diff --git a/TrackingToolWeb/.vscode/settings.json b/TrackingToolWeb/.vscode/settings.json
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+++ b/TrackingToolWeb/.vscode/settings.json
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diff --git a/TrackingToolWeb/static/assets/index-B9NPk65I.css b/TrackingToolWeb/static/assets/index-B9NPk65I.css
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this.throwIfDisposed(),P.atanh(this)},r.prototype.erf=function(){return this.throwIfDisposed(),P.erf(this)},r.prototype.round=function(){return this.throwIfDisposed(),P.round(this)},r.prototype.step=function(t){return t===void 0&&(t=0),this.throwIfDisposed(),P.step(this,t)},r.prototype.softmax=function(t){return t===void 0&&(t=-1),this.throwIfDisposed(),P.softmax(this,t)},r.prototype.logSoftmax=function(t){return t===void 0&&(t=-1),this.throwIfDisposed(),P.logSoftmax(this,t)},r.prototype.resizeBilinear=function(t,e){return e===void 0&&(e=!1),this.throwIfDisposed(),P.image.resizeBilinear(this,t,e)},r.prototype.resizeNearestNeighbor=function(t,e){return e===void 0&&(e=!1),this.throwIfDisposed(),P.image.resizeNearestNeighbor(this,t,e)},r.prototype.conv1d=function(t,e,n,o,a,i){return o===void 0&&(o="NWC"),a===void 0&&(a=1),this.throwIfDisposed(),P.conv1d(this,t,e,n,o,a,i)},r.prototype.conv2d=function(t,e,n,o,a,i){return o===void 0&&(o="NHWC"),a===void 0&&(a=[1,1]),this.throwIfDisposed(),P.conv2d(this,t,e,n,o,a,i)},r.prototype.conv2dTranspose=function(t,e,n,o,a){return this.throwIfDisposed(),P.conv2dTranspose(this,t,e,n,o,a)},r.prototype.depthwiseConv2D=function(t,e,n,o,a,i){return o===void 0&&(o="NHWC"),a===void 0&&(a=[1,1]),this.throwIfDisposed(),P.depthwiseConv2d(this,t,e,n,o,a,i)},r.prototype.separableConv2d=function(t,e,n,o,a,i){return a===void 0&&(a=[1,1]),i===void 0&&(i="NHWC"),this.throwIfDisposed(),P.separableConv2d(this,t,e,n,o,a,i)},r.prototype.avgPool=function(t,e,n,o){return this.throwIfDisposed(),P.avgPool(this,t,e,n,o)},r.prototype.maxPool=function(t,e,n,o){return this.throwIfDisposed(),P.maxPool(this,t,e,n,o)},r.prototype.localResponseNormalization=function(t,e,n,o){return t===void 0&&(t=5),e===void 0&&(e=1),n===void 0&&(n=1),o===void 0&&(o=.5),P.localResponseNormalization(this,t,e,n,o)},r.prototype.pool=function(t,e,n,o,a){return this.throwIfDisposed(),P.pool(this,t,e,n,o,a)},r.prototype.variable=function(t,e,n){return t===void 0&&(t=!0),this.throwIfDisposed(),Ft().makeVariable(this,t,e,n)},r.prototype.unsortedSegmentSum=function(t,e){return this.throwIfDisposed(),P.unsortedSegmentSum(this,t,e)},r.prototype.batchToSpaceND=function(t,e){return this.throwIfDisposed(),P.batchToSpaceND(this,t,e)},r.prototype.spaceToBatchND=function(t,e){return this.throwIfDisposed(),P.spaceToBatchND(this,t,e)},r.prototype.topk=function(t,e){return t===void 0&&(t=1),e===void 0&&(e=!0),this.throwIfDisposed(),P.topk(this,t,e)},r.prototype.stridedSlice=function(t,e,n,o,a,i,s,u){return o===void 0&&(o=0),a===void 0&&(a=0),i===void 0&&(i=0),s===void 0&&(s=0),u===void 0&&(u=0),this.throwIfDisposed(),P.stridedSlice(this,t,e,n,o,a,i,s,u)},r.prototype.depthToSpace=function(t,e){return this.throwIfDisposed(),P.depthToSpace(this,t,e)},r.prototype.fft=function(){return this.throwIfDisposed(),P.spectral.fft(this)},r.prototype.ifft=function(){return this.throwIfDisposed(),P.spectral.ifft(this)},r.prototype.rfft=function(){return this.throwIfDisposed(),P.spectral.rfft(this)},r.prototype.irfft=function(){return this.throwIfDisposed(),P.spectral.irfft(this)},r})();Object.defineProperty(we,Symbol.hasInstance,{value:function(r){return!!r&&r.dataId!=null&&r.shape!=null&&r.dtype!=null}});var La,Wa,za,Ua,Va,An=(function(r){function t(e,n,o,a){var i=r.call(this,e.shape,e.dtype,e.dataId,a)||this;return i.trainable=n,i.name=o,i}return _t(t,r),t.prototype.assign=function(e){if(e.dtype!==this.dtype)throw new Error("dtype of the new value ("+e.dtype+") and previous value ("+this.dtype+") must match");if(!Ne(e.shape,this.shape))throw new Error("shape of the new value ("+e.shape+") and previous value ("+this.shape+") must match");Ft().disposeTensor(this),this.dataId=e.dataId,Ft().incRef(this,null)},t.prototype.dispose=function(){Ft().disposeVariable(this),this.isDisposedInternal=!0},t})(we);Object.defineProperty(An,Symbol.hasInstance,{value:function(r){return r instanceof we&&r.assign!=null&&r.assign instanceof Function}}),(function(r){r.R0="R0",r.R1="R1",r.R2="R2",r.R3="R3",r.R4="R4",r.R5="R5",r.R6="R6"})(La||(La={})),(function(r){r.float32="float32",r.int32="int32",r.bool="int32",r.complex64="complex64"})(Wa||(Wa={})),(function(r){r.float32="float32",r.int32="int32",r.bool="bool",r.complex64="complex64"})(za||(za={})),(function(r){r.float32="float32",r.int32="float32",r.bool="float32",r.complex64="complex64"})(Ua||(Ua={})),(function(r){r.float32="complex64",r.int32="complex64",r.bool="complex64",r.complex64="complex64"})(Va||(Va={}));var vp={float32:Ua,int32:Wa,bool:za,complex64:Va};function Ve(r,t){if(r==="string"||t==="string"){if(r==="string"&&t==="string")return"string";throw new Error("Can not upcast "+r+" with "+t)}return vp[r][t]}function so(r){return Ve(r,"int32")}function Ie(r,t){if(r.dtype===t.dtype)return[r,t];var e=Ve(r.dtype,t.dtype);return[r.cast(e),t.cast(e)]}function ac(r,t){E(r.dtype===t.dtype,(function(){return"The dtypes of the first("+r.dtype+") and second("+t.dtype+") input must match"}))}function vi(r){var t=[];return(function e(n,o,a){if(n!=null){if(n instanceof we)return void o.push(n);if(i=n,!(!Array.isArray(i)&&typeof i!="object")){var i,s=n;for(var u in s){var c=s[u];a.has(c)||(a.add(c),e(c,o,a))}}}})(r,t,new Set),t}var fa,mp=Object.freeze({makeTypesMatch:Ie,assertTypesMatch:ac,isTensorInList:function(r,t){return t.some((function(e){return e.id===r.id}))},getTensorsInContainer:vi}),tu=(function(){function r(){this.registeredVariables={},this.nextTapeNodeId=0,this.numBytes=0,this.numTensors=0,this.numStringTensors=0,this.numDataBuffers=0,this.gradientDepth=0,this.kernelDepth=0,this.scopeStack=[],this.numDataMovesStack=[],this.nextScopeId=0,this.tensorInfo=new WeakMap,this.profiling=!1,this.activeProfile={newBytes:0,newTensors:0,peakBytes:0,kernels:[],result:null}}return r.prototype.dispose=function(){for(var t in this.registeredVariables)this.registeredVariables[t].dispose()},r})(),gp=(function(){function r(t){this.ENV=t,this.registry={},this.registryFactory={},this.pendingBackendInitId=0,this.state=new tu}return r.prototype.ready=function(){return J(this,void 0,void 0,(function(){var t,e,n;return Q(this,(function(o){switch(o.label){case 0:if(this.pendingBackendInit!=null)return[2,this.pendingBackendInit.then((function(){}))];if(this.backendInstance!=null)return[2];t=this.getSortedBackends(),e=0,o.label=1;case 1:return e<t.length?(n=t[e],[4,this.initializeBackend(n).success]):[3,5];case 2:return o.sent()?[4,this.setBackend(n)]:[3,4];case 3:return o.sent(),[2];case 4:return e++,[3,1];case 5:throw new Error("Could not initialize any backends, all backend initializations failed.")}}))}))},Object.defineProperty(r.prototype,"backend",{get:function(){if(this.pendingBackendInit!=null)throw new Error("Backend '"+this.backendName+"' has not yet been initialized. Make sure to await tf.ready() or await tf.setBackend() before calling other methods");if(this.backendInstance==null){var t=this.initializeBackendsAndReturnBest(),e=t.name;if(t.asyncInit)throw new Error("The highest priority backend '"+e+"' has not yet been initialized. Make sure to await tf.ready() or await tf.setBackend() before calling other methods");this.setBackend(e)}return this.backendInstance},enumerable:!0,configurable:!0}),r.prototype.backendNames=function(){return Object.keys(this.registryFactory)},r.prototype.findBackend=function(t){return!(t in this.registry)&&(!(t in this.registryFactory)||this.initializeBackend(t).asyncInit)?null:this.registry[t]},r.prototype.findBackendFactory=function(t){return t in this.registryFactory?this.registryFactory[t].factory:null},r.prototype.registerBackend=function(t,e,n){return n===void 0&&(n=1),t in this.registryFactory?(console.warn(t+" backend was already registered. 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e=this;Pa(t).forEach((function(n){n.disposeFunc!=null&&n.disposeFunc(e.registry[t])}))},r.prototype.initializeBackend=function(t){var e=this,n=this.registryFactory[t];if(n==null)throw new Error("Cannot initialize backend "+t+", no registration found.");try{var o=n.factory();if(Promise.resolve(o)===o){var a=++this.pendingBackendInitId,i=o.then((function(s){return!(a<e.pendingBackendInitId)&&(e.registry[t]=s,e.pendingBackendInit=null,!0)})).catch((function(s){return!(a<e.pendingBackendInitId)&&(e.pendingBackendInit=null,console.warn("Initialization of backend "+t+" failed"),console.warn(s.stack||s.message),!1)}));return this.pendingBackendInit=i,{success:i,asyncInit:!0}}return this.registry[t]=o,{success:!0,asyncInit:!1}}catch(s){return console.warn("Initialization of backend "+t+" failed"),console.warn(s.stack||s.message),{success:!1,asyncInit:!1}}},r.prototype.removeBackend=function(t){if(!(t in this.registryFactory))throw new Error(t+" backend not found in registry");this.backendName===t&&this.pendingBackendInit!=null&&this.pendingBackendInitId++,t in this.registry&&(this.disposeRegisteredKernels(t),this.registry[t].dispose(),delete this.registry[t]),delete this.registryFactory[t],this.backendName===t&&(this.pendingBackendInit=null,this.backendName=null,this.backendInstance=null)},r.prototype.getSortedBackends=function(){var t=this;if(Object.keys(this.registryFactory).length===0)throw new Error("No backend found in registry.");return Object.keys(this.registryFactory).sort((function(e,n){return t.registryFactory[n].priority-t.registryFactory[e].priority}))},r.prototype.initializeBackendsAndReturnBest=function(){for(var t=this.getSortedBackends(),e=0;e<t.length;e++){var n=t[e],o=this.initializeBackend(n),a=o.success,i=o.asyncInit;if(i||a)return{name:n,asyncInit:i}}throw new Error("Could not initialize any backends, all backend initializations failed.")},r.prototype.moveData=function(t,e){var n=this.state.tensorInfo.get(e),o=n.backend,a=this.readSync(e);o.disposeData(e),n.backend=t,t.move(e,a,n.shape,n.dtype),this.shouldCheckForMemLeaks()&&this.state.numDataMovesStack[this.state.numDataMovesStack.length-1]++},r.prototype.tidy=function(t,e){var n,o=this,a=null;if(e==null){if(typeof t!="function")throw new Error("Please provide a function to tidy()");e=t}else{if(typeof t!="string"&&!(t instanceof String))throw new Error("When calling with two arguments, the first argument to tidy() must be a string");if(typeof e!="function")throw new Error("When calling with two arguments, the 2nd argument to tidy() must be a function");a=t}return this.scopedRun((function(){return o.startScope(a)}),(function(){return o.endScope(n)}),(function(){return(n=e())instanceof Promise&&console.error("Cannot return a Promise inside of tidy."),n}))},r.prototype.scopedRun=function(t,e,n){t();try{var o=n();return e(),o}catch(a){throw e(),a}},r.prototype.nextTensorId=function(){return r.nextTensorId++},r.prototype.nextVariableId=function(){return r.nextVariableId++},r.prototype.clone=function(t){var e=this.makeTensorFromDataId(t.dataId,t.shape,t.dtype),n={x:t};return this.addTapeNode(this.state.activeScope.name,n,[e],(function(o){return{x:function(){return o.toFloat()}}}),[]),e},r.prototype.runKernel=function(t,e,n,o,a){return this.runKernelFunc(null,e,null,t,n,o,a)},r.prototype.shouldCheckForMemLeaks=function(){return this.ENV.getBool("IS_TEST")},r.prototype.checkKernelForMemLeak=function(t,e,n){var o=this.backend.numDataIds(),a=0;n.forEach((function(u){a+=u.dtype==="complex64"?3:1}));var i=this.state.numDataMovesStack[this.state.numDataMovesStack.length-1],s=o-e-a-i;if(s>0)throw new Error("Backend '"+this.backendName+"' has an internal memory leak ("+s+" data ids) after running '"+t+"'")},r.prototype.runKernelFunc=function(t,e,n,o,a,i,s){var u,c=this;i===void 0&&(i=[]),s===void 0&&(s=[]);var l=[],h=this.isTapeOn();o==null&&(o=this.state.activeScope!=null?this.state.activeScope.name:"");var f,d=function(x){h&&(l=x.map((function(b){return c.keep(c.clone(b))})))},p=this.state.numBytes,m=this.state.numTensors;this.shouldCheckForMemLeaks()&&this.state.numDataMovesStack.push(0);var v,g=si(o,this.backendName);return f=g!