https://jestjs.io/docs/jest-object#jestresetallmocks) before each test.
1976- Ensuring that your tests run in random order may help to identify cases where unit tests are not independent.
1977
1978## 6\\. Test a Variety of Input Parameters
1979
1980### Why
1981
1982- Ideally our tests should verify all possible code paths through the code under test.
1983- We want to be confident that our deployed code can handle the full range of inputs that a user can possibly enter.
1984- We may be biassed towards testing using inputs that trigger code paths we know to be correct. Testing a range of inputs can help verify edge cases we may not have considered.
1985
1986### Example Code To Test
1987
1988\`\`\`
1989    // Example of a function that creates an array of specific length
1990    // and filled with a given value.
1991
1992    function initArray(length, value) {
1993      // Note that there is a mistake in this if condition -
1994      // we throw an error if the length is zero.
1995      if (!length) {
1996       throw new Error(
1997        "Invalid parameter length - must be a number greater or equal to 0"
1998       );
1999      }
2000
2001      return new Array(length).fill().map(() => value);
2002    }
2003\`\`\`
2004
2005### Bad Test Example
2006
2007\`\`\`
2008// Bad - The below tests pass, and it may seem like these tests cover
2009// all code paths, but note that 0 is falsy in JS - and the below tests
2010// do not check the case of trying to create an array of length = 0
2011// or length = -1.
2012
2013describe("initArray - Bad", () => {
2014  it("should create an array of given size filled with the same value", () => {
2015    expect(initArray(3, { id: 123 })).toEqual([
2016      { id: 123 },
2017      { id: 123 },
2018      { id: 123 },
2019    ]);
2020  });
2021
2022  it("should throw an error if the array length parameter is invali

2022d", () => {
2023    expect(() => initArray(undefined, { id: 123 })).toThrowError();
2024  });
2025});
2026\`\`\`
2027
2028### Better Test Example
2029
2030\`\`\`
2031    // Better - Added tests for the edge case of creating an array of
2032    // length = 0 and length = -1
2033
2034    describe("initArray - Better", () => {
2035      it("should create an array of given size filled with the same value", () => {
2036        expect(initArray(3, { id: 123 })).toEqual([
2037          { id: 123 },
2038          { id: 123 },
2039          { id: 123 },
2040        ]);
2041      });
2042
2043      it("should handle an array length parameter of 0", () => {
2044        expect(initArray(0, { id: 123 })).toEqual([]);
2045      });
2046
2047      it("should throw an error if the array length parameter is -1", () => {
2048        expect(() => initArray(-1, { id: 123 })).toThrowError();
2049      });
2050
2051      it("should throw an error if the array length parameter is invalid", () => {
2052        expect(() => initArray(undefined, { id: 123 })).toThrowError();
2053      });
2054    });
2055\`\`\`
2056
2057### Further Notes
2058
2059We can also catch mistakes with unhandled inputs using a testing framework like [fast-check](https://github.com/dubzzz/fast-check). This will test our functions against a range of random values, which can automatically improve our code coverage and increase the chance of finding a bug.
2060
2061\`\`\`
2062    // Better - Can also use a framework like fast-check to generate
2063    // test cases against a range of inputs.
2064    // By default each assert will run 100 times with random input values.
2065
2066    describe("initArray - Better - Using fast-check", () => {
2067      it("should return an array of specified length", () =>
2068        fc.assert(
2069          fc.property(
2070            fc.integer({ min: 0, max: 100 }),
2071            fc.anything(),
2072            (length, value) => {
2073              expect(initArray(length, value).length).toEqual(length);
2074            }
2075          )
2076        ));
2077
2078      it("should throw an error if initialising array of length < 0", () =>
2079        fc.assert(
2080          fc.property(
2081            fc.integer({ max: -1 }),
2082            fc.anything(),
2083            (length, value) => {
2084              expect(() => initArray(length, value)).toThrowError();
2085            })
2086        ));
2087    });
2088\`\`\`
2089
2090## Conclusion
2091
2092To summarise, in this blog we have outlined the benefits for the following practices in frontend testing, and how they are applicable to example tests in JavaScript/Jest:
2093
20941.  Using linting rules for tests
20952.  Do not repeat yourself
20963.  Group related tests in describe blocks
20974.  A unit test should only have one reason to fail
20985.  Keep tests independent
20996.  Test a variety of input parameters
2100
2101These are just a few of the conventions to consider when writing tests, so if you are interested in learning more about frontend best practices you may find relevant blogs from Meticulous on [Frontend Testing Pyramid](https://meticulous.ai/blog/testing-pyramid-for-frontend/) or [JavaScript UI Test best practices](https://meticulous.ai/blog/javascript-ui-testing-best-practices/).