=null?function(){var x=c.backend.numDataIds();v=g.kernelFunc({inputs:e,attrs:a,backend:c.backend});var b=Array.isArray(v)?v:[v];c.shouldCheckForMemLeaks()&&c.checkKernelForMemLeak(o,x,b);var y=b.map((function(_){var S=_.dataId,k=_.shape,I=_.dtype;return c.makeTensorFromDataId(S,k,I)})),w=y.filter((function(_,S){return s[S]}));return d((i||[]).slice().concat(w)),y}:function(){var x=c.backend.numDataIds();v=c.tidy((function(){return t(c.backend,d)}));var b=Array.isArray(v)?v:[v];return c.shouldCheckForMemLeaks()&&c.checkKernelForMemLeak(o,x,b),b},this.scopedRun((function(){return c.state.kernelDepth++}),(function(){return c.state.kernelDepth--}),(function(){u=c.ENV.getBool("DEBUG")?c.profiler.profileKernel(o,e,(function(){return f()})):f()})),h&&this.addTapeNode(o,e,u,n,l),this.state.profiling&&this.state.activeProfile.kernels.push({name:o,bytesAdded:this.state.numBytes-p,totalBytesSnapshot:this.state.numBytes,tensorsAdded:this.state.numTensors-m,totalTensorsSnapshot:this.state.numTensors,inputShapes:Object.keys(e).map((function(x){return e[x].shape})),outputShapes:u.map((function(x){return x.shape}))}),Array.isArray(v)?u:u[0]},r.prototype.makeTensor=function(t,e,n,o){if(t==null)throw new Error("Values passed to engine.makeTensor() are null");n=n||"float32",o=o||this.backend;var a=t;n==="string"&&un(t[0])&&(a=t.map((function(l){return tc(l)})));var i=o.write(a,e,n),s=new we(e,n,i,this.nextTensorId());if(this.incRef(s,o),n==="string"){var u=this.state.tensorInfo.get(i),c=Qu(a);this.state.numBytes+=c-u.bytes,u.bytes=c}return s},r.prototype.makeTensorFromDataId=function(t,e,n,o){var a=new we(e,n=n||"float32",t,this.nextTensorId());return this.incRef(a,o),a},r.prototype.makeVariable=function(t,e,n,o){e===void 0&&(e=!0),n=n||this.nextVariableId().toString(),o!=null&&o!==t.dtype&&(t=t.asType(o));var a=new An(t,e,n,this.nextTensorId());if(this.state.registeredVariables[a.name]!=null)throw new Error("Variable with name "+a.name+" was already registered");return this.state.registeredVariables[a.name]=a,this.incRef(a,this.backend),a},r.prototype.incRef=function(t,e){var n=this.state.tensorInfo.has(t.dataId)?this.state.tensorInfo.get(t.dataId).refCount:0;if(this.state.numTensors++,t.dtype==="string"&&this.state.numStringTensors++,n===0){this.state.numDataBuffers++;var o=0;t.dtype!=="complex64"&&t.dtype!=="string"&&(o=t.size*hi(t.dtype)),this.state.tensorInfo.set(t.dataId,{backend:e||this.backend,dtype:t.dtype,shape:t.shape,bytes:o,refCount:0}),this.state.numBytes+=o}this.state.tensorInfo.get(t.dataId).refCount++,t instanceof An||this.track(t)},r.prototype.disposeTensor=function(t){if(this.state.tensorInfo.has(t.dataId)){this.state.numTensors--,t.dtype==="string"&&this.state.numStringTensors--;var e=this.state.tensorInfo.get(t.dataId);e.refCount<=1?(t.dtype!=="complex64"&&(this.state.numBytes-=e.bytes),this.state.numDataBuffers--,e.backend.disposeData(t.dataId),this.state.tensorInfo.delete(t.dataId)):this.state.tensorInfo.get(t.dataId).refCount--}},r.prototype.disposeVariables=function(){for(var t in this.state.registeredVariables){var e=this.state.registeredVariables[t];this.disposeVariable(e)}},r.prototype.disposeVariable=function(t){this.disposeTensor(t),this.state.registeredVariables[t.name]!=null&&delete this.state.registeredVariables[t.name]},r.prototype.memory=function(){var t=this.backend.memory();return t.numTensors=this.state.numTensors,t.numDataBuffers=this.state.numDataBuffers,t.numBytes=this.state.numBytes,this.state.numStringTensors>0&&(t.unreliable=!0,t.reasons==null&&(t.reasons=[]),t.reasons.push("Memory usage by string tensors is approximate (2 bytes per character)")),t},r.prototype.profile=function(t){return J(this,void 0,void 0,(function(){var e,n;return Q(this,(function(o){return this.state.profiling=!0,e=this.state.numBytes,n=this.state.numTensors,this.state.activeProfile.kernels=[],this.state.activeProfile.result=t(),this.state.profiling=!1,this.state.activeProfile.peakBytes=Math.max.apply(Math,this.state.activeProfile.kernels.map((function(a){return a.totalBytesSnapshot}))),this.state.activeProfile.newBytes=this.state.numBytes-e,this.state.activeProfile.newTensors=this.state.numTensors-n,[2,this.state.activeProfile]}))}))},r.prototype.isTapeOn=function(){return this.state.gradientDepth>0&&this.state.kernelDepth===0},r.prototype.addTapeNode=function(t,e,n,o,a){var i=this,s={id:this.state.nextTapeNodeId++,kernelName:t,inputs:e,outputs:n,saved:a},u=Hu(t);u!=null&&(o=u.gradFunc),o!=null&&(s.gradient=function(c){return c=c.map((function(l,h){if(l==null){var f=n[h],d=ar(f.size,f.dtype);return i.makeTensor(d,f.shape,f.dtype)}return l})),o(c.length>1?c:c[0],a)}),this.state.activeTape.push(s)},r.prototype.keep=function(t){return t.kept=!0,t},r.prototype.startTape=function(){this.state.gradientDepth===0&&(this.state.activeTape=[]),this.state.gradientDepth++},r.prototype.endTape=function(){this.state.gradientDepth--},r.prototype.startScope=function(t){var e={track:[],name:"unnamed scope",id:this.state.nextScopeId++};t&&(e.name=t),this.state.scopeStack.push(e),this.state.activeScope=e},r.prototype.endScope=function(t){for(var e=this,n=vi(t),o=new Set(n.map((function(u){return u.id}))),a=0;a<this.state.activeScope.track.length;a++){var i=this.state.activeScope.track[a];i.kept||o.has(i.id)||i.dispose()}var 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ev=Object.freeze({castTensor:Ni,reshapeTensor:Io,linspaceImpl:Pi,upcastType:Ve,axesAreInnerMostDims:yi,combineLocations:Nc,computeOutAndReduceShapes:qe,expandShapeToKeepDim:et,assertAxesAreInnerMostDims:nt,getAxesPermutation:Et,getUndoAxesPermutation:Fo,getInnerMostAxes:It,getBroadcastDims:qt,getReductionAxes:Oe,assertAndGetBroadcastShape:ce,assertParamsConsistent:Pc,computeOutShape:Dn,computePool2DInfo:er,computePool3DInfo:Ar,computeConv2DInfo:mn,computeConv3DInfo:Dr,computeDefaultPad:Fi,tupleValuesAreOne:Tn,eitherStridesOrDilationsAreOne:tt,convertConv2DDataFormat:Lo,PARALLELIZE_THRESHOLD:ki,computeOptimalWindowSize:po});function Ya(r,t){if(r.length!==t.length)throw new Error("Cannot merge real and imag arrays of different lengths. real:"+r.length+", imag: "+t.length+".");for(var e=new Float32Array(2*r.length),n=0;n<e.length;n+=2)e[n]=r[n/2],e[n+1]=t[n/2];return e}function ru(r,t){return{real:r[2*t],imag:r[2*t+1]}}function tv(r,t,e,n){r[2*n]=t,r[2*n+1]=e}function nv(r,t,e){var n=(e?2:-2)*Math.PI*(r/t);return{real:Math.cos(n),imag:Math.sin(n)}}function rv(r,t,e){var n=(function(a,i,s){return(function(u,c,l){for(var h=0,f=u.length,d=0,p=!1;h<f;){var m=l(c,u[d=h+(f-h>>>1)]);m>0?h=d+1:(f=d,p=!m)}return p?h:-h-1})(a,i,s||ov)})(r,t,e),o=n<0?-(n+1):n;r.splice(o,0,t)}function ov(r,t){return r>t?1:r<t?-1:0}function Mi(r,t,e,n,o){return pl(r,t,e,n,o,0).selectedIndices}function Oi(r,t,e,n,o,a){var i=pl(r,t,e,n,o,a);return i.numValidOutputs.dispose(),{selectedIndices:i.selectedIndices,selectedScores:i.selectedScores}}function pl(r,t,e,n,o,a,i,s){s===void 0&&(s=!1);for(var u=Array.from(t).map((function(y,w){return{score:y,boxIndex:w,suppressBeginIndex:0}})).filter((function(y){return y.score>o})).sort(ou),c=a>0?-.5/a:0,l=[],h=[];l.length<e&&u.length>0;){var f=u.pop(),d=f.score,p=f.boxIndex,m=f.suppressBeginIndex;if(d<o)break;for(var v=!1,g=l.length-1;g>=m;--g){var x=av(r,p,l[g]);if(x>=n){v=!0;break}if(f.score=f.score*iv(n,c,x),f.score<=o)break}f.suppressBeginIndex=l.length,v||(f.score===d?(l.push(p),h.push(f.score)):f.score>o&&rv(u,f,ou))}var b=l.length;return s&&(l.fill(0,b),h.fill(0,b)),{selectedIndices:Fe(l,"int32"),selectedScores:Fe(h,"float32"),numValidOutputs:q(b,"int32")}}function av(r,t,e){var n=r.subarray(4*t,4*t+4),o=r.subarray(4*e,4*e+4),a=Math.min(n[0],n[2]),i=Math.min(n[1],n[3]),s=Math.max(n[0],n[2]),u=Math.max(n[1],n[3]),c=Math.min(o[0],o[2]),l=Math.min(o[1],o[3]),h=Math.max(o[0],o[2]),f=Math.max(o[1],o[3]),d=(s-a)*(u-i),p=(h-c)*(f-l);if(d<=0||p<=0)return 0;var m=Math.max(a,c),v=Math.max(i,l),g=Math.min(s,h),x=Math.min(u,f),b=Math.max(g-m,0)*Math.max(x-v,0);return b/(d+p-b)}function iv(r,t,e){var n=Math.exp(t*e*e);return e<=r?n:0}function ou(r,t){return r.score-t.score||r.score===t.score&&t.boxIndex-r.boxIndex}function vl(r,t,e){var n=new Array(r.rank).fill(0),o=r.shape.slice();return t.map((function(a){o[e]=a;var i=r.slice(n,o);return n[e]+=a,i}))}function ml(r,t){for(var e=new Array(r.rank),n=0;n<e.length;n++)e[n]=r.shape[n]*t[n];var o=re(e,r.dtype);for(n=0;n<o.values.length;++n){for(var a=o.indexToLoc(n),i=new Array(r.rank),s=0;s<i.length;s++)i[s]=a[s]%r.shape[s];var u=r.locToIndex(i);o.values[n]=r.values[u]}return o.toTensor()}function gl(r,t,e,n,o){for(var a=t[t.length-1],i=[r.length/a,a],s=i[0],u=i[1],c=Qn(e,s*n),l=Qn("int32",s*n),h=0;h<s;h++){for(var f=h*u,d=r.subarray(f,f+u),p=[],m=0;m<d.length;m++)p.push({value:d[m],index:m});p.sort((function(y,w){return w.value-y.value}));var v=h*n,g=c.subarray(v,v+n),x=l.subarray(v,v+n);for(m=0;m<n;m++)g[m]=p[m].value,x[m]=p[m].index}var b=t.slice();return b[b.length-1]=n,[Ge(c,b,e),Ge(l,b,"int32")]}function Bi(r,t){for(var e=[],n=0;n<t.length;n++)t[n]&&e.push(n);var o=re(r,"int32"),a=re([e.length,r.length],"int32");for(n=0;n<e.length;n++){var i=o.indexToLoc(e[n]),s=n*r.length;a.values.set(i,s)}return a.toTensor()}var sv=function(r,t){this.outputShape=[],this.outputShape=r,this.variableNames=t.map((function(o,a){return"T"+a}));var e=[];this.variableNames.forEach((function(o){e.push("float v"+o+" = get"+o+"AtOutCoords();")}));var n=this.variableNames.map((function(o){return"v"+o})).join(" + ");this.userCode=`
+      void main() {
+        `+e.join(`
+        `)+`
+
+        float result = `+n+`;
+        setOutput(result);
+      }
+    `},uv=function(r,t){this.outputShape=[],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=r,this.variableNames=t.map((function(o,a){return"T"+a}));var e=[];this.variableNames.forEach((function(o){e.push("vec4 v"+o+" = get"+o+"AtOutCoords();")}));var n=this.variableNames.map((function(o){return"v"+o})).join(" + ");this.userCode=`
+      void main() {
+        `+e.join(`
+        `)+`
+
+        vec4 result = `+n+`;
+        setOutput(result);
+      }
+    `},cv=function(r,t,e){this.variableNames=["A"];var n=r.windowSize,o=r.batchSize,a=r.inSize,i=Math.ceil(a/n);e||this.variableNames.push("bestIndicesA"),this.outputShape=[o,i];var s=t==="max"?">":"<",u=e?"inOffset + i;":"round(getBestIndicesA(batch, inOffset + i));";this.userCode=`
+      void main() {
+        ivec2 coords = getOutputCoords();
+        int batch = coords[0];
+        int outIdx = coords[1];
+        int inOffset = outIdx * `+n+`;
+
+        int bestIndex = inOffset;
+        float bestValue = getA(batch, bestIndex);
+
+        for (int i = 0; i < `+n+`; i++) {
+          int inIdx = `+u+`;
+          float candidate = getA(batch, inIdx);
+          if (candidate `+s+` bestValue) {
+            bestValue = candidate;
+            bestIndex = inIdx;
+          }
+        }
+        setOutput(float(bestIndex));
+      }
+    `};function yl(r,t){return["x","y","z","w","u","v"].slice(0,t).map((function(e){return r+"."+e}))}function rt(r,t){return t===1?[r]:yl(r,t)}function Je(){var r,t,e,n,o,a,i,s,u,c;return M().getNumber("WEBGL_VERSION")===2?(r="#version 300 es",t="in",e="out",n="in",o="texture",a="outputColor",i="out vec4 outputColor;",s=`
+      bool isnan_custom(float val) {
+        return (val > 0.0 || val < 0.0) ? false : val != 0.0;
+      }
+
+      bvec4 isnan_custom(vec4 val) {
+        return bvec4(isnan_custom(val.x),
+          isnan_custom(val.y), isnan_custom(val.z), isnan_custom(val.w));
+      }
+
+      #define isnan(value) isnan_custom(value)
+    `,u="",c=`
+      #define round(value) newRound(value)
+      int newRound(float value) {
+        return int(floor(value + 0.5));
+      }
+
+      ivec4 newRound(vec4 value) {
+        return ivec4(floor(value + vec4(0.5)));
+      }
+    `):(r="",t="attribute",e="varying",n="varying",o="texture2D",a="gl_FragColor",i="",s=`
+      #define isnan(value) isnan_custom(value)
+      bool isnan_custom(float val) {
+        return (val > 0. || val < 1. || val == 0.) ? false : true;
+      }
+      bvec4 isnan_custom(vec4 val) {
+        return bvec4(isnan(val.x), isnan(val.y), isnan(val.z), isnan(val.w));
+      }
+    `,u=`
+      uniform float INFINITY;
+
+      bool isinf(float val) {
+        return abs(val) == INFINITY;
+      }
+      bvec4 isinf(vec4 val) {
+        return equal(abs(val), vec4(INFINITY));
+      }
+    `,c=`
+      int round(float value) {
+        return int(floor(value + 0.5));
+      }
+
+      ivec4 round(vec4 value) {
+        return ivec4(floor(value + vec4(0.5)));
+      }
+    `),{version:r,attribute:t,varyingVs:e,varyingFs:n,texture2D:o,output:a,defineOutput:i,defineSpecialNaN:s,defineSpecialInf:u,defineRound:c}}function En(r,t,e){e===void 0&&(e="index");var n=xt(t);return n.map((function(o,a){return"int "+r[a]+" = "+e+" / "+o+"; "+(a===n.length-1?"int "+r[a+1]+" = "+e+" - "+r[a]+" * "+o:"index -= "+r[a]+" * "+o)+";"})).join("")}function Li(r){var t=xt(r).map((function(e){return e.toString()}));return`
+  int getFlatIndex(ivec3 coords) {
+    return coords.x * `+t[0]+" + coords.y * "+t[1]+` + coords.z;
+  }
+`}var xl=`
+  const float FLOAT_MAX = 1.70141184e38;
+  const float FLOAT_MIN = 1.17549435e-38;
+
+  lowp vec4 encode_float(highp float v) {
+    if (isnan(v)) {
+      return vec4(255, 255, 255, 255);
+    }
+
+    highp float av = abs(v);
+
+    if(av < FLOAT_MIN) {
+      return vec4(0.0, 0.0, 0.0, 0.0);
+    } else if(v > FLOAT_MAX) {
+      return vec4(0.0, 0.0, 128.0, 127.0) / 255.0;
+    } else if(v < -FLOAT_MAX) {
+      return vec4(0.0, 0.0,  128.0, 255.0) / 255.0;
+    }
+
+    highp vec4 c = vec4(0,0,0,0);
+
+    highp float e = floor(log2(av));
+    highp float m = exp2(fract(log2(av))) - 1.0;
+
+    c[2] = floor(128.0 * m);
+    m -= c[2] / 128.0;
+    c[1] = floor(32768.0 * m);
+    m -= c[1] / 32768.0;
+    c[0] = floor(8388608.0 * m);
+
+    highp float ebias = e + 127.0;
+    c[3] = floor(ebias / 2.0);
+    ebias -= c[3] * 2.0;
+    c[2] += floor(ebias) * 128.0;
+
+    c[3] += 128.0 * step(0.0, -v);
+
+    return c / 255.0;
+  }
+`;function lv(r,t,e,n){var o=[];r.forEach((function(d){var p=Z(d.shapeInfo.logicalShape);d.shapeInfo.isUniform?o.push("uniform float "+d.name+(p>1?"["+p+"]":"")+";"):(o.push("uniform sampler2D "+d.name+";"),o.push("uniform int offset"+d.name+";"))}));var a,i,s=o.join(`
+`),u=r.map((function(d){return(function(p,m,v){v===void 0&&(v=!1);var g="";g+=v?bl(p):Vn(p);var x=p.shapeInfo.logicalShape,b=m.logicalShape;return x.length<=b.length&&(g+=v?(function(y,w){var _,S=y.name,k=S.charAt(0).toUpperCase()+S.slice(1),I="get"+k+"AtOutCoords",R=y.shapeInfo.logicalShape.length,F=w.logicalShape.length,T=qt(y.shapeInfo.logicalShape,w.logicalShape),L=_e(F),O=F-R,B=["x","y","z","w","u","v"];_=R===0?"":F<2&&T.length>=1?"coords = 0;":T.map((function(ee){return"coords."+B[ee+O]+" = 0;"})).join(`
+`);var U="";U=F<2&&R>0?"coords":y.shapeInfo.logicalShape.map((function(ee,te){return"coords."+B[te+O]})).join(", ");var z="return outputValue;",W=Z(y.shapeInfo.logicalShape)===1,G=Z(w.logicalShape)===1;if(R!==1||W||G){if(W&&!G)z=F===1?`
+        return vec4(outputValue.x, outputValue.x, 0., 0.);
+      `:`
+        return vec4(outputValue.x);
+      `;else if(T.length){var H=R-2,j=R-1;T.indexOf(H)>-1&&T.indexOf(j)>-1?z="return vec4(outputValue.x);":T.indexOf(H)>-1?z="return vec4(outputValue.x, outputValue.y, outputValue.x, outputValue.y);":T.indexOf(j)>-1&&(z="return vec4(outputValue.xx, outputValue.zz);")}}else z=`
+      return vec4(outputValue.xy, outputValue.xy);
+    `;return`
+    vec4 `+I+`() {
+      `+L+` coords = getOutputCoords();
+      `+_+`
+      vec4 outputValue = get`+k+"("+U+`);
+      `+z+`
+    }
+  `})(p,m):(function(y,w){var _=y.name,S=_.charAt(0).toUpperCase()+_.slice(1),k="get"+S+"AtOutCoords",I=w.texShape,R=y.shapeInfo.texShape,F=y.shapeInfo.logicalShape.length,T=w.logicalShape.length;if(!y.shapeInfo.isUniform&&F===T&&y.shapeInfo.flatOffset==null&&Ne(R,I))return`
+      float `+k+`() {
+        return sampleTexture(`+_+`, resultUV);
+      }
+    `;var L,O=_e(T),B=qt(y.shapeInfo.logicalShape,w.logicalShape),U=T-F,z=["x","y","z","w","u","v"];L=F===0?"":T<2&&B.length>=1?"coords = 0;":B.map((function(G){return"coords."+z[G+U]+" = 0;"})).join(`
+`);var W="";return W=T<2&&F>0?"coords":y.shapeInfo.logicalShape.map((function(G,H){return"coords."+z[H+U]})).join(", "),`
+    float `+k+`() {
+      `+O+` coords = getOutputCoords();
+      `+L+`
+      return get`+S+"("+W+`);
+    }
+  `})(p,m)),g})(d,t,n)})).join(`
+`),c=t.texShape,l=Je(),h=(function(d){return`
+    float sampleTexture(sampler2D textureSampler, vec2 uv) {
+      return `+d.texture2D+`(textureSampler, uv).r;
+    }
+  `})(l),f=(function(d){return d.version+`
+    precision highp float;
+    precision highp int;
+    precision highp sampler2D;
+    `+d.varyingFs+` vec2 resultUV;
+    `+d.defineOutput+`
+    const vec2 halfCR = vec2(0.5, 0.5);
+
+    struct ivec5
+    {
+      int x;
+      int y;
+      int z;
+      int w;
+      int u;
+    };
+
+    struct ivec6
+    {
+      int x;
+      int y;
+      int z;
+      int w;
+      int u;
+      int v;
+    };
+
+    uniform float NAN;
+    `+d.defineSpecialNaN+`
+    `+d.defineSpecialInf+`
+    `+d.defineRound+`
+
+    int imod(int x, int y) {
+      return x - y * (x / y);
+    }
+
+    int idiv(int a, int b, float sign) {
+      int res = a / b;
+      int mod = imod(a, b);
+      if (sign < 0. && mod != 0) {
+        res -= 1;
+      }
+      return res;
+    }
+
+    //Based on the work of Dave Hoskins
+    //https://www.shadertoy.com/view/4djSRW
+    #define HASHSCALE1 443.8975
+    float random(float seed){
+      vec2 p = resultUV * seed;
+      vec3 p3  = fract(vec3(p.xyx) * HASHSCALE1);
+      p3 += dot(p3, p3.yzx + 19.19);
+      return fract((p3.x + p3.y) * p3.z);
+    }
+
+    `+hv+`
+    `+fv+`
+    `+dv+`
+  `})(l);return t.isPacked?(a=(function(d,p){switch(d.length){case 0:return`
+    int getOutputCoords() {
+      return 0;
+    }
+  `;case 1:return(function(y,w){var _=[Math.ceil(w[0]/2),Math.ceil(w[1]/2)];return _[0]===1?`
+      int getOutputCoords() {
+        return 2 * int(resultUV.x * `+_[1]+`.0);
+      }
+    `:_[1]===1?`
+      int getOutputCoords() {
+        return 2 * int(resultUV.y * `+_[0]+`.0);
+      }
+    `:`
+    int getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx *
+                             vec2(`+_[0]+", "+_[1]+`));
+      return 2 * (resTexRC.x * `+_[1]+` + resTexRC.y);
+    }
+  `})(0,p);case 2:return(function(y,w){var _=[Math.ceil(w[0]/2),Math.ceil(w[1]/2)];if(Ne(y,w))return`
+      ivec2 getOutputCoords() {
+        return 2 * ivec2(resultUV.yx * vec2(`+_[0]+", "+_[1]+`));
+      }
+    `;var S=Math.ceil(y[1]/2);return`
+    ivec2 getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx *
+                             vec2(`+_[0]+", "+_[1]+`));
+
+      int index = resTexRC.x * `+_[1]+` + resTexRC.y;
+      int r = 2 * (index / `+S+`);
+      int c = imod(index, `+S+`) * 2;
+
+      return ivec2(r, c);
+    }
+  `})(d,p);case 3:return m=d,v=p,g=[Math.ceil(v[0]/2),Math.ceil(v[1]/2)],x=Math.ceil(m[2]/2),b=x*Math.ceil(m[1]/2),`
+    ivec3 getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx *
+                             vec2(`+g[0]+", "+g[1]+`));
+      int index = resTexRC.x * `+g[1]+` + resTexRC.y;
+
+      int b = index / `+b+`;
+      index -= b * `+b+`;
+
+      int r = 2 * (index / `+x+`);
+      int c = imod(index, `+x+`) * 2;
+
+      return ivec3(b, r, c);
+    }
+  `;default:return(function(y,w){for(var _=[Math.ceil(w[0]/2),Math.ceil(w[1]/2)],S=Math.ceil(y[y.length-1]/2),k=S*Math.ceil(y[y.length-2]/2),I=k,R="",F="b, r, c",T=2;T<y.length-1;T++)I*=y[y.length-T-1],R=`
+      int b`+T+" = index / "+I+`;
+      index -= b`+T+" * "+I+`;
+    `+R,F="b"+T+", "+F;return`
+    ivec`+y.length+` getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx *
+                             vec2(`+_[0]+", "+_[1]+`));
+      int index = resTexRC.x * `+_[1]+` + resTexRC.y;
+
+      `+R+`
+
+      int b = index / `+k+`;
+      index -= b * `+k+`;
+
+      int r = 2 * (index / `+S+`);
+      int c = imod(index, `+S+`) * 2;
+
+      return ivec`+y.length+"("+F+`);
+    }
+  `})(d,p)}var m,v,g,x,b})(t.logicalShape,c),i=(function(d){return`
+    void setOutput(vec4 val) {
+      `+d.output+` = val;
+    }
+  `})(l)):(a=(function(d,p){switch(d.length){case 0:return`
+    int getOutputCoords() {
+      return 0;
+    }
+  `;case 1:return(function(g,x){return x[0]===1?`
+      int getOutputCoords() {
+        return int(resultUV.x * `+x[1]+`.0);
+      }
+    `:x[1]===1?`
+      int getOutputCoords() {
+        return int(resultUV.y * `+x[0]+`.0);
+      }
+    `:`
+    int getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx *
+                             vec2(`+x[0]+", "+x[1]+`));
+      return resTexRC.x * `+x[1]+` + resTexRC.y;
+    }
+  `})(0,p);case 2:return(function(g,x){return Ne(g,x)?`
+      ivec2 getOutputCoords() {
+        return ivec2(resultUV.yx * vec2(`+x[0]+", "+x[1]+`));
+      }
+    `:g[1]===1?`
+      ivec2 getOutputCoords() {
+        ivec2 resTexRC = ivec2(resultUV.yx *
+                               vec2(`+x[0]+", "+x[1]+`));
+        int index = resTexRC.x * `+x[1]+` + resTexRC.y;
+        return ivec2(index, 0);
+      }
+    `:g[0]===1?`
+      ivec2 getOutputCoords() {
+        ivec2 resTexRC = ivec2(resultUV.yx *
+                               vec2(`+x[0]+", "+x[1]+`));
+        int index = resTexRC.x * `+x[1]+` + resTexRC.y;
+        return ivec2(0, index);
+      }
+    `:`
+    ivec2 getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx *
+                             vec2(`+x[0]+", "+x[1]+`));
+      int index = resTexRC.x * `+x[1]+` + resTexRC.y;
+      int r = index / `+g[1]+`;
+      int c = index - r * `+g[1]+`;
+      return ivec2(r, c);
+    }
+  `})(d,p);case 3:return m=p,v=En(["r","c","d"],d),`
+    ivec3 getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx *
+                             vec2(`+m[0]+", "+m[1]+`));
+      int index = resTexRC.x * `+m[1]+` + resTexRC.y;
+      `+v+`
+      return ivec3(r, c, d);
+    }
+  `;case 4:return(function(g,x){var b=En(["r","c","d","d2"],g);return`
+    ivec4 getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx *
+        vec2(`+x[0]+", "+x[1]+`));
+      int index = resTexRC.x * `+x[1]+` + resTexRC.y;
+      `+b+`
+      return ivec4(r, c, d, d2);
+    }
+  `})(d,p);case 5:return(function(g,x){var b=En(["r","c","d","d2","d3"],g);return`
+    ivec5 getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx * vec2(`+x[0]+`,
+                             `+x[1]+`));
+
+      int index = resTexRC.x * `+x[1]+` + resTexRC.y;
+
+      `+b+`
+
+      ivec5 outShape = ivec5(r, c, d, d2, d3);
+      return outShape;
+    }
+  `})(d,p);case 6:return(function(g,x){var b=En(["r","c","d","d2","d3","d4"],g);return`
+    ivec6 getOutputCoords() {
+      ivec2 resTexRC = ivec2(resultUV.yx *
+        vec2(`+x[0]+", "+x[1]+`));
+      int index = resTexRC.x * `+x[1]+` + resTexRC.y;
+
+      `+b+`
+
+      ivec6 result = ivec6(r, c, d, d2, d3, d4);
+      return result;
+    }
+  `})(d,p);default:throw new Error(d.length+"-D output sampling is not yet supported")}var m,v})(t.logicalShape,c),i=(function(d){return`
+    void setOutput(float val) {
+      `+d.output+` = vec4(val, 0, 0, 0);
+    }
+  `})(l)),n&&(f+=pv),[f,h,i,s,a,u,e].join(`
+`)}function Vn(r){var t=r.shapeInfo.logicalShape;switch(t.length){case 0:return(function(e){var n=e.name,o="get"+n.charAt(0).toUpperCase()+n.slice(1);if(e.shapeInfo.isUniform)return"float "+o+"() {return "+n+";}";var a=e.shapeInfo.texShape,i=a[0],s=a[1];if(i===1&&s===1)return`
+      float `+o+`() {
+        return sampleTexture(`+n+`, halfCR);
+      }
+    `;var u=e.shapeInfo.texShape,c=u[0],l=u[1],h=bn(n);return`
+    float `+o+`() {
+      vec2 uv = uvFromFlat(`+c+", "+l+", "+h+`);
+      return sampleTexture(`+n+`, uv);
+    }
+  `})(r);case 1:return(function(e){var n=e.name,o="get"+n.charAt(0).toUpperCase()+n.slice(1);if(e.shapeInfo.isUniform)return`
+      float `+o+`(int index) {
+        `+Ln(e)+`
+      }
+    `;var a=e.shapeInfo.texShape,i=a[0],s=a[1];if(s===1&&i===1)return`
+      float `+o+`(int index) {
+        return sampleTexture(`+n+`, halfCR);
+      }
+    `;var u=bn(n);return s===1?`
+      float `+o+`(int index) {
+        vec2 uv = vec2(0.5, (float(index + `+u+") + 0.5) / "+i+`.0);
+        return sampleTexture(`+n+`, uv);
+      }
+    `:i===1?`
+      float `+o+`(int index) {
+        vec2 uv = vec2((float(index + `+u+") + 0.5) / "+s+`.0, 0.5);
+        return sampleTexture(`+n+`, uv);
+      }
+    `:`
+    float `+o+`(int index) {
+      vec2 uv = uvFromFlat(`+i+", "+s+", index + "+u+`);
+      return sampleTexture(`+n+`, uv);
+    }
+  `})(r);case 2:return(function(e){var n=e.shapeInfo.logicalShape,o=e.name,a="get"+o.charAt(0).toUpperCase()+o.slice(1),i=e.shapeInfo.texShape;if(i!=null&&Ne(n,i)){var s=i[0],u=i[1];return`
+    float `+a+`(int row, int col) {
+      vec2 uv = (vec2(col, row) + halfCR) / vec2(`+u+".0, "+s+`.0);
+      return sampleTexture(`+o+`, uv);
+    }
+  `}var c=sn(n),l=c.newShape,h=c.keptDims,f=l;if(f.length<n.length){var d=Gn(e,f);return`
+      `+Vn(d)+`
+      float `+a+`(int row, int col) {
+        return `+a+"("+Hn(["row","col"],h)+`);
+      }
+    `}if(e.shapeInfo.isUniform)return`
+      float `+a+`(int row, int col) {
+        int index = round(dot(vec2(row, col), vec2(`+n[1]+`, 1)));
+        `+Ln(e)+`
+      }
+    `;var p=i[0],m=i[1],v=bn(o);return m===1?`
+    float `+a+`(int row, int col) {
+      float index = dot(vec3(row, col, `+v+"), vec3("+n[1]+`, 1, 1));
+      vec2 uv = vec2(0.5, (index + 0.5) / `+p+`.0);
+      return sampleTexture(`+o+`, uv);
+    }
+  `:p===1?`
+    float `+a+`(int row, int col) {
+      float index = dot(vec3(row, col, `+v+"), vec3("+n[1]+`, 1, 1));
+      vec2 uv = vec2((index + 0.5) / `+m+`.0, 0.5);
+      return sampleTexture(`+o+`, uv);
+    }
+  `:`
+  float `+a+`(int row, int col) {
+    // Explicitly use integer operations as dot() only works on floats.