2102
2103Thank you for reading!
2104
2105## Meticulous
2106
2107Meticulous creates and maintains an exhaustive suite of e2e ui tests with **zero** developer effort.
2108
2109This quote from the CTO of Traba sums the product up best: "Meticulous has fundamentally changed the way we approach frontend testing in our web applications, fully eliminating the need to write any frontend tests. The software gives us confidence that every change will be completely regression tested, allowing us to ship more quickly with significantly fewer bugs in our code. The platform is easy to use and reduces the barrier to entry for backend-focused devs to contribute to our frontend codebase."
2110
2111This [post](https://www.meticulous.ai/blog/lessons-from-a-decade) from our CTO (formerly lead of Palantir's main engineering group) sets out the context of why exhaustive testing can double engineering velocity. Learn more about the product [here.](/)
2112`,z4=`---
2113title: "IndexedDB | Guide to Getting Started, Tutorial, & Best Practices"
2114slug: "getting-started-with-indexeddb"
2115date: "2024-01-16"
2116description: "A tutorial on how to get started with IndexedDB and whether you should use it, with an example code walkthrough."
2117author: "Alex Merced"
2118authorImage: "/images/blog/authors/6568f9276e20a9ef23a6e08d_alex-merced.webp"
2119heroImage: "/images/blog/getting-started-with-indexeddb/6568f7fe3de1438cc155f581_getting-started-with-indexeddb.webp"
2120heroImageAlt: "IndexedDB | Guide to Getting Started, Tutorial, & Best Practices"
2121categories: ["Tutorial"]
2122showTableOfContents: true
2123showPromo: true
2124---
2125
2126This article will teach you about IndexedDB with a small tutorial, and compare IndexedDB to 

2126some of the other options available. IndexedDB is used for storing data in the browser and is particularly important for web application that need to work offline, like most progressive web applications.
2127
2128First, let’s cover some context of why you might need to store data in a web browser. Data is everywhere within web applications - user interactions create data, look up data, update data and delete data. Without a way to store this data you can’t allow user interactions to persist state across multiple uses of a web application.You’ll often use databases like MySQL, Postgres, MongoDB, Neo4j, ArangoDB and others to handle this storage, but what if you want your application to work offline?
2129
2130This is especially important within the growing trend of progressive web applications, applications that replicate the feel of a native app, but are in the browser. These progressive web applications must work offline, and so require a storage option. Luckily, there are several tools on how to store data in browser where it can be accessed online and offline.
2131
2132## Browser Storage Options
2133
2134Web standards provide you with three primary APIs on how to store data in the browser:
2135
2136- Cookies: This data is stored in the browser and cookies have a size limit of 4k. Often when a server responds to a request they may include a SET-COOKIE header which gives the browser a key and value to store. The client should then include this cookie in the headers of future requests, which will allow the server to recognize browser sessions and more. Often these cookies have an HTTP-Only attribute, which means the cookie cannot be accessed through a client-side script. This makes cookies a poor choice for holding offline data.
2137- LocalStorage/SessionStorage: Localstorage/Sessionstorage is a key value store built into the browser where each key has a size limit of 5mb. LocalStorage stores data until it is deleted while sessionStorage will clear itself when the browser closes. Otherwise, their APIs are the same. You can add a key-value pair with window.localStorage.setItem("Key", "Value") and retrieve a value with window.localStorage.getItem("Key"). Note that the LocalStorage API is synchronous and so using it does block other activity in the browser, which can be an issue. You can read more about LocalStorage [here](https://meticulous.ai/blog/localstorage-complete-guide/).
2138- IndexedDB: A full on document database built into the browser with no storage limits, it allows you to access the data asynchronously so great for preventing complex operations from blocking rendering and other activities. This is what we will dive into in-depth below.