+    int index = row * `+n[1]+" + col + "+v+`;
+    vec2 uv = uvFromFlat(`+p+", "+m+`, index);
+    return sampleTexture(`+o+`, uv);
+  }
+`})(r);case 3:return(function(e){var n=e.shapeInfo.logicalShape,o=e.name,a="get"+o.charAt(0).toUpperCase()+o.slice(1),i=n[1]*n[2],s=n[2],u=sn(n),c=u.newShape,l=u.keptDims,h=c;if(h.length<n.length){var f=Gn(e,h);return`
+        `+Vn(f)+`
+        float `+a+`(int row, int col, int depth) {
+          return `+a+"("+Hn(["row","col","depth"],l)+`);
+        }
+      `}if(e.shapeInfo.isUniform)return`
+      float `+a+`(int row, int col, int depth) {
+        int index = round(dot(vec3(row, col, depth),
+                          vec3(`+i+", "+s+`, 1)));
+        `+Ln(e)+`
+      }
+    `;var d=e.shapeInfo.texShape,p=d[0],m=d[1],v=e.shapeInfo.flatOffset;if(m===i&&v==null)return`
+        float `+a+`(int row, int col, int depth) {
+          float texR = float(row);
+          float texC = dot(vec2(col, depth), vec2(`+s+`, 1));
+          vec2 uv = (vec2(texC, texR) + halfCR) /
+                     vec2(`+m+".0, "+p+`.0);
+          return sampleTexture(`+o+`, uv);
+        }
+      `;if(m===s&&v==null)return`
+    float `+a+`(int row, int col, int depth) {
+      float texR = dot(vec2(row, col), vec2(`+n[1]+`, 1));
+      float texC = float(depth);
+      vec2 uv = (vec2(texC, texR) + halfCR) / vec2(`+m+".0, "+p+`.0);
+      return sampleTexture(`+o+`, uv);
+    }
+  `;var g=bn(o);return`
+      float `+a+`(int row, int col, int depth) {
+        // Explicitly use integer operations as dot() only works on floats.
+        int index = row * `+i+" + col * "+s+" + depth + "+g+`;
+        vec2 uv = uvFromFlat(`+p+", "+m+`, index);
+        return sampleTexture(`+o+`, uv);
+      }
+  `})(r);case 4:return(function(e){var n=e.shapeInfo.logicalShape,o=e.name,a="get"+o.charAt(0).toUpperCase()+o.slice(1),i=n[3],s=n[2]*i,u=n[1]*s,c=sn(n),l=c.newShape,h=c.keptDims;if(l.length<n.length){var f=Gn(e,l);return`
+      `+Vn(f)+`
+      float `+a+`(int row, int col, int depth, int depth2) {
+        return `+a+"("+Hn(["row","col","depth","depth2"],h)+`);
+      }
+    `}if(e.shapeInfo.isUniform)return`
+      float `+a+`(int row, int col, int depth, int depth2) {
+        int index = round(dot(vec4(row, col, depth, depth2),
+                          vec4(`+u+", "+s+", "+i+`, 1)));
+        `+Ln(e)+`
+      }
+    `;var d=e.shapeInfo.flatOffset,p=e.shapeInfo.texShape,m=p[0],v=p[1];if(v===u&&d==null)return`
+      float `+a+`(int row, int col, int depth, int depth2) {
+        float texR = float(row);
+        float texC =
+            dot(vec3(col, depth, depth2),
+                vec3(`+s+", "+i+`, 1));
+        vec2 uv = (vec2(texC, texR) + halfCR) /
+                   vec2(`+v+".0, "+m+`.0);
+        return sampleTexture(`+o+`, uv);
+      }
+    `;if(v===i&&d==null)return`
+      float `+a+`(int row, int col, int depth, int depth2) {
+        float texR = dot(vec3(row, col, depth),
+                         vec3(`+n[1]*n[2]+", "+n[2]+`, 1));
+        float texC = float(depth2);
+        vec2 uv = (vec2(texC, texR) + halfCR) /
+                  vec2(`+v+".0, "+m+`.0);
+        return sampleTexture(`+o+`, uv);
+      }
+    `;var g=bn(o);return`
+    float `+a+`(int row, int col, int depth, int depth2) {
+      // Explicitly use integer operations as dot() only works on floats.
+      int index = row * `+u+" + col * "+s+` +
+          depth * `+i+` + depth2;
+      vec2 uv = uvFromFlat(`+m+", "+v+", index + "+g+`);
+      return sampleTexture(`+o+`, uv);
+    }
+  `})(r);case 5:return(function(e){var n=e.shapeInfo.logicalShape,o=e.name,a="get"+o.charAt(0).toUpperCase()+o.slice(1),i=n[4],s=n[3]*i,u=n[2]*s,c=n[1]*u,l=sn(n),h=l.newShape,f=l.keptDims;if(h.length<n.length){var d=Gn(e,h);return`
+      `+Vn(d)+`
+      float `+a+`(int row, int col, int depth, int depth2, int depth3) {
+        return `+a+"("+Hn(["row","col","depth","depth2","depth3"],f)+`);
+      }
+    `}if(e.shapeInfo.isUniform)return`
+      float `+a+`(int row, int col, int depth, int depth2, int depth3) {
+        float index = dot(
+          vec4(row, col, depth, depth2),
+          vec4(`+c+", "+u+", "+s+", "+i+`)) +
+          depth3;
+        `+Ln(e)+`
+      }
+    `;var p=e.shapeInfo.flatOffset,m=e.shapeInfo.texShape,v=m[0],g=m[1];if(g===c&&p==null)return`
+      float `+a+`(int row, int col, int depth, int depth2, int depth3) {
+        int texR = row;
+        float texC = dot(vec4(col, depth, depth2, depth3),
+                         vec4(`+u+", "+s+", "+i+`, 1));
+        vec2 uv = (vec2(texC, texR) + halfCR) /
+                   vec2(`+g+".0, "+v+`.0);
+        return sampleTexture(`+o+`, uv);
+      }
+    `;if(g===i&&p==null)return`
+      float `+a+`(int row, int col, int depth, int depth2, int depth3) {
+        float texR = dot(
+          vec4(row, col, depth, depth2),
+          vec4(`+n[1]*n[2]*n[3]+`,
+               `+n[2]*n[3]+", "+n[3]+`, 1));
+        int texC = depth3;
+        vec2 uv = (vec2(texC, texR) + halfCR) /
+                  vec2(`+g+".0, "+v+`.0);
+        return sampleTexture(`+o+`, uv);
+      }
+    `;var x=bn(o);return`
+    float `+a+`(int row, int col, int depth, int depth2, int depth3) {
+      // Explicitly use integer operations as dot() only works on floats.
+      int index = row * `+c+" + col * "+u+" + depth * "+s+` +
+          depth2 * `+i+" + depth3 + "+x+`;
+      vec2 uv = uvFromFlat(`+v+", "+g+`, index);
+      return sampleTexture(`+o+`, uv);
+    }
+  `})(r);case 6:return(function(e){var n=e.shapeInfo.logicalShape,o=e.name,a="get"+o.charAt(0).toUpperCase()+o.slice(1),i=sn(n),s=i.newShape,u=i.keptDims;if(s.length<n.length){var c=Gn(e,s);return`
+      `+Vn(c)+`
+      float `+a+`(int row, int col, int depth,
+                    int depth2, int depth3, int depth4) {
+        return `+a+"("+Hn(["row","col","depth","depth2","depth3","depth4"],u)+`);
+      }
+    `}var l=n[5],h=n[4]*l,f=n[3]*h,d=n[2]*f,p=n[1]*d;if(e.shapeInfo.isUniform)return`
+      float `+a+`(int row, int col, int depth,
+                  int depth2, int depth3, int depth4) {
+        int index = round(dot(
+          vec4(row, col, depth, depth2),
+          vec4(`+p+", "+d+", "+f+", "+h+`)) +
+          dot(
+            vec2(depth3, depth4),
+            vec2(`+l+`, 1)));
+        `+Ln(e)+`
+      }
+    `;var m=e.shapeInfo.flatOffset,v=e.shapeInfo.texShape,g=v[0],x=v[1];if(x===p&&m==null)return`
+      float `+a+`(int row, int col, int depth,
+                    int depth2, int depth3, int depth4) {
+        int texR = row;
+        float texC = dot(vec4(col, depth, depth2, depth3),
+          vec4(`+d+", "+f+", "+h+", "+l+`)) +
+               float(depth4);
+        vec2 uv = (vec2(texC, texR) + halfCR) /
+                   vec2(`+x+".0, "+g+`.0);
+        return sampleTexture(`+o+`, uv);
+      }
+    `;if(x===l&&m==null)return`
+      float `+a+`(int row, int col, int depth,
+                    int depth2, int depth3, int depth4) {
+        float texR = dot(vec4(row, col, depth, depth2),
+          vec4(`+n[1]*n[2]*n[3]*n[4]+`,
+               `+n[2]*n[3]*n[4]+`,
+               `+n[3]*n[4]+`,
+               `+n[4]+`)) + float(depth3);
+        int texC = depth4;
+        vec2 uv = (vec2(texC, texR) + halfCR) /
+                  vec2(`+x+".0, "+g+`.0);
+        return sampleTexture(`+o+`, uv);
+      }
+    `;var b=bn(o);return`
+    float `+a+`(int row, int col, int depth,
+                  int depth2, int depth3, int depth4) {
+      // Explicitly use integer operations as dot() only works on floats.
+      int index = row * `+p+" + col * "+d+" + depth * "+f+` +
+          depth2 * `+h+" + depth3 * "+l+" + depth4 + "+b+`;
+      vec2 uv = uvFromFlat(`+g+", "+x+`, index);
+      return sampleTexture(`+o+`, uv);
+    }
+  `})(r);default:throw new Error(t.length+"-D input sampling is not yet supported")}}function bl(r){var t,e,n;switch(r.shapeInfo.logicalShape.length){case 0:return t=r.name,e="get"+t.charAt(0).toUpperCase()+t.slice(1),n=Je(),`
+    vec4 `+e+`() {
+      return `+n.texture2D+"("+t+`, halfCR);
+    }
+  `;case 1:return(function(o){var a=o.name,i="get"+a.charAt(0).toUpperCase()+a.slice(1),s=o.shapeInfo.texShape,u=[Math.ceil(s[0]/2),Math.ceil(s[1]/2)],c=Je();return`
+    vec4 `+i+`(int index) {
+      vec2 uv = packedUVfrom1D(
+        `+u[0]+", "+u[1]+`, index);
+      return `+c.texture2D+"("+a+`, uv);
+    }
+  `})(r);case 2:return(function(o){var a=o.shapeInfo.logicalShape,i=o.name,s="get"+i.charAt(0).toUpperCase()+i.slice(1),u=o.shapeInfo.texShape,c=u[0],l=u[1],h=Je();if(u!=null&&Ne(a,u))return`
+      vec4 `+s+`(int row, int col) {
+        vec2 uv = (vec2(col, row) + halfCR) / vec2(`+l+".0, "+c+`.0);
+
+        return `+h.texture2D+"("+i+`, uv);
+      }
+    `;var f=[Math.ceil(u[0]/2),Math.ceil(u[1]/2)],d=Math.ceil(a[1]/2);return`
+    vec4 `+s+`(int row, int col) {
+      vec2 uv = packedUVfrom2D(`+d+", "+f[0]+", "+f[1]+`, row, col);
+      return `+h.texture2D+"("+i+`, uv);
+    }
+  `})(r);case 3:return(function(o){var a=o.shapeInfo.logicalShape,i=o.name,s="get"+i.charAt(0).toUpperCase()+i.slice(1),u=o.shapeInfo.texShape,c=[Math.ceil(u[0]/2),Math.ceil(u[1]/2)];if(a[0]===1){var l=a.slice(1),h=Gn(o,l);return`
+        `+bl(h)+`
+        vec4 `+s+`(int b, int row, int col) {
+          return `+s+"("+Hn(["b","row","col"],[1,2])+`);
+        }
+      `}var f=c[0],d=c[1],p=Math.ceil(a[2]/2),m=p*Math.ceil(a[1]/2),v=Je();return`
+    vec4 `+s+`(int b, int row, int col) {
+      vec2 uv = packedUVfrom3D(
+        `+f+", "+d+", "+m+", "+p+`, b, row, col);
+      return `+v.texture2D+"("+i+`, uv);
+    }
+  `})(r);default:return(function(o){for(var a=o.shapeInfo.logicalShape,i=a.length,s=o.name,u="get"+s.charAt(0).toUpperCase()+s.slice(1),c=o.shapeInfo.texShape,l=[Math.ceil(c[0]/2),Math.ceil(c[1]/2)],h=l[0],f=l[1],d=Math.ceil(a[i-1]/2),p=d*Math.ceil(a[i-2]/2),m="int b, int row, int col",v="b * "+p+" + (row / 2) * "+d+" + (col / 2)",g=2;g<i-1;g++)m="int b"+g+", "+m,p*=a[i-g-1],v="b"+g+" * "+p+" + "+v;var x=Je();return`
+    vec4 `+u+"("+m+`) {
+      int index = `+v+`;
+      int texR = index / `+f+`;
+      int texC = index - texR * `+f+`;
+      vec2 uv = (vec2(texC, texR) + halfCR) / vec2(`+f+", "+h+`);
+      return `+x.texture2D+"("+s+`, uv);
+    }
+  `})(r)}}var hv=`
+vec2 uvFromFlat(int texNumR, int texNumC, int index) {
+  int texR = index / texNumC;
+  int texC = index - texR * texNumC;
+  return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR);
+}
+vec2 packedUVfrom1D(int texNumR, int texNumC, int index) {
+  int texelIndex = index / 2;
+  int texR = texelIndex / texNumC;
+  int texC = texelIndex - texR * texNumC;
+  return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR);
+}
+`,fv=`
+vec2 packedUVfrom2D(int texelsInLogicalRow, int texNumR,
+  int texNumC, int row, int col) {
+  int texelIndex = (row / 2) * texelsInLogicalRow + (col / 2);
+  int texR = texelIndex / texNumC;
+  int texC = texelIndex - texR * texNumC;
+  return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR);
+}
+`,dv=`
+vec2 packedUVfrom3D(int texNumR, int texNumC,
+    int texelsInBatch, int texelsInLogicalRow, int b,
+    int row, int col) {
+  int index = b * texelsInBatch + (row / 2) * texelsInLogicalRow + (col / 2);
+  int texR = index / texNumC;
+  int texC = index - texR * texNumC;
+  return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR);
+}
+`,pv=`
+  float getChannel(vec4 frag, vec2 innerDims) {
+    vec2 modCoord = mod(innerDims, 2.);
+    return modCoord.x == 0. ?
+      (modCoord.y == 0. ? frag.r : frag.g) :
+      (modCoord.y == 0. ? frag.b : frag.a);
+  }
+  float getChannel(vec4 frag, int dim) {
+    float modCoord = mod(float(dim), 2.);
+    return modCoord == 0. ? frag.r : frag.g;
+  }
+`;function bn(r){return"offset"+r}function Ln(r){var t=r.name,e=Z(r.shapeInfo.logicalShape);return e<2?"return "+t+";":`
+    for (int i = 0; i < `+e+`; i++) {
+      if (i == index) {
+        return `+t+`[i];
+      }
+    }
+  `}function _e(r){if(r<=1)return"int";if(r===2)return"ivec2";if(r===3)return"ivec3";if(r===4)return"ivec4";if(r===5)return"ivec5";if(r===6)return"ivec6";throw Error("GPU for rank "+r+" is not yet supported")}function Gn(r,t){var e=JSON.parse(JSON.stringify(r));return e.shapeInfo.logicalShape=t,e}function Hn(r,t){return t.map((function(e){return r[e]})).join(", ")}var vv=function(r,t,e,n){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,E(r.length>2,(function(){return"Packed arg"+(e.charAt(0).toUpperCase()+e.slice(1))+" supports only inputs with rank above 2."}));var o=r[r.length-1],a=Math.ceil(o/t);this.outputShape=r.slice(0,-1),a>1&&this.outputShape.push(a),n||this.variableNames.push("bestIndicesA");var i,s,u=this.outputShape,c=u.length,l=_e(c),h=rt("coords",c);if(a===1){var f=_e(s=c+1);i=`
+        `+f+" sourceLocR = "+f+"("+h.join()+`, 0);
+        ++`+h[c-1]+`;
+        `+f+" sourceLocG = "+f+"("+h.join()+`, 0);
+        ++`+h[c-2]+`;
+        `+f+" sourceLocA = "+f+"("+h.join()+`, 0);
+        --`+h[c-1]+`;
+        `+f+" sourceLocB = "+f+"("+h.join()+`, 0);
+        --`+h[c-2]+";"}else s=c,i=`
+        `+l+` sourceLocR = coords;
+        ++`+h[c-1]+`;
+        `+l+` sourceLocG = coords;
+        ++`+h[c-2]+`;
+        `+l+` sourceLocA = coords;
+        --`+h[c-1]+`;
+        `+l+` sourceLocB = coords;
+        --`+h[c-2]+";";var d=["x","y","z","w","u","v"].slice(0,s),p="."+d[s-1],m=d.map((function(k){return"int "+k})),v=rt("sourceLocR",s-1).concat("inIdx.r"),g=rt("sourceLocG",s-1).concat("inIdx.g"),x=rt("sourceLocB",s-1).concat("inIdx.b"),b=rt("sourceLocA",s-1).concat("inIdx.a"),y=e==="max"?"greaterThan":"lessThan",w=n?"":`
+          inIdx = round(vec4(getBestIndicesAChannel(`+v.join()+`),
+                             getBestIndicesAChannel(`+g.join()+`),
+                             getBestIndicesAChannel(`+x.join()+`),
+                             getBestIndicesAChannel(`+b.join()+")));",_=`vec4(
+            getAChannel(`+v.join()+`),
+            hasNextCol ? getAChannel(`+g.join()+`) : 0.,
+            hasNextRow ? getAChannel(`+x.join()+`) : 0.,
+            hasNextRow && hasNextCol ? getAChannel(`+b.join()+") : 0.)",S=n?"":`
+      float getBestIndicesAChannel(`+m.join()+`) {
+        return getChannel(getBestIndicesA(`+d.join()+`),
+                                          vec2(`+d.slice(-2).join()+`));
+      }`;this.userCode=`
+      float getAChannel(`+m.join()+`) {
+        return getChannel(getA(`+d.join()+`),
+                               vec2(`+d.slice(-2).join()+`));
+      }
+      `+S+`
+      void main() {
+        `+l+` coords = getOutputCoords();
+        bool hasNextCol = `+h[c-1]+" < "+(u[c-1]-1)+`;
+        bool hasNextRow = `+h[c-2]+" < "+(u[c-2]-1)+`;
+        `+i+`
+        ivec4 srcIdx = ivec4(sourceLocR`+p+", sourceLocG"+p+`,
+          sourceLocB`+p+", sourceLocA"+p+") * "+t+`;
+        ivec4 inIdx = srcIdx;
+        vec4 bestIndex = vec4(inIdx);
+        vec4 bestValue = `+_+`;
+
+        for (int i = 0; i < `+t+`; i++) {
+          inIdx = srcIdx;
+          `+w+`
+          vec4 candidate = `+_+`;
+          bvec4 nan = isnan(candidate);
+          bvec4 replace = bvec4(
+            vec4(`+y+`(candidate, bestValue)) * (vec4(1.0) - vec4(nan)));
+
+          bestValue = vec4(replace.x  ? candidate.x : bestValue.x,
+                           replace.y  ? candidate.y : bestValue.y,
+                           replace.z  ? candidate.z : bestValue.z,
+                           replace.w  ? candidate.w : bestValue.w);
+          bestIndex = mix(bestIndex, vec4(inIdx), vec4(replace));
+          srcIdx++;
+        }
+        setOutput(bestIndex);
+      }
+    `},mv=function(r){this.variableNames=["dy"],this.outputShape=r.inShape;var t=r.filterHeight,e=r.filterWidth,n=r.strideHeight,o=r.strideWidth,a=r.dilationHeight,i=r.dilationWidth,s=r.effectiveFilterHeight,u=r.effectiveFilterWidth,c=s-1-r.padInfo.top,l=u-1-r.padInfo.left,h=1/(t*e);this.userCode=`
+      const ivec2 pads = ivec2(`+c+", "+l+`);
+      const float avgMultiplier = float(`+h+`);
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int d = coords[3];
+
+        ivec2 dyRCCorner = coords.yz - pads;
+        int dyRCorner = dyRCCorner.x;
+        int dyCCorner = dyRCCorner.y;
+
+        // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d).
+        // ? = to be determined. : = across all values in that axis.
+        float dotProd = 0.0;
+        for (int wR = 0; wR < `+s+`;
+            wR += `+a+`) {
+          float dyR = float(dyRCorner + wR) / `+n+`.0;
+
+          if (dyR < 0.0 || dyR >= `+r.outHeight+`.0 || fract(dyR) > 0.0) {
+            continue;
+          }
+          int idyR = int(dyR);
+
+          for (int wC = 0; wC < `+u+`;
+            wC+= `+i+`) {
+            float dyC = float(dyCCorner + wC) / `+o+`.0;
+
+            if (dyC < 0.0 || dyC >= `+r.outWidth+`.0 ||
+                fract(dyC) > 0.0) {
+              continue;
+            }
+            int idyC = int(dyC);
+
+            float dyValue = getDy(b, idyR, idyC, d);
+
+            dotProd += dyValue * avgMultiplier;
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},gv=function(r){this.variableNames=["dy"],this.outputShape=r.inShape;var t=r.filterDepth,e=r.filterHeight,n=r.filterWidth,o=r.strideDepth,a=r.strideHeight,i=r.strideWidth,s=r.dilationDepth,u=r.dilationHeight,c=r.dilationWidth,l=r.effectiveFilterDepth,h=r.effectiveFilterHeight,f=r.effectiveFilterWidth,d=l-1-r.padInfo.front,p=h-1-r.padInfo.top,m=f-1-r.padInfo.left,v=1/(t*e*n);this.userCode=`
+      const ivec3 pads = ivec3(`+d+", "+p+", "+m+`);
+      const float avgMultiplier = float(`+v+`);
+
+      void main() {
+        ivec5 coords = getOutputCoords();
+        int batch = coords.x;
+        int ch = coords.u;
+
+        ivec3 dyCorner = ivec3(coords.y, coords.z, coords.w) - pads;
+        int dyDCorner = dyCorner.x;
+        int dyRCorner = dyCorner.y;
+        int dyCCorner = dyCorner.z;
+
+        // Convolve dy(?, ?, ?, d) with pos mask(:, :, :, ch) to get
+        // dx(xD, xR, xC, ch).
+        // ? = to be determined. : = across all values in that axis.
+        float dotProd = 0.0;
+
+        for (int wD = 0; wD < `+l+`;
+            wD += `+s+`) {
+          float dyD = float(dyDCorner + wD) / `+o+`.0;
+
+          if (dyD < 0.0 || dyD >= `+r.outDepth+`.0 || fract(dyD) > 0.0) {
+            continue;
+          }
+          int idyD = int(dyD);
+
+          for (int wR = 0; wR < `+h+`;
+              wR += `+u+`) {
+            float dyR = float(dyRCorner + wR) / `+a+`.0;
+
+            if (dyR < 0.0 || dyR >= `+r.outHeight+`.0 ||
+                fract(dyR) > 0.0) {
+              continue;
+            }
+            int idyR = int(dyR);
+
+            for (int wC = 0; wC < `+f+`;
+                wC += `+c+`) {
+              float dyC = float(dyCCorner + wC) / `+i+`.0;
+
+              if (dyC < 0.0 || dyC >= `+r.outWidth+`.0 ||
+                  fract(dyC) > 0.0) {
+                continue;
+              }
+              int idyC = int(dyC);
+
+              float dyValue = getDy(batch, idyD, idyR, idyC, ch);
+
+              dotProd += dyValue * avgMultiplier;
+            }
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},yv=function(r,t,e,n,o,a){this.outputShape=[],this.variableNames=["x","mean","variance"],ce(r,t),ce(r,e);var i="0.0";n!=null&&(ce(r,n),this.variableNames.push("offset"),i="getOffsetAtOutCoords()");var s="1.0";o!=null&&(ce(r,o),this.variableNames.push("scale"),s="getScaleAtOutCoords()"),this.outputShape=r,this.userCode=`
+      void main() {
+        float x = getXAtOutCoords();
+        float mean = getMeanAtOutCoords();
+        float variance = getVarianceAtOutCoords();
+        float offset = `+i+`;
+        float scale = `+s+`;
+        float inv = scale * inversesqrt(variance + float(`+a+`));
+        setOutput(dot(vec3(x, -mean, offset), vec3(inv, inv, 1)));
+      }
+    `},xv=function(r,t,e,n,o,a){this.packedInputs=!0,this.packedOutput=!0,this.variableNames=["x","mean","variance"],ce(r,t),ce(r,e);var i="vec4(0.0)";n!=null&&(ce(r,n),this.variableNames.push("offset"),i="getOffsetAtOutCoords()");var s="vec4(1.0)";o!=null&&(ce(r,o),this.variableNames.push("scale"),s="getScaleAtOutCoords()"),this.outputShape=r,this.userCode=`
+      void main() {
+        vec4 offset = `+i+`;
+        vec4 scale = `+s+`;
+
+        vec4 x = getXAtOutCoords();
+        vec4 mean = getMeanAtOutCoords();
+        vec4 variance = getVarianceAtOutCoords();
+
+        vec4 inv = scale * inversesqrt(variance + vec4(`+a+`));
+
+        setOutput((x - mean) * inv + offset);
+      }
+    `},bv="return areal * breal - aimag * bimag;",wv="return areal * bimag + aimag * breal;",au=function(r,t,e){this.variableNames=["AReal","AImag","BReal","BImag"],this.outputShape=ce(t,e),this.userCode=`
+      float binaryOpComplex(
+          float areal, float aimag, float breal, float bimag) {
+        `+r+`
+      }
+
+      void main() {
+        float areal = getARealAtOutCoords();
+        float aimag = getAImagAtOutCoords();
+        float breal = getBRealAtOutCoords();
+        float bimag = getBImagAtOutCoords();
+        setOutput(binaryOpComplex(areal, aimag, breal, bimag));
+      }
+    `},pa="return a + b;",va="return a - b;",iu="return a * b;",wl="return (a < 0.) ? b * a : a;",Ae=function(r,t,e){this.variableNames=["A","B"],this.outputShape=ce(t,e),this.userCode=`
+      float binaryOperation(float a, float b) {
+        `+r+`
+      }
+
+      void main() {
+        float a = getAAtOutCoords();
+        float b = getBAtOutCoords();
+        setOutput(binaryOperation(a, b));
+      }
+    `},Cl=`
+  vec4 aLessThanZero = vec4(lessThan(a, vec4(0.)));
+  return (aLessThanZero * (b * a)) + ((vec4(1.0) - aLessThanZero) * a);
+`,Gt=function(r,t,e,n){n===void 0&&(n=!1),this.variableNames=["A","B"],this.supportsBroadcasting=!0,this.packedInputs=!0,this.packedOutput=!0,this.outputShape=ce(t,e);var o=this.outputShape.length,a="";if(n)if(o===0||Z(this.outputShape)===1)a=`
+          result.y = 0.;
+          result.z = 0.;
+          result.w = 0.;
+        `;else if(a=`
+          `+_e(o)+` coords = getOutputCoords();
+        `,o===1)a+=`
+            result.y = (coords + 1) >= `+this.outputShape[0]+` ? 0. : result.y;
+            result.z = 0.;
+            result.w = 0.;
+          `;else{var i=rt("coords",o);a+=`
+            bool nextRowOutOfBounds =
+              (`+i[o-2]+" + 1) >= "+this.outputShape[o-2]+`;
+            bool nextColOutOfBounds =
+              (`+i[o-1]+" + 1) >= "+this.outputShape[o-1]+`;
+            result.y = nextColOutOfBounds ? 0. : result.y;
+            result.z = nextRowOutOfBounds ? 0. : result.z;
+            result.w = nextColOutOfBounds || nextRowOutOfBounds ? 0. : result.w;
+          `}this.userCode=`
+      vec4 binaryOperation(vec4 a, vec4 b) {
+        `+r+`
+      }
+
+      void main() {
+        vec4 a = getAAtOutCoords();
+        vec4 b = getBAtOutCoords();
+
+        vec4 result = binaryOperation(a, b);
+        `+a+`
+
+        setOutput(result);
+      }
+    `},Cv=(function(){function r(t){this.variableNames=["A"],this.outputShape=t,this.userCode=`
+      uniform float minVal;
+      uniform float maxVal;
+
+      void main() {
+        float value = getAAtOutCoords();
+        if (isnan(value)) {
+          setOutput(value);
+          return;
+        }
+
+        setOutput(clamp(value, minVal, maxVal));
+      }
+    `}return r.prototype.getCustomSetupFunc=function(t,e){var n=this;return function(o,a){n.minLoc==null&&(n.minLoc=o.getUniformLocationNoThrow(a,"minVal"),n.maxLoc=o.getUniformLocationNoThrow(a,"maxVal")),o.gl.uniform1f(n.minLoc,t),o.gl.uniform1f(n.maxLoc,e)}},r})(),_v=(function(){function r(t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t,this.userCode=`
+      uniform float minVal;
+      uniform float maxVal;
+
+      void main() {
+        vec4 value = getAAtOutCoords();
+
+        if (any(isnan(value))) {
+          setOutput(value);
+          return;
+        }
+
+        setOutput(clamp(value, vec4(minVal), vec4(maxVal)));
+      }
+    `}return r.prototype.getCustomSetupFunc=function(t,e){var n=this;return function(o,a){n.minLoc==null&&(n.minLoc=o.getUniformLocationNoThrow(a,"minVal"),n.maxLoc=o.getUniformLocationNoThrow(a,"maxVal")),o.gl.uniform1f(n.minLoc,t),o.gl.uniform1f(n.maxLoc,e)}},r})(),Ev=function(r){this.variableNames=["real","imag"],this.outputShape=r,this.userCode=`
+      void main() {
+        float re = abs(getRealAtOutCoords());
+        float im = abs(getImagAtOutCoords());
+        float mx = max(re, im);
+
+        // sadly the length function in glsl is not underflow-safe
+        // (at least not on Intel GPUs). So the safe solution is
+        // to ensure underflow-safety in all cases.
+        setOutput(
+          mx == 0.0 ? 0.0 : mx * length(vec2(1, min(re, im)/mx))
+        );
+      }
+    `},Iv=function(r){this.outputShape=[],this.outputShape=Dn(r,1),this.variableNames=r.map((function(s,u){return"T"+u}));var t=new Array(r.length-1);t[0]=r[0][1];for(var e=1;e<t.length;e++)t[e]=t[e-1]+r[e][1];var n=["if (yC < "+t[0]+") setOutput(getT0(yR, yC));"];for(e=1;e<t.length;e++){var o=t[e-1];n.push("else if (yC < "+t[e]+") setOutput(getT"+e+"(yR, yC-"+o+"));")}var a=t.length,i=t[t.length-1];n.push("else setOutput(getT"+a+"(yR, yC-"+i+"));"),this.userCode=`
+      void main() {
+        ivec2 coords = getOutputCoords();
+        int yR = coords.x;
+        int yC = coords.y;
+
+        `+n.join(`
+        `)+`
+      }
+    `},Rv=function(r,t){this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[],this.outputShape=Dn(r,t);var e=this.outputShape,n=e.length,o=_e(n),a=rt("coords",n),i=["x","y","z","w","u","v"].slice(0,n);this.variableNames=r.map((function(v,g){return"T"+g}));var s=new Array(r.length-1);s[0]=r[0][t];for(var u=1;u<s.length;u++)s[u]=s[u-1]+r[u][t];var c=i[t],l=i.slice(-2),h=i.join(),f="if ("+c+" < "+s[0]+`) {
+        return getChannel(
+            getT0(`+h+"), vec2("+l.join()+`));
+        }`;for(u=1;u<s.length;u++){var d=s[u-1];f+=`
+        if (`+c+" < "+s[u]+"  && "+c+" >= "+s[u-1]+`) {
+          return getChannel(
+            getT`+u+"("+Jr(i,c,d)+`),
+            vec2(`+Jr(l,c,d)+`));
+        }`}var p=s.length,m=s[s.length-1];f+=`
+        return getChannel(
+          getT`+p+"("+Jr(i,c,m)+`),
+          vec2(`+Jr(l,c,m)+"));",this.userCode=`
+      float getValue(`+i.map((function(v){return"int "+v}))+`) {
+        `+f+`
+      }
+
+      void main() {
+        `+o+` coords = getOutputCoords();
+        vec4 result = vec4(getValue(`+a+`), 0., 0., 0.);
+
+        `+a[n-1]+" = "+a[n-1]+` + 1;
+        if (`+a[n-1]+" < "+e[n-1]+`) {
+          result.g = getValue(`+a+`);
+        }
+
+        `+a[n-2]+" = "+a[n-2]+` + 1;
+        if (`+a[n-2]+" < "+e[n-2]+`) {
+          result.a = getValue(`+a+`);
+        }
+
+        `+a[n-1]+" = "+a[n-1]+` - 1;
+        if (`+a[n-2]+" < "+e[n-2]+` &&
+            `+a[n-1]+" < "+e[n-1]+`) {
+          result.b = getValue(`+a+`);
+        }
+        setOutput(result);
+      }
+    `};function Jr(r,t,e){var n=r.indexOf(t);return r.map((function(o,a){return a===n?o+" - "+e:o})).join()}var kv=function(r){this.variableNames=["x","dy"],this.outputShape=r.filterShape;var t=r.strideHeight,e=r.strideWidth,n=r.padInfo.top,o=r.padInfo.left,a=r.dataFormat==="channelsLast";this.userCode=`
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int wR = coords.x;
+        int wC = coords.y;
+        int d1 = coords.z;
+        int d2 = coords.w;
+
+        // Convolve x(?, ?, d1) with dy(:, :, d2) to get dw(wR, wC, d1, d2).