2139
2140Within the context of these options, localStorage is a good choice for simple operations and storing data in small amounts. For more complex or regular operations IndexedDB may be the better option, particularly if you need to fetch data asynchronously.
2141
2142The IndexedDB API is more complicated than the LocalStorage API. So let’s build something with IndexedDB to give you a better feel for how it works!
2143
2144[\\[Repo with Code from the following exercise for reference\\]](https://github.com/AlexMercedCoder/indexeddb-sample/blob/main/index.html)
2145
2146## Tutorial Setup
2147
2148- Open your favorite IDE/Text Editor
2149- Create a new HTML file, let’s call it index.html
2150
2151In the index.html put the following starter code:
2152
2153\`\`\`
2154
2155
2156
2157
2158
2159    IndexedDB Todo List
2160
2161
2162
2163
2164        IndexedDB Todo-List
2165
2166
2167            Add Todo
2168
2169
2170
2171
2172
2173
2174
2175
2176
2177        // Variables holding our inputs
2178        const textInput = document.querySelector("[type='text']")
2179        const button = document.querySelector("button")
2180        // Array to hold todos
2181        const todos = []
2182        // function to render todos
2183        function renderTodos(){
2184            const ul = document.querySelector("#todos ul")
2185            ul.innerHTML = ""
2186            for (todo of todos){
2187                ul.innerHTML += \`<li>\${todo}</li>\`
2188            }
2189        }
2190        renderTodos()
2191
2192
2193
2194        body {
2195            text-align: center;
2196        }
2197
2198        h1 {
2199            color: brown;
2200        }
2201
2202
2203
2204\`\`\`
2205
2206This sets up a basic shell for a todo list. Now we can start setting up IndexedDB. Open this file in your browser. If you’re using VScode, an extension like [liveserver](https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer) will be useful.
2207
2208## Getting Connected to IndexedDB
2209
2210IndexedDB support is pretty good but we’d still like to check if the browser supports an implementation of the API so you can add the following function to check.
2211
2212\`\`\`
2213      function getIndexDB() {
2214        const indexedDB =
2215          window.indexedDB ||
2216          window.mozIndexedDB ||
2217          window.webkitIndexedDB ||
2218          window.msIndexedDB ||
2219          window.shimIndexedDB;
2220          if (indexedDB){
2221              return indexedDB
2222          }
2223          console.error("indexedDB not supported by this browser")
2224          return null
2225      }
2226\`\`\`
2227
2228This function will either return the browser implementation of IndexedDB or log that it is not supported by the browser. You can log the result of calling getIndexDB in your browser to confirm that your browser supports IndexedDB. Below you can see the compatibility list of desktop web browsers from caniuse. You can find the [full list including mobile browsers here.](https://caniuse.com/indexeddb)
2229
2230![Can I use compatibility list of desktop web browsers](/images/blog/getting-started-with-indexeddb/6568f848e349504198a06f62_caniuse-27s-compatibility-list-of-desktop-web-browsers.png)
2231
2232Now let’s open a database with indexedDB.open("database name", 1). The first argument to .open is the name of the database and the second argument is the version of the database. You should increment the version number in the .open .open call if you wish to fire a onupgradeneeded. The .openmethod will return an object that has several properties, including onerror,onupgradeneeded, and onsuccess, each of which accepts a callback which executes when the relevant event occurs.
2233
2234\`\`\`
2235  const indexedDB = getIndexDB()
2236      // console.log(indexedDB)
2237      const request = indexedDB.open("todoDB", 1)
2238      console.log(request)
2239      renderTodos();
2240\`\`\`
2241
2242You should see a console.log that shows an IDBOpenDBRequest object being logged. IndexedDB is event-based, which fits it’s asynchronous model. Next let’s listen to the possible events that will occur as the database starts up. First we’ll listen for the request.onerror event in case there are any errors accessing the database.
2243
2244\`\`\`
2245 const indexedDB = getIndexDB()
2246      // console.log(indexedDB)
2247      const request = indexedDB.open("todoDB", 1)
2248      //console.log(request)
2249      //onerror handling
2250      request.onerror = (event) => console.error("IndexDB Error: ", event)
2251
2252      renderTodos();
2253\`\`\`
2254
2255The next event we will hook into is the request.onupgradeneeded event, which runs whenever an attempt is made to open a database with a version number higher than the database’s current version number. This is the function in which to create your stores/tables and their schemas. This function will only execute once per version number. So if you decide to change the onupgradeneeded allback to update your schema or create new stores, then the version number should also be incremented in the next .open call. A store is essentially the equivalent of a table in traditional databases.