+        // ? = to be determined. : = across all values in that axis.
+        float dotProd = 0.0;
+
+        for (int b = 0; b < `+r.batchSize+`; b++) {
+          for (int yR = 0; yR < `+r.outHeight+`; yR++) {
+            int xR = wR + yR * `+t+" - "+n+`;
+
+            if (xR < 0 || xR >= `+r.inHeight+`) {
+              continue;
+            }
+
+            for (int yC = 0; yC < `+r.outWidth+`; yC++) {
+              int xC = wC + yC * `+e+" - "+o+`;
+
+              if (xC < 0 || xC >= `+r.inWidth+`) {
+                continue;
+              }
+
+              if (`+a+`) {
+                float dyValue = getDy(b, yR, yC, d2);
+                float xValue = getX(b, xR, xC, d1);
+                dotProd += (xValue * dyValue);
+              } else {
+                float dyValue = getDy(b, d2, yR, yC);
+                float xValue = getX(b, d1, xR, xC);
+                dotProd += (xValue * dyValue);
+              }
+
+            }
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},Sv=function(r){this.variableNames=["dy","W"],this.outputShape=r.inShape;var t=r.filterHeight,e=r.filterWidth,n=r.strideHeight,o=r.strideWidth,a=r.dataFormat==="channelsLast",i=t-1-r.padInfo.top,s=e-1-r.padInfo.left,u=a?1:2,c=a?2:3,l=a?3:1;this.userCode=`
+      const ivec2 pads = ivec2(`+i+", "+s+`);
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int batch = coords[0];
+        int d1 = coords[`+l+`];
+
+        ivec2 dyCorner = ivec2(coords[`+u+"], coords["+c+`]) - pads;
+        int dyRCorner = dyCorner.x;
+        int dyCCorner = dyCorner.y;
+
+        // Convolve dy(?, ?, d2) with w(:, :, d1, d2) to compute dx(xR, xC, d1).
+        // ? = to be determined. : = across all values in that axis.
+        float dotProd = 0.0;
+        for (int wR = 0; wR < `+t+`; wR++) {
+          float dyR = float(dyRCorner + wR) / `+n+`.0;
+
+          if (dyR < 0.0 || dyR >= `+r.outHeight+`.0 || fract(dyR) > 0.0) {
+            continue;
+          }
+          int idyR = int(dyR);
+
+          int wRPerm = `+t+` - 1 - wR;
+
+          for (int wC = 0; wC < `+e+`; wC++) {
+            float dyC = float(dyCCorner + wC) / `+o+`.0;
+
+            if (dyC < 0.0 || dyC >= `+r.outWidth+`.0 ||
+                fract(dyC) > 0.0) {
+              continue;
+            }
+            int idyC = int(dyC);
+
+            int wCPerm = `+e+` - 1 - wC;
+
+            for (int d2 = 0; d2 < `+r.outChannels+`; d2++) {
+
+              if (`+a+`) {
+                float xValue = getDy(batch, idyR, idyC, d2);
+                float wValue = getW(wRPerm, wCPerm, d1, d2);
+                dotProd += xValue * wValue;
+              } else {
+                float xValue = getDy(batch, d2, idyR, idyC);
+                float wValue = getW(wRPerm, wCPerm, d1, d2);
+                dotProd += xValue * wValue;
+              }
+
+            }
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},Av=function(r){this.variableNames=["x","dy"],this.outputShape=r.filterShape;var t=r.strideDepth,e=r.strideHeight,n=r.strideWidth,o=r.padInfo.front,a=r.padInfo.top,i=r.padInfo.left;this.userCode=`
+      void main() {
+        ivec5 coords = getOutputCoords();
+        int wF = coords.x;
+        int wR = coords.y;
+        int wC = coords.z;
+        int d1 = coords.w;
+        int d2 = coords.u;
+
+        float dotProd = 0.0;
+
+        for (int b = 0; b < `+r.batchSize+`; b++) {
+          for (int yF = 0; yF < `+r.outDepth+`; yF++) {
+            int xF = wF + yF * `+t+" - "+o+`;
+
+            if (xF < 0 || xF >= `+r.inDepth+`) {
+              continue;
+            }
+
+            for (int yR = 0; yR < `+r.outHeight+`; yR++) {
+              int xR = wR + yR * `+e+" - "+a+`;
+
+              if (xR < 0 || xR >= `+r.inHeight+`) {
+                continue;
+              }
+
+              for (int yC = 0; yC < `+r.outWidth+`; yC++) {
+                int xC = wC + yC * `+n+" - "+i+`;
+
+                if (xC < 0 || xC >= `+r.inWidth+`) {
+                  continue;
+                }
+
+                float dyValue = getDy(b, yF, yR, yC, d2);
+                float xValue = getX(b, xF, xR, xC, d1);
+                dotProd += (xValue * dyValue);
+              }
+            }
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},Dv=function(r){this.variableNames=["dy","W"],this.outputShape=r.inShape;var t=r.filterDepth,e=r.filterHeight,n=r.filterWidth,o=r.strideDepth,a=r.strideHeight,i=r.strideWidth,s=t-1-r.padInfo.front,u=e-1-r.padInfo.top,c=n-1-r.padInfo.left;this.userCode=`
+      const ivec3 pads = ivec3(`+s+", "+u+", "+c+`);
+
+      void main() {
+        ivec5 coords = getOutputCoords();
+        int batch = coords.x;
+        int d1 = coords.u;
+
+
+        ivec3 dyCorner = ivec3(coords.y, coords.z, coords.w) - pads;
+        int dyFCorner = dyCorner.x;
+        int dyRCorner = dyCorner.y;
+        int dyCCorner = dyCorner.z;
+
+        float dotProd = 0.0;
+        for (int wF = 0; wF < `+t+`; wF++) {
+          float dyF = float(dyFCorner + wF) / `+o+`.0;
+
+          if (dyF < 0.0 || dyF >= `+r.outDepth+`.0 || fract(dyF) > 0.0) {
+            continue;
+          }
+          int idyF = int(dyF);
+
+          int wFPerm = `+t+` - 1 - wF;
+
+          for (int wR = 0; wR < `+e+`; wR++) {
+            float dyR = float(dyRCorner + wR) / `+a+`.0;
+
+            if (dyR < 0.0 || dyR >= `+r.outHeight+`.0 ||
+              fract(dyR) > 0.0) {
+              continue;
+            }
+            int idyR = int(dyR);
+
+            int wRPerm = `+e+` - 1 - wR;
+
+            for (int wC = 0; wC < `+n+`; wC++) {
+              float dyC = float(dyCCorner + wC) / `+i+`.0;
+
+              if (dyC < 0.0 || dyC >= `+r.outWidth+`.0 ||
+                  fract(dyC) > 0.0) {
+                continue;
+              }
+              int idyC = int(dyC);
+
+              int wCPerm = `+n+` - 1 - wC;
+
+              for (int d2 = 0; d2 < `+r.outChannels+`; d2++) {
+                float xValue = getDy(batch, idyF, idyR, idyC, d2);
+                float wValue = getW(wFPerm, wRPerm, wCPerm, d1, d2);
+                dotProd += xValue * wValue;
+              }
+            }
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},Tv=function(r){this.variableNames=["x","dy"],this.outputShape=r.filterShape;var t=r.strideHeight,e=r.strideWidth,n=r.padInfo.top,o=r.padInfo.left,a=r.outChannels/r.inChannels;this.userCode=`
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int wR = coords.x;
+        int wC = coords.y;
+        int d1 = coords.z;
+        int dm = coords.w;
+        int d2 = d1 * `+a+` + dm;
+
+        float dotProd = 0.0;
+
+        // TO DO: Vec4 over the batch size
+        for (int b = 0; b < `+r.batchSize+`; b++) {
+          for (int yR = 0; yR < `+r.outHeight+`; yR++) {
+            int xR = wR + yR * `+t+" - "+n+`;
+
+            if (xR < 0 || xR >= `+r.inHeight+`) {
+              continue;
+            }
+
+            for (int yC = 0; yC < `+r.outWidth+`; yC++) {
+              int xC = wC + yC * `+e+" - "+o+`;
+
+              if (xC < 0 || xC >= `+r.inWidth+`) {
+                continue;
+              }
+
+              float dyValue = getDy(b, yR, yC, d2);
+              float xValue = getX(b, xR, xC, d1);
+              dotProd += (xValue * dyValue);
+            }
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},Fv=function(r){this.variableNames=["dy","W"],this.outputShape=r.inShape;var t=r.filterHeight,e=r.filterWidth,n=r.strideHeight,o=r.strideWidth,a=t-1-r.padInfo.top,i=e-1-r.padInfo.left,s=r.outChannels/r.inChannels;this.userCode=`
+      const ivec2 pads = ivec2(`+a+", "+i+`);
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int batch = coords[0];
+        int d1 = coords[3];
+        ivec2 dyCorner = coords.yz - pads;
+        int dyRCorner = dyCorner.x;
+        int dyCCorner = dyCorner.y;
+
+        float dotProd = 0.0;
+
+        for (int wR = 0; wR < `+t+`; wR++) {
+          float dyR = float(dyRCorner + wR) / `+n+`.0;
+
+          if (dyR < 0.0 || dyR >= `+r.outHeight+`.0 || fract(dyR) > 0.0) {
+            continue;
+          }
+          int idyR = int(dyR);
+
+          int wRPerm = `+t+` - 1 - wR;
+
+          for (int wC = 0; wC < `+e+`; wC++) {
+            float dyC = float(dyCCorner + wC) / `+o+`.0;
+
+            if (dyC < 0.0 || dyC >= `+r.outWidth+`.0 ||
+                fract(dyC) > 0.0) {
+              continue;
+            }
+            int idyC = int(dyC);
+
+            int wCPerm = `+e+` - 1 - wC;
+
+            // TO DO: Vec4 over the channelMul
+            for (int dm = 0; dm < `+s+`; dm++) {
+              int d2 = d1 * `+s+` + dm;
+              float xValue = getDy(batch, idyR, idyC, d2);
+              float wValue = getW(wRPerm, wCPerm, d1, dm);
+              dotProd += xValue * wValue;
+            }
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},su=function(r,t,e,n){t===void 0&&(t=!1),e===void 0&&(e=null),n===void 0&&(n=!1),this.variableNames=["x","W"],this.outputShape=r.outShape;var o=r.padInfo.top,a=r.padInfo.left,i=r.strideHeight,s=r.strideWidth,u=r.dilationHeight,c=r.dilationWidth,l=r.filterHeight,h=r.filterWidth,f=4*Math.floor(r.inChannels/4),d=r.inChannels%4,p=r.dataFormat==="channelsLast",m=p?1:2,v=p?2:3,g=p?3:1,x="",b="";e&&(x=n?`float activation(float a) {
+          float b = getPreluActivationWeightsAtOutCoords();
+          `+e+`
+        }`:`
+          float activation(float x) {
+            `+e+`
+          }
+        `,b="result = activation(result);");var y=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),n&&this.variableNames.push("preluActivationWeights"),this.userCode=`
+      `+x+`
+
+      const ivec2 strides = ivec2(`+i+", "+s+`);
+      const ivec2 pads = ivec2(`+o+", "+a+`);
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int batch = coords[0];
+        int d2 = coords[`+g+`];
+
+        ivec2 xRCCorner =
+            ivec2(coords[`+m+"], coords["+v+`]) * strides - pads;
+        int xRCorner = xRCCorner.x;
+        int xCCorner = xRCCorner.y;
+
+        // Convolve x(?, ?, d1) with w(:, :, d1, d2) to get y(yR, yC, d2).
+        // ? = to be determined. : = across all values in that axis.
+        float dotProd = 0.0;
+        for (int wR = 0; wR < `+l+`; wR++) {
+          int xR = xRCorner + wR * `+u+`;
+
+          if (xR < 0 || xR >= `+r.inHeight+`) {
+            continue;
+          }
+
+          for (int wC = 0; wC < `+h+`; wC++) {
+            int xC = xCCorner + wC * `+c+`;
+
+            if (xC < 0 || xC >= `+r.inWidth+`) {
+              continue;
+            }
+
+            for (int d1 = 0; d1 < `+f+`; d1 += 4) {
+              vec4 wValues = vec4(
+                getW(wR, wC, d1, d2),
+                getW(wR, wC, d1 + 1, d2),
+                getW(wR, wC, d1 + 2, d2),
+                getW(wR, wC, d1 + 3, d2)
+              );
+
+              if (`+p+`) {
+                vec4 xValues = vec4(
+                  getX(batch, xR, xC, d1),
+                  getX(batch, xR, xC, d1 + 1),
+                  getX(batch, xR, xC, d1 + 2),
+                  getX(batch, xR, xC, d1 + 3)
+                );
+                dotProd += dot(xValues, wValues);
+              } else {
+                vec4 xValues = vec4(
+                  getX(batch, d1, xR, xC),
+                  getX(batch, d1 + 1, xR, xC),
+                  getX(batch, d1 + 2, xR, xC),
+                  getX(batch, d1 + 3, xR, xC)
+                );
+                dotProd += dot(xValues, wValues);
+              }
+            }
+
+            if (`+(d===1)+`) {
+
+              if (`+p+`) {
+                dotProd +=
+                    getX(batch, xR, xC, `+f+`) *
+                    getW(wR, wC, `+f+`, d2);
+              } else {
+                dotProd +=
+                    getX(batch, `+f+`, xR, xC) *
+                    getW(wR, wC, `+f+`, d2);
+              }
+
+            } else if (`+(d===2)+`) {
+              vec2 wValues = vec2(
+                getW(wR, wC, `+f+`, d2),
+                getW(wR, wC, `+f+` + 1, d2)
+              );
+
+              if (`+p+`) {
+                vec2 xValues = vec2(
+                  getX(batch, xR, xC, `+f+`),
+                  getX(batch, xR, xC, `+f+` + 1)
+                );
+                dotProd += dot(xValues, wValues);
+              } else {
+                vec2 xValues = vec2(
+                  getX(batch, `+f+`, xR, xC),
+                  getX(batch, `+f+` + 1, xR, xC)
+                );
+                dotProd += dot(xValues, wValues);
+              }
+
+            } else if (`+(d===3)+`) {
+              vec3 wValues = vec3(
+                getW(wR, wC, `+f+`, d2),
+                getW(wR, wC, `+f+` + 1, d2),
+                getW(wR, wC, `+f+` + 2, d2)
+              );
+
+              if (`+p+`) {
+                vec3 xValues = vec3(
+                  getX(batch, xR, xC, `+f+`),
+                  getX(batch, xR, xC, `+f+` + 1),
+                  getX(batch, xR, xC, `+f+` + 2)
+                );
+                dotProd += dot(xValues, wValues);
+              } else {
+                vec3 xValues = vec3(
+                  getX(batch, `+f+`, xR, xC),
+                  getX(batch, `+f+` + 1, xR, xC),
+                  getX(batch, `+f+` + 2, xR, xC)
+                );
+                dotProd += dot(xValues, wValues);
+              }
+
+            }
+          }
+        }
+
+        float result = dotProd;
+        `+y+`
+        `+b+`
+        setOutput(result);
+      }
+    `},Nv=function(r){this.variableNames=["x","W"],this.outputShape=r.outShape;var t=r.padInfo.front,e=r.padInfo.top,n=r.padInfo.left,o=r.strideDepth,a=r.strideHeight,i=r.strideWidth,s=r.dilationDepth,u=r.dilationHeight,c=r.dilationWidth,l=r.filterDepth,h=r.filterHeight,f=r.filterWidth,d=4*Math.floor(r.inChannels/4),p=r.inChannels%4;this.userCode=`
+      const ivec3 strides = ivec3(`+o+", "+a+", "+i+`);
+      const ivec3 pads = ivec3(`+t+", "+e+", "+n+`);
+
+      void main() {
+        ivec5 coords = getOutputCoords();
+        int batch = coords.x;
+        int d2 = coords.u;
+
+        ivec3 xFRCCorner = ivec3(coords.y, coords.z, coords.w) * strides - pads;
+        int xFCorner = xFRCCorner.x;
+        int xRCorner = xFRCCorner.y;
+        int xCCorner = xFRCCorner.z;
+
+        // Convolve x(?, ?, ?, d1) with w(:, :, :, d1, d2) to get
+        // y(yF, yR, yC, d2). ? = to be determined. : = across all
+        // values in that axis.
+        float dotProd = 0.0;
+        for (int wF = 0; wF < `+l+`; wF++) {
+          int xF = xFCorner + wF * `+s+`;
+
+          if (xF < 0 || xF >= `+r.inDepth+`) {
+            continue;
+          }
+
+          for (int wR = 0; wR < `+h+`; wR++) {
+            int xR = xRCorner + wR * `+u+`;
+
+            if (xR < 0 || xR >= `+r.inHeight+`) {
+              continue;
+            }
+
+            for (int wC = 0; wC < `+f+`; wC++) {
+              int xC = xCCorner + wC * `+c+`;
+
+              if (xC < 0 || xC >= `+r.inWidth+`) {
+                continue;
+              }
+
+              for (int d1 = 0; d1 < `+d+`; d1 += 4) {
+                vec4 xValues = vec4(
+                  getX(batch, xF, xR, xC, d1),
+                  getX(batch, xF, xR, xC, d1 + 1),
+                  getX(batch, xF, xR, xC, d1 + 2),
+                  getX(batch, xF, xR, xC, d1 + 3)
+                );
+                vec4 wValues = vec4(
+                  getW(wF, wR, wC, d1, d2),
+                  getW(wF, wR, wC, d1 + 1, d2),
+                  getW(wF, wR, wC, d1 + 2, d2),
+                  getW(wF, wR, wC, d1 + 3, d2)
+                );
+
+                dotProd += dot(xValues, wValues);
+              }
+
+              if (`+(p===1)+`) {
+                dotProd +=
+                  getX(batch, xF, xR, xC, `+d+`) *
+                  getW(wF, wR, wC, `+d+`, d2);
+              } else if (`+(p===2)+`) {
+                vec2 xValues = vec2(
+                  getX(batch, xF, xR, xC, `+d+`),
+                  getX(batch, xF, xR, xC, `+d+` + 1)
+                );
+                vec2 wValues = vec2(
+                  getW(wF, wR, wC, `+d+`, d2),
+                  getW(wF, wR, wC, `+d+` + 1, d2)
+                );
+                dotProd += dot(xValues, wValues);
+              } else if (`+(p===3)+`) {
+                vec3 xValues = vec3(
+                  getX(batch, xF, xR, xC, `+d+`),
+                  getX(batch, xF, xR, xC, `+d+` + 1),
+                  getX(batch, xF, xR, xC, `+d+` + 2)
+                );
+                vec3 wValues = vec3(
+                  getW(wF, wR, wC, `+d+`, d2),
+                  getW(wF, wR, wC, `+d+` + 1, d2),
+                  getW(wF, wR, wC, `+d+` + 2, d2)
+                );
+                dotProd += dot(xValues, wValues);
+              }
+            }
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},uu=function(r,t,e,n){t===void 0&&(t=!1),e===void 0&&(e=null),n===void 0&&(n=!1),this.variableNames=["x","W"],this.outputShape=r.outShape;var o=r.inHeight,a=r.inWidth,i=r.padInfo.top,s=r.padInfo.left,u=r.strideHeight,c=r.strideWidth,l=r.dilationHeight,h=r.dilationWidth,f=r.filterHeight,d=r.filterWidth,p=r.outChannels/r.inChannels,m="",v="";e&&(m=n?`float activation(float a) {
+          float b = getPreluActivationWeightsAtOutCoords();
+          `+e+`
+        }`:`
+          float activation(float x) {
+            `+e+`
+          }
+        `,v="result = activation(result);");var g=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),n&&this.variableNames.push("preluActivationWeights"),this.userCode=`
+      `+m+`
+
+      const ivec2 strides = ivec2(`+u+", "+c+`);
+      const ivec2 pads = ivec2(`+i+", "+s+`);
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int batch = coords.x;
+        ivec2 xRCCorner = coords.yz * strides - pads;
+        int d2 = coords.w;
+        int d1 = d2 / `+p+`;
+        int q = d2 - d1 * `+p+`;
+
+        int xRCorner = xRCCorner.x;
+        int xCCorner = xRCCorner.y;
+
+        // Convolve x(?, ?, d1) with w(:, :, d1, q) to get y(yR, yC, d2).
+        // ? = to be determined. : = across all values in that axis.
+        float dotProd = 0.0;
+        // TO DO(dsmilkov): Flatten the two for loops and vec4 the operations.
+        for (int wR = 0; wR < `+f+`; wR++) {
+          int xR = xRCorner + wR * `+l+`;
+
+          if (xR < 0 || xR >= `+o+`) {
+            continue;
+          }
+
+          for (int wC = 0; wC < `+d+`; wC++) {
+            int xC = xCCorner + wC * `+h+`;
+
+            if (xC < 0 || xC >= `+a+`) {
+              continue;
+            }
+
+            float xVal = getX(batch, xR, xC, d1);
+            float wVal = getW(wR, wC, d1, q);
+            dotProd += xVal * wVal;
+          }
+        }
+
+        float result = dotProd;
+        `+g+`
+        `+v+`
+        setOutput(result);
+      }
+    `},cu=function(r,t,e,n){t===void 0&&(t=!1),e===void 0&&(e=null),n===void 0&&(n=!1),this.variableNames=["x","W"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=r.outShape;for(var o=r.inHeight,a=r.inWidth,i=r.padInfo.top,s=r.padInfo.left,u=r.strideHeight,c=r.strideWidth,l=r.dilationHeight,h=r.dilationWidth,f=r.filterHeight,d=r.filterWidth,p=d,m="int xR; int xC; int xCOffset;",v=0;v<f;v++)for(var g=0;g<d;g++)m+=`
+          vec4 xTexelR`+v+"C"+2*g+` = vec4(0.);
+          vec4 wR`+v+"C"+g+` = vec4(0.);
+          vec4 xR`+v+"C"+g+" = vec4(0.);";for(v=0;v<f;v++)for(var x=0;x<p;x++){if(m+=`
+          xR = xRCorner + `+v*l+`;
+          xC = xCCorner + `+(g=2*x)*h+`;
+        `,c===1){if(g<d&&(m+=s%2==1?`
+                xCOffset = xC + 1;
+                if(xR >= 0 && xR < `+o+" && xCOffset >= 0 && xCOffset < "+a+`) {
+                  xTexelR`+v+"C"+g+` = getX(batch, xR, xCOffset, d1);
+
+                  // Need to manually clear unused channels in case
+                  // we're reading from recycled texture.
+                  if(xCOffset + 1 >= `+a+`) {
+                    xTexelR`+v+"C"+g+`.zw = vec2(0.);
+                  }
+                } else {
+                  xTexelR`+v+"C"+g+` = vec4(0.);
+                }
+
+                xCOffset = xC + 1 - 2;
+                if(xR >= 0 && xR < `+o+" && xCOffset >= 0 && xCOffset < "+a+`) {
+                  vec4 previous = getX(batch, xR, xCOffset, d1);
+
+                  // Need to manually clear unused channels in case
+                  // we're reading from recycled texture.
+                  if(xCOffset + 1 >= `+a+`) {
+                    previous.zw = vec2(0.);
+                  }
+
+                  xR`+v+"C"+g+" = vec4(previous.zw, xTexelR"+v+"C"+g+`.xy);
+                } else {
+                  xR`+v+"C"+g+" = vec4(0, 0, xTexelR"+v+"C"+g+`.xy);
+                }
+              `:`
+                if(xR >= 0 && xR < `+o+" && xC >= 0 && xC < "+a+`) {
+                  xTexelR`+v+"C"+g+` = getX(batch, xR, xC, d1);
+                } else {
+                  xTexelR`+v+"C"+g+` = vec4(0.);
+                }
+
+                xR`+v+"C"+g+" = xTexelR"+v+"C"+g+`;
+              `,g+1<d)){var b=s%2==0?li(h):h;h%2==0&&s%2==1||h%2!=0&&s%2!=1?(m+=`
+                  xCOffset = xC + `+s%2+" + "+b+`;
+
+                  if(xR >= 0 && xR < `+o+` &&
+                    xCOffset >= 0 && xCOffset < `+a+`) {
+                    xTexelR`+v+"C"+(g+2)+` = getX(batch, xR, xCOffset, d1);
+                  }
+                `,h>1&&(m+=`
+                    xCOffset -= 2;
+                    if(xR >= 0 && xR < `+o+` &&
+                      xCOffset >= 0 && xCOffset < `+a+`) {
+                      xTexelR`+v+"C"+g+` = getX(batch, xR, xCOffset, d1);
+                    } else {
+                      xTexelR`+v+"C"+g+` = vec4(0.);
+                    }
+                  `),m+=`
+                  xR`+v+"C"+(g+1)+` = vec4(
+                    xTexelR`+v+"C"+g+".zw, xTexelR"+v+"C"+(g+2)+`.xy);
+                `):m+=`
+                  xCOffset = xC + `+b+`;
+
+                  if(xR >= 0 && xR < `+o+` &&
+                    xCOffset >= 0 && xCOffset < `+a+`) {
+                    xTexelR`+v+"C"+(g+2)+` = getX(batch, xR, xCOffset, d1);
+                  }
+
+                  xR`+v+"C"+(g+1)+" = xTexelR"+v+"C"+(g+2)+`;
+                `}}else g<d&&(m+=`
+              if(xR >= 0 && xR < `+o+`) {
+            `,s%2==1?(m+=`
+                xCOffset = xC + 1 - `+c+`;
+                if(xCOffset >= 0 && xCOffset < `+a+`) {
+                  xTexelR`+v+"C"+g+` = getX(batch, xR, xCOffset, d1);
+                } else {
+                  xTexelR`+v+"C"+g+` = vec4(0.);
+                }
+
+                if(xC + 1 >= 0 && xC + 1 < `+a+`) {
+                  xTexelR`+v+"C"+(g+2)+` = getX(batch, xR, xC + 1, d1);
+                } else {
+                  xTexelR`+v+"C"+(g+2)+` = vec4(0.);
+                }
+
+                xR`+v+"C"+g+` = vec4(
+                  xTexelR`+v+"C"+g+".zw, xTexelR"+v+"C"+(g+2)+`.zw);
+              `,g+1<d&&(m+=`
+                  vec4 final = vec4(0.);
+                  xCOffset = xC + 1 + `+c+`;
+                  if(xCOffset >= 0 && xCOffset < `+a+`) {
+                    final = getX(batch, xR, xCOffset, d1);
+                  }
+                  xR`+v+"C"+(g+1)+" = vec4(xTexelR"+v+"C"+(g+2)+`.xy, final.xy);
+                `)):(m+=`
+                if(xC >= 0 && xC < `+a+`) {
+                  xTexelR`+v+"C"+g+` = getX(batch, xR, xC, d1);
+                } else {
+                  xTexelR`+v+"C"+g+` = vec4(0.);
+                }
+
+                xCOffset = xC + `+c+`;
+                if(xCOffset >= 0 && xCOffset < `+a+`) {
+                  xTexelR`+v+"C"+(g+2)+` = getX(batch, xR, xCOffset, d1);
+                } else {
+                  xTexelR`+v+"C"+(g+2)+` = vec4(0.);
+                }
+
+                xR`+v+"C"+g+` = vec4(
+                  xTexelR`+v+"C"+g+".xy, xTexelR"+v+"C"+(g+2)+`.xy);
+              `,g+1<d&&(m+=`
+                  xR`+v+"C"+(g+1)+` = vec4(
+                    xTexelR`+v+"C"+g+".zw, xTexelR"+v+"C"+(g+2)+`.zw);
+                `)),m+="}");g<d&&(m+=`
+            vec4 wTexelR`+v+"C"+g+" = getW("+v+", "+g+`, d1, q);
+            wR`+v+"C"+g+" = vec4(wTexelR"+v+"C"+g+".xz, wTexelR"+v+"C"+g+`.xz);
+          `,g+1<d&&(m+=`
+              vec4 wTexelR`+v+"C"+(g+1)+" = getW("+v+", "+(g+1)+`, d1, q);
+              wR`+v+"C"+(g+1)+` =
+                vec4(wTexelR`+v+"C"+(g+1)+".xz, wTexelR"+v+"C"+(g+1)+".xz);"))}for(v=0;v<f;v++)for(g=0;g<d;g++)m+="dotProd += xR"+v+"C"+g+" * wR"+v+"C"+g+";";var y="",w="";e&&(y=n?`vec4 activation(vec4 a) {
+          vec4 b = getPreluActivationWeightsAtOutCoords();
+          `+e+`
+        }`:`vec4 activation(vec4 x) {
+          `+e+`
+        }`,w="result = activation(result);");var _=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),n&&this.variableNames.push("preluActivationWeights"),this.userCode=`
+      `+y+`
+
+      const ivec2 strides = ivec2(`+u+", "+c+`);
+      const ivec2 pads = ivec2(`+i+", "+s+`);
+
+      void main() {
+
+        ivec4 coords = getOutputCoords();
+        int batch = coords.x;
+        ivec2 xRCCorner = coords.yz * strides - pads;
+        int d2 = coords.w;
+        int d1 = d2;
+        int q = 0;
+        int xRCorner = xRCCorner.x;
+        int xCCorner = xRCCorner.y;
+
+        vec4 dotProd = vec4(0.);
+
+        `+m+`
+
+        vec4 result = dotProd;
+        `+_+`
+        `+w+`
+        setOutput(result);
+      }
+    `},Pv=function(r,t,e,n,o){this.variableNames=["Image","Boxes","BoxInd"],this.outputShape=[];var a=r[0],i=r[1],s=r[2],u=r[3],c=t[0],l=e[0],h=e[1];this.outputShape=[c,l,h,u];var f=n==="bilinear"?1:0,d=[i-1+".0",s-1+".0"],p=d[0],m=d[1],v=l>1?[""+(i-1)/(l-1),"(y2-y1) * height_ratio","y1*"+p+" + float(y)*(height_scale)"]:["0.0","0.0","0.5 * (y1+y2) * "+p],g=v[0],x=v[1],b=v[2],y=h>1?[""+(s-1)/(h-1),"(x2-x1) * width_ratio","x1*"+m+" + float(x)*(width_scale)"]:["0.0","0.0","0.5 * (x1+x2) * "+m],w=y[0],_=y[1],S=y[2];this.userCode=`
+      const float height_ratio = float(`+g+`);
+      const float width_ratio = float(`+w+`);
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int y = coords[1];
+        int x = coords[2];
+        int d = coords[3];
+
+        // get box vals
+        float y1 = getBoxes(b,0);
+        float x1 = getBoxes(b,1);
+        float y2 = getBoxes(b,2);
+        float x2 = getBoxes(b,3);
+
+        // get image in batch index
+        int bInd = round(getBoxInd(b));
+        if(bInd < 0 || bInd >= `+a+`) {
+          return;
+        }
+
+        float height_scale = `+x+`;
+        float width_scale = `+_+`;
+
+        float in_y = `+b+`;
+        if( in_y < 0.0 || in_y > `+p+` ) {
+          setOutput(float(`+o+`));
+          return;
+        }
+        float in_x = `+S+`;
+        if( in_x < 0.0 || in_x > `+m+` ) {
+          setOutput(float(`+o+`));
+          return;
+        }
+
+        vec2 sourceFracIndexCR = vec2(in_x,in_y);
+        if(`+f+` == 1) {
+          // Compute the four integer indices.
+          ivec2 sourceFloorCR = ivec2(sourceFracIndexCR);
+          ivec2 sourceCeilCR = ivec2(ceil(sourceFracIndexCR));
+
+          float topLeft = getImage(b, sourceFloorCR.y, sourceFloorCR.x, d);
+          float bottomLeft = getImage(b, sourceCeilCR.y, sourceFloorCR.x, d);
+          float topRight = getImage(b, sourceFloorCR.y, sourceCeilCR.x, d);
+          float bottomRight = getImage(b, sourceCeilCR.y, sourceCeilCR.x, d);
+
+          vec2 fracCR = sourceFracIndexCR - vec2(sourceFloorCR);
+
+          float top = topLeft + (topRight - topLeft) * fracCR.x;
+          float bottom = bottomLeft + (bottomRight - bottomLeft) * fracCR.x;
+          float newValue = top + (bottom - top) * fracCR.y;
+          setOutput(newValue);
+        } else {
+          // Compute the coordinators of nearest neighbor point.