2256
2257\`\`\`
2258const indexedDB = getIndexDB();
2259      // console.log(indexedDB)
2260      const request = indexedDB.open("todoDB", 1);
2261      //console.log(request)
2262      //onerror handling
2263      request.onerror = (event) => console.error("IndexDB Error: ", event);
2264      //onupgradeneeded

2265      request.onupgradeneeded = () => {
2266        // grab the database connection
2267        const db = request.result;
2268        // define a new store
2269        const store = db.createObjectStore("todos", {
2270          keyPath: "id",
2271          autoIncrement: true,
2272        });
2273        // specify a property as an index
2274        store.createIndex("todos_text", ["text"], {unique: false})
2275      };
2276
2277      renderTodos();
2278\`\`\`
2279
2280In the on upgrade needed call we do the following:
2281
2282- grab the database object (you know its available if the onupgradeneeded function is running)
2283- create a new store/table/collection called todos with a key of id that is an autoincrementing number (the unique identifier of records)
2284- specify todos_text as an index, which allows us to search the database by todos_text later. You don’t have to create an index if you don’t plan on searching by a particular property.
2285
2286Last you want to handle the request.onsuccess event that runs after the database connection and stores are all setup and configured. You will want to use this opportunity to pull the list of todos and inject them into our array. (yes, there is no todos, yet)
2287
2288\`\`\`
2289 //onsuccess
2290      request.onsuccess = () => {
2291          console.log("Database Connection Established")
2292          //grab the database connection
2293          const db = request.result
2294          // create a transaction object
2295          const tx = db.transaction("todos", "readwrite")
2296          //create a transaction with our store
2297          const todosStore = tx.objectStore("todos")
2298          //get all todos
2299          const query = todosStore.getAll()
2300          //use data from query
2301          query.onsuccess =  () => {
2302              console.log("All Todos: ", query.result)
2303              for (todo of query.result){
2304                  todos.push(todo.text)
2305              }
2306              renderTodos()
2307          }
2308      }
2309\`\`\`
2310
2311In our on success we do the following:
2312
2313- get the database connection
2314- create a transaction
2315- specify which store we are transacting on
2316- run a getAll query to get all documents/records in that store
2317- In the query specific onsuccess event we loop through the todos, push them into the todos array and call renderTodos() so they are rendered to the dom
2318
2319You should see a console.log with an empty array in your console.
2320
2321\\[Troubleshooting tip: If you are running a hot reloading web server like liveserver you may see an error that there are no stores. This is because the onupgradeneeded function executed prior to you finishing writing the function. Thus, it won’t execute again for that version number. The solution is to increment the table version number, which will create an onupgradeneeded, and the onupgradeneeded callback will execute on the next page refresh.\\]
2322
2323Now that we have the database setup with can follow this same pattern for any other events we want to happen. For example, let’s create an event when you click the button that will add a new todo not only to the dom but to the database so it’ll show up on page refreshes.
2324
2325\`\`\`
2326  // button event
2327      button.addEventListener("click", (event) => {
2328          // setup a transaction
2329          const db = request.result
2330          const tx = db.transaction("todos", "readwrite")
2331          const todosStore = tx.objectStore("todos")
2332          // add a todo
2333          const text = textInput.value
2334          todos.push(text) // add to todo array
2335          todosStore.put({text}) // add to indexedDB
2336          renderTodos() // update dom
2337      })
2338\`\`\`
2339
2340Now you can add todos and since you are using IndexedDB it will work whether you are online or offline as you can see in this gif.
2341
2342![Adding todos using IndexedDB](/images/blog/getting-started-with-indexeddb/6568f8c75295615c17c39fb6_adding-todos-using-IndexedDB.gif)
2343
2344Add some todos and when you refresh the page you shall see the todos persist. They will also show up in the console.log of the query result, with each todo having a unique ID. The full code up to this point should now look like so:
2345
2346\`\`\`
2347
2348
2349
2350
2351
2352    IndexedDB Todo List
2353
2354
2355
2356
2357      IndexedDB Todo-List
2358
2359
2360        Add Todo
2361
2362
2363
2364
2365
2366
2367
2368      // Variables holding our inputs
2369      const textInput = document.querySelector("[type='text']");
2370      const button = document.querySelector("button");
2371      // Array to hold todos
2372      const todos = [];
2373      // function to render todos
2374      function renderTodos() {
2375        const ul = document.querySelector("#todos ul");
2376        ul.innerHTML = "";
2377        for (todo of todos) {
2378          ul.innerHTML += \`<li>\${todo}</li>\`;
2379        }
2380      }
2381      // Function to check indexedDB implementation and return it
2382      function getIndexDB() {
2383        const indexedDB =
2384          window.indexedDB ||
2385          window.mozIndexedDB ||
2386          window.webkitIndexedDB ||
2387          window.msIndexedDB ||
2388          window.shimIndexedDB;
2389        if (indexedDB) {
2390          return indexedDB;
2391        }
2392        console.log("indexedDB not supported by this browser");
2393        return null;
2394      }
2395      const indexedDB = getIndexDB();
2396      // console.log(indexedDB)
2397      const request = indexedDB.open("todoDB", 2);
2398      //console.log(request)
2399      //onerror handling
2400      request.onerror = (event) => console.error("IndexDB Error: ", event);
2401      //onupgradeneeded

2402      request.onupgradeneeded = () => {
2403        // grab the database connection
2404        const db = request.result;
2405        // define a new store
2406        const store = db.createObjectStore("todos", {
2407          keyPath: "id",
2408          autoIncrement: true,
2409        });
2410        // specify a property as an index
2411        store.createIndex("todos_text", ["text"], {unique: false})
2412      };
2413      //onsuccess
2414      request.onsuccess = () => {
2415          console.log("Database Connection Established")
2416          //grab the database connection
2417          const db = request.result
2418          // create a transaction object
2419          const tx = db.transaction("todos", "readwrite")
2420          //create a transaction with our store
2421          const todosStore = tx.objectStore("todos")
2422          //get all todos
2423          const query = todosStore.getAll()
2424          //use data from query
2425          query.onsuccess =  () => {
2426              console.log("All Todos: ", query.result)
2427              for (todo of query.result){
2428                  todos.push(todo.text)
2429              }
2430              renderTodos()
2431          }
2432      }
2433      // button event
2434      button.addEventListener("click", (event) => {
2435          // setup a transaction
2436          const db = request.result
2437          const tx = db.transaction("todos", "readwrite")
2438          const todosStore = tx.objectStore("todos")
2439          // add a todo
2440          const text = textInput.value
2441          todos.push(text) // add to todo array
2442          todosStore.put({text}) // add to indexedDB
2443          renderTodos() // update dom
2444      })
2445
2446      renderTodos();
2447
2448
2449
2450      body {
2451        text-align: center;
2452      }
2453      h1 {
2454        color: brown;
2455      }
2456
2457
2458
2459\`\`\`
2460
2461Other methods on todosStore object that can be used for different types of transaction:
2462
2463- clear - deletes all documents/records in store
2464- add - insert a record with the given id (will error if it already exists)
2465- put - insert or update a record with given id (will update if already exists)
2466- get - get record with particular id
2467- getAll - get all record/documents from the store
2468- count - returns the count of records in the store
2469- createIndex - create object to query based on a declared index
2470- delete - delete document with the given id
2471
2472## Performance and other Considerations
2473
2474A couple of things you want to consider:
2475
2476- Storing files as blobs may not be supported in all browsers, you’ll find better support storing them as ArrayBuffers.
2477- Some browsers may not support writing to IndexedDB when in private browsing mode
2478- IndexedDB creates structured clones when writing your objects which does block the main thread so if you have large objects filled with even more nested objects this can cause some latency.
2479- If the user shuts down the browser there is a chance any incomplete transactions will be aborted.
2480- If another browser tab has the application open with a newer database version number, it will be blocked from upgrading till all older version tabs are closed/reloaded. Luckily, you can use the onblocked event to trigger alerts to notify the user they need to do this.
2481
2482You can find more limitations of [IndexedDB in the MDN Documentation](https://developer.mozilla.org/en-US/docs/Web/API/IndexedDB_API/Basic_Terminology).
2483
2484Whilst indexedDB is great for making your app work offline, it should not be your main datastore. Once there in an internet connection you would probably want to sync indexedDB with your external database, so that the user’s information is not lost if they clear their browser data.
2485
2486## Conclusion
2487
2488IndexedDB gives you a powerful asynchronous document database in your browser. The IndexedDB API can be a little cumbersome but there are libraries like [Dexie](https://dexie.org/) that give you wrappers around IndexedDB which are much easier to use.
2489
2490## Meticulous
2491
2492Meticulous creates and maintains an exhaustive suite of e2e ui tests with **zero** developer effort.
2493
2494This quote from the CTO of Traba sums the product up best: "Meticulous has fundamentally changed the way we approach frontend testing in our web applications, fully eliminating the need to write any frontend tests. The softw

2494are gives us confidence that every change will be completely regression tested, allowing us to ship more quickly with significantly fewer bugs in our code. The platform is easy to use and reduces the barrier to entry for backend-focused devs to contribute to our frontend codebase."
2495
2496This [post](https://www.meticulous.ai/blog/lessons-from-a-decade) from our CTO (formerly lead of Palantir's main engineering group) sets out the context of why exhaustive testing can double engineering velocity. Learn more about the product [here.](/)
2497`,N4=`---
2498title: "Logging in React | In-Depth Guide & Tutorial"
2499slug: "getting-started-with-react-logging"
2500date: "2024-01-16"
2501description: "How to effectively log info and error messages within a React application, and the best practices for doing this."
2502author: "Johann-Michael Thiebaut"
2503authorImage: "/images/blog/authors/6568fb928be7bcaa1d425ece_johann-michael-thiebaut.jpeg"
2504heroImage: "/images/blog/getting-started-with-react-logging/656a5d03303eec6586c3d56e_getting-started-with-react-logging.png"
2505heroImageAlt: "Logging in React | In-Depth Guide & Tutorial"
2506categories: ["React"]
2507showTableOfContents: true
2508showPromo: true
2509---
2510
2511We all start with writing a bunch of console.log statements in our work-in-progress React components. But then, you find yourself tracking these guys down because it’s not great to have users see all the console logs in a production app.
2512
2513Here, we’ll see that with a little structure we can start transforming a bad habit into a powerful best practice.
2514
2515![Log everything](/images/blog/getting-started-with-react-logging/6568f9f7f053c1165c4ac2bb_log-everything.jpeg)
2516
2517## 1\\. Our Little React Sandbox
2518
2519Let’s quickly create a React app to play with, using yarn, create-react-app and Typescript:
2520
2521\`\`\`
2522yarn create react-app --template typescript react-logging-start
2523cd react-logging-start
2524yarn start
2525\`\`\`
2526
2527We can now start playing around in src/App.tsx and add our usual console.log()statements.
2528
2529\`\`\`
2530import React from 'react';
2531import logo from './logo.svg';
2532import './App.css';
2533
2534function App() {
2535  console.log('Hello!');
2536  console.warn('Careful there!');
2537  console.error('Oh, no!');
2538
2539  return (
2540    <div className="App">
2541      <header className="App-header">
2542        <img src={logo} className="App-logo" alt="logo" />
2543        <p>
2544          Edit <code>src/App.tsx</code> and save to reload.
2545        </p>
2546        <a
2547          className="App-link"
2548          href="https://reactjs.org"
2549          target="_blank"
2550          rel="noopener noreferrer"
2551        >
2552          Learn React
2553        </a>
2554      </header>
2555    </div>
2556  );
2557}
2558
2559export default App;
2560\`\`\`
2561
2562These should appear in your browser’s developer console:
2563
2564![Developer Console Logs from App.tsx](/images/blog/getting-started-with-react-logging/6568fa2853dd376c63e93524_logging-ohno.png)
2565
2566In this case, it would be simple to remove or comment out the console.log() line before pushing the code to production, but this can become tedious as your application grows.
2567
2568So what should we do? Let’s see how we can keep the log statements but suppress the outputs by building a simple wrapper around the console object.
2569
2570## 2\\. Our Own Logging Wrapper
2571
2572Let’s start by simply replicating the console functions.
2573
2574\`\`\`
2575import React from 'react';
2576import './App.css';
2577import { ConsoleLogger } from './logger';
2578import logo from './logo.svg';
2579
2580function App() {
2581  const logger = new ConsoleLogger();
2582
2583  logger.log('Hello!');
2584  logger.warn('Careful there!');
2585  logger.error('Oh, no!');
2586
2587  return (
2588    <div className="App">
2589      <header className="App-header">
2590        <img src={logo} className="App-logo" alt="logo" />
2591        <p>
2592          Edit <code>src/App.tsx</code> and save to reload.
2593        </p>
2594        <a
2595          className="App-link"
2596          href="https://reactjs.org"
2597          target="_blank"
2598          rel="noopener noreferrer"
2599        >
2600          Learn React
2601        </a>
2602      </header>
2603    </div>
2604  );
2605}
2606
2607export default App;
2608\`\`\`
2609
2610\`\`\`
2611/** Signature of a logging function */
2612export interface LogFn {
2613  (message?: any, ...optionalParams: any[]): void;
2614}
2615
2616/** Basic logger interface */
2617export interface Logger {
2618  log: LogFn;
2619  warn: LogFn;
2620  error: LogFn;
2621}
2622
2623/** Logger which outputs to the browser console */
2624export class ConsoleLogger implements Logger {
2625  log(message?: any, ...optionalParams: any[]): void {
2626    console.log(message, ...optionalParams);
2627  }
2628
2629  warn(message?: any, ...optionalParams: any[]): void {
2630    console.warn(message, ...optionalParams);
2631  }
2632
2633  error(message?: any, ...optionalParams: any[]): void {
2634    console.error(message, ...optionalParams);
2635  }
2636}
2637\`\`\`
2638
2639Ah, but now we’ve lost the correct source file mapping in the browser console:
2640
2641![Developer Console Logs from App.tsx](/images/blog/getting-started-with-react-logging/6568fa56da43aff18ec14b6c_console.png)
2642
2643To preserve the correct source file lines, we can reuse the console functions themselves.
2644
2645\`\`\`
2646/** Logger which outputs to the browser console */
2647export class ConsoleLogger implements Logger {
2648  readonly log: LogFn;
2649  readonly warn: LogFn;
2650  readonly error: LogFn;
2651
2652  constructor() {
2653    this.log = console.log.bind(console);
2654    this.warn = console.warn.bind(console);
2655    this.error = console.error.bind(console);
2656  }
2657}/** Logger which outputs to the browser console */
2658export class ConsoleLogger implements Logger {
2659  readonly log: LogFn;
2660  readonly warn: LogFn;
2661  readonly error: LogFn;
2662
2663  constructor() {
2664    this.log = console.log.bind(console);
2665    this.warn = console.warn.bind(console);
2666    this.error = console.error.bind(console);
2667  }
2668}
2669\`\`\`
2670
2671Now, we’re back to where we started:
2672
2673![Developer console logs from App.tsx](/images/blog/getting-started-with-react-logging/6568fa2853dd376c63e93524_logging-ohno.png)
2674
2675Wait, wait, wait! There’s a reason we did all that work.
2676
2677Now, we can customize our own console logger to do what we need.
2678
2679## 3\\. Let’s Level Up Our Logging Game
2680
2681The first thing we can do is to make our ConsoleLogger configurable, we can tell it to output all logs, only the warn and error logs, or the error logs only.
2682
2683\`\`\`
2684/** Signature of a logging function */
2685export interface LogFn {
2686  (message?: any, ...optionalParams: any[]): void;
2687}
2688
2689/** Basic logger interface */
2690export interface Logger {
2691  log: LogFn;
2692  warn: LogFn;
2693  error: LogFn;
2694}
2695
2696/** Log levels */
2697export type LogLevel = 'log' | 'warn' | 'error';
2698
2699const NO_OP: LogFn = (message?: any, ...optionalParams: any[]) => {};
2700
2701/** Logger which outputs to the browser console */
2702export class ConsoleLogger implements Logger {
2703  readonly log: LogFn;
2704  readonly warn: LogFn;
2705  readonly error: LogFn;
2706