+          ivec2 sourceNearestCR = ivec2(floor(
+            sourceFracIndexCR + vec2(0.5,0.5)));
+          float newValue = getImage(b, sourceNearestCR.y, sourceNearestCR.x, d);
+          setOutput(newValue);
+        }
+      }
+    `},Mv=function(r,t,e){this.variableNames=["x"],this.outputShape=r;var n=r.length,o=r[r.length-1],a=e?"<":">";this.userCode=`
+      int getIndex(int i) {
+        `+(e?"return "+o+" -i - 1;":"return i;")+`
+      }
+
+      void main() {
+        `+_e(n)+` coords = getOutputCoords();
+        int end = `+lu(n,"coords")+`;
+        float val = 0.0;
+        for (int i = `+o+` - 1; i >= 0; i -= 1) {
+          int idx = getIndex(i);
+          if (idx `+a+` end) {
+            continue;
+          }
+          if (idx == end && `+t+`) {
+            continue;
+          }
+          `+lu(n,"coords")+` = idx;
+          val += getX(`+(function(i,s){if(i===1)return""+s;if(i===2)return s+".x, "+s+".y";if(i===3)return s+".x, "+s+".y, "+s+".z";if(i===4)return s+".x, "+s+".y, "+s+".z, "+s+".w";throw Error("Cumulative sum for rank "+i+" is not yet supported")})(n,"coords")+`);
+        }
+        setOutput(val);
+      }
+    `};function lu(r,t){if(r===1)return""+t;if(r===2)return t+".y";if(r===3)return t+".z";if(r===4)return t+".w";throw Error("Cumulative sum for rank "+r+" is not yet supported")}var Ov=function(r){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0,this.outPackingScheme=_r.DENSE;var t=gr(r),e=Je();this.outputShape=r,this.userCode=`
+      ivec3 outCoordsFromFlatIndex(int index) {
+        `+En(["r","c","d"],r)+`
+        return ivec3(r, c, d);
+      }
+
+      void main() {
+        ivec2 resTexRC = ivec2(resultUV.yx *
+          vec2(`+t[0]+", "+t[1]+`));
+        int index = 4 * (resTexRC.x * `+t[1]+` + resTexRC.y);
+
+        vec4 result = vec4(0.);
+
+        for (int i=0; i<4; i++) {
+          int flatIndex = index + i;
+          ivec3 rc = outCoordsFromFlatIndex(flatIndex);
+          result[i] = getA(rc.x, rc.y, rc.z);
+        }
+
+        `+e.output+` = result;
+      }
+    `},Bv=function(r){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outPackingScheme=_r.DENSE;var t=gr(r),e=Je();this.outputShape=r,this.userCode=`
+      ivec3 outCoordsFromFlatIndex(int index) {
+        `+En(["r","c","d"],r)+`
+        return ivec3(r, c, d);
+      }
+
+      void main() {
+        ivec2 resTexRC = ivec2(resultUV.yx *
+          vec2(`+t[0]+", "+t[1]+`));
+        int index = 4 * (resTexRC.x * `+t[1]+` + resTexRC.y);
+
+        vec4 result = vec4(0.);
+
+        for (int i=0; i<4; i++) {
+          int flatIndex = index + i;
+          ivec3 rc = outCoordsFromFlatIndex(flatIndex);
+          result[i] = getChannel(getA(rc.x, rc.y, rc.z), vec2(rc.y, rc.z));
+        }
+
+        `+e.output+` = result;
+      }
+    `},Lv=(function(){function r(t,e,n){this.variableNames=["x"],this.outputShape=[],this.outputShape=t,this.blockSize=e,this.dataFormat=n,this.userCode=`
+    void main() {
+      ivec4 coords = getOutputCoords();
+      int b = coords[0];
+      int h = `+this.getHeightCoordString()+`;
+      int w = `+this.getWidthCoordString()+`;
+      int d = `+this.getDepthCoordString()+`;
+
+      int in_h = h / `+e+`;
+      int offset_h = imod(h, `+e+`);
+      int in_w = w / `+e+`;
+      int offset_w = imod(w, `+e+`);
+      int offset_d = (offset_h * `+e+` + offset_w) *
+        `+this.getOutputDepthSize()+`;
+      int in_d = d + offset_d;
+
+      float result = `+this.getInputSamplingString()+`;
+      setOutput(result);
+    }
+  `}return r.prototype.getHeightCoordString=function(){return this.dataFormat==="NHWC"?"coords[1]":"coords[2]"},r.prototype.getWidthCoordString=function(){return this.dataFormat==="NHWC"?"coords[2]":"coords[3]"},r.prototype.getDepthCoordString=function(){return this.dataFormat==="NHWC"?"coords[3]":"coords[1]"},r.prototype.getOutputDepthSize=function(){return this.dataFormat==="NHWC"?this.outputShape[3]:this.outputShape[1]},r.prototype.getInputSamplingString=function(){return this.dataFormat==="NHWC"?"getX(b, in_h, in_w, in_d)":"getX(b, in_d, in_h, in_w)"},r})(),Wv=function(r){this.variableNames=["X"],this.outputShape=[r,r],this.userCode=`
+      void main() {
+          ivec2 coords = getOutputCoords();
+          float val = coords[0] == coords[1] ? getX(coords[0]) : 0.0;
+          setOutput(val);
+      }
+    `},zv=function(r){this.variableNames=["A"],this.outTexUsage=ct.DOWNLOAD;var t=Je();this.outputShape=r,this.userCode=`
+      `+xl+`
+
+      void main() {
+        float x = getAAtOutCoords();
+        `+t.output+` = encode_float(x);
+      }
+    `},Uv=function(r){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!1,this.outTexUsage=ct.DOWNLOAD;var t=Je();this.outputShape=r,this.userCode=`
+      `+xl+`
+
+      void main() {
+        ivec3 coords = getOutputCoords();
+        float x = getChannel(getAAtOutCoords(), vec2(coords.y, coords.z));
+        `+t.output+` = encode_float(x);
+      }
+    `},Vv=function(r,t,e){e===void 0&&(e=!1),this.variableNames=["A"];var n=Je(),o=t[0],a=t[1];this.outputShape=r;var i="result";e&&(i="floor(result * 255. + 0.5)"),this.userCode=`
+      `+Li(r)+`
+
+      void main() {
+        ivec3 coords = getOutputCoords();
+
+        int flatIndex = getFlatIndex(coords);
+        int offset = imod(flatIndex, 4);
+
+        flatIndex = idiv(flatIndex, 4, 1.);
+        
+        int r = flatIndex / `+a+`;
+        int c = imod(flatIndex, `+a+`);
+        vec2 uv = (vec2(c, r) + halfCR) / vec2(`+a+".0, "+o+`.0);
+        vec4 values = `+n.texture2D+`(A, uv);
+
+        float result;
+
+        if(offset == 0) {
+          result = values[0];
+        } else if(offset == 1) {
+          result = values[1];
+        } else if(offset == 2) {
+          result = values[2];
+        } else {
+          result = values[3];
+        }
+
+        `+n.output+" = vec4("+i+`, 0., 0., 0.);
+      }
+    `},Gv=function(r,t,e){e===void 0&&(e=!1),this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0;var n=Je(),o=t[0],a=t[1];this.outputShape=r;var i="",s="result";e&&(s="floor(result * 255. + 0.5)");for(var u=0;u<=1;u++)for(var c=0;c<=1;c++){var l=2*u+c;i+=`
+          localCoords = coords;
+          if(localCoords[2] + `+c+" < "+r[2]+`) {
+            localCoords[2] += `+c+`;
+            if(localCoords[1] + `+u+" < "+r[1]+`) {
+              localCoords[1] += `+u+`;
+
+              flatIndex = getFlatIndex(localCoords);
+              offset = imod(flatIndex, 4);
+
+              flatIndex = idiv(flatIndex, 4, 1.);
+
+              r = flatIndex / `+a+`;
+              c = imod(flatIndex, `+a+`);
+              uv = (vec2(c, r) + halfCR) / vec2(`+a+".0, "+o+`.0);
+              values = `+n.texture2D+`(A, uv);
+
+              if(offset == 0) {
+                result[`+l+`] = values[0];
+              } else if(offset == 1) {
+                result[`+l+`] = values[1];
+              } else if(offset == 2) {
+                result[`+l+`] = values[2];
+              } else {
+                result[`+l+`] = values[3];
+              }
+            }
+          }
+        `}this.userCode=`
+      `+Li(r)+`
+
+      void main() {
+        ivec3 coords = getOutputCoords();
+
+        vec4 result = vec4(0.);
+        int flatIndex, r, c, offset;
+        ivec3 localCoords;
+        vec2 uv;
+        vec4 values;
+
+        `+i+`
+
+        `+n.output+" = "+s+`;
+      }
+    `},Hv="return real * expR - imag * expI;",qv="return real * expI + imag * expR;",hu=function(r,t,e){this.variableNames=["real","imag"];var n=t[1];this.outputShape=t;var o=e?"2.0 * "+Math.PI:"-2.0 * "+Math.PI,a=e?n+".0":"1.0";this.userCode=`
+      const float exponentMultiplier = `+o+`;
+
+      float unaryOpComplex(float real, float expR, float imag, float expI) {
+        `+r+`
+      }
+
+      float mulMatDFT(int batch, int index) {
+        float indexRatio = float(index) / float(`+n+`);
+        float exponentMultiplierTimesIndexRatio =
+            exponentMultiplier * indexRatio;
+
+        float result = 0.0;
+
+        for (int i = 0; i < `+n+`; i++) {
+          // x = (-2|2 * PI / N) * index * i;
+          float x = exponentMultiplierTimesIndexRatio * float(i);
+          float expR = cos(x);
+          float expI = sin(x);
+          float real = getReal(batch, i);
+          float imag = getImag(batch, i);
+
+          result +=
+              unaryOpComplex(real, expR, imag, expI) / `+a+`;
+        }
+
+        return result;
+      }
+
+      void main() {
+        ivec2 coords = getOutputCoords();
+        setOutput(mulMatDFT(coords[0], coords[1]));
+      }
+    `},jv=(function(){function r(t,e){this.outputShape=[],this.variableNames=["x"],this.outputShape=t,this.userCode=`
+      uniform float value;
+      void main() {
+        // Input can be obtained from uniform value.
+        setOutput(value);
+      }
+    `}return r.prototype.getCustomSetupFunc=function(t){var e=this;return function(n,o){e.valueLoc==null&&(e.valueLoc=n.getUniformLocationNoThrow(o,"value")),n.gl.uniform1f(e.valueLoc,t)}},r})(),Kv=function(r,t,e){this.variableNames=["A","indices"];var n=r.slice();n[e]=t,this.outputShape=n,this.rank=n.length;var o=_e(this.rank),a=(function(i,s){var u=i.length;if(u>4)throw Error("Gather for rank "+u+" is not yet supported");if(u===1)return"int(getIndices(resRC))";for(var c=["resRC.x","resRC.y","resRC.z","resRC.w"],l=[],h=0;h<i.length;h++)h===s?l.push("int(getIndices("+c[h]+"))"):l.push(""+c[h]);return l.join()})(r,e);this.userCode=`
+      void main() {
+        `+o+` resRC = getOutputCoords();
+        setOutput(getA(`+a+`));
+      }
+    `},Xv=function(r,t,e){this.sliceDim=r,this.strides=t,this.variableNames=["x","indices"],this.outputShape=e;var n=_e(t.length),o=_e(e.length),a=this.sliceDim>1?"strides[j]":"strides";this.userCode=`
+        `+n+" strides = "+n+"("+this.strides+`);
+         void main() {
+          `+o+` coords = getOutputCoords();
+          int flattenIndex = 0;
+          for (int j = 0; j < `+this.sliceDim+`; j++) {
+            int index = round(getIndices(coords[0], j));
+            flattenIndex += index * `+a+`;
+          }
+          setOutput(getX(flattenIndex, coords[1]));
+        }
+      `};function _l(r,t){var e=Je();return lc(r,t,e.version+`
+    precision highp float;
+    `+e.attribute+` vec3 clipSpacePos;
+    `+e.attribute+` vec2 uv;
+    `+e.varyingVs+` vec2 resultUV;
+
+    void main() {
+      gl_Position = vec4(clipSpacePos, 1);
+      resultUV = uv;
+    }`)}function El(r,t){return pc(r,t,new Float32Array([-1,1,0,0,1,-1,-1,0,0,0,1,1,0,1,1,1,-1,0,1,0]))}function Il(r,t){return vc(r,t,new Uint16Array([0,1,2,2,1,3]))}function zr(r,t,e,n,o,a,i){gc(e,n);var s=mc(r,t),u=r.TEXTURE_2D;return X(r,t,(function(){return r.bindTexture(u,s)})),X(r,t,(function(){return r.texParameteri(u,r.TEXTURE_WRAP_S,r.CLAMP_TO_EDGE)})),X(r,t,(function(){return r.texParameteri(u,r.TEXTURE_WRAP_T,r.CLAMP_TO_EDGE)})),X(r,t,(function(){return r.texParameteri(u,r.TEXTURE_MIN_FILTER,r.NEAREST)})),X(r,t,(function(){return r.texParameteri(u,r.TEXTURE_MAG_FILTER,r.NEAREST)})),X(r,t,(function(){return r.texImage2D(u,0,o,e,n,0,a,i,null)})),X(r,t,(function(){return r.bindTexture(r.TEXTURE_2D,null)})),s}function Rl(r,t,e,n,o){var a=To(e,n);return zr(r,t,a[0],a[1],o.internalFormatFloat,o.textureFormatFloat,r.FLOAT)}function kl(r,t,e,n,o){var a=To(e,n);return zr(r,t,a[0],a[1],o.internalFormatHalfFloat,o.textureFormatFloat,o.textureTypeHalfFloat)}function Sl(r,t,e,n,o){var a=To(e,n);return zr(r,t,a[0],a[1],r.RGBA,r.RGBA,r.UNSIGNED_BYTE)}function Al(r,t,e,n,o){var a=Lr(e,n);return zr(r,t,a[0],a[1],o.internalFormatPackedFloat,r.RGBA,r.FLOAT)}function Dl(r,t,e,n,o){var a=Lr(e,n);return zr(r,t,a[0],a[1],o.internalFormatPackedHalfFloat,r.RGBA,o.textureTypeHalfFloat)}function Tl(r,t,e,n){return X(r,t,(function(){return r.bindBuffer(r.ARRAY_BUFFER,n)})),Ga(r,t,e,"clipSpacePos",n,3,20,0)&&Ga(r,t,e,"uv",n,2,20,12)}function Fl(r,t,e,n,o,a,i){var s,u,c;X(r,t,(function(){return r.bindTexture(r.TEXTURE_2D,e)})),a instanceof Uint8Array?(s=new Uint8Array(n*o*4),u=r.UNSIGNED_BYTE,c=r.RGBA):(s=new Float32Array(n*o*4),u=r.FLOAT,c=i.internalFormatPackedFloat),s.set(a),X(r,t,(function(){return r.texImage2D(r.TEXTURE_2D,0,c,n,o,0,r.RGBA,u,s)})),X(r,t,(function(){return r.bindTexture(r.TEXTURE_2D,null)}))}function Nl(r,t,e,n){X(r,t,(function(){return r.bindTexture(r.TEXTURE_2D,e)})),n.data instanceof Uint8Array?X(r,t,(function(){return r.texImage2D(r.TEXTURE_2D,0,r.RGBA,n.width,n.height,0,r.RGBA,r.UNSIGNED_BYTE,n.data)})):X(r,t,(function(){return r.texImage2D(r.TEXTURE_2D,0,r.RGBA,r.RGBA,r.UNSIGNED_BYTE,n)})),X(r,t,(function(){return r.bindTexture(r.TEXTURE_2D,null)}))}function Pl(r,t,e,n,o){var a=r.createBuffer();X(r,t,(function(){return r.bindBuffer(r.PIXEL_PACK_BUFFER,a)}));var i=16*e*n;return X(r,t,(function(){return r.bufferData(r.PIXEL_PACK_BUFFER,i,r.STREAM_READ)})),X(r,t,(function(){return r.readPixels(0,0,n,e,r.RGBA,r.FLOAT,0)})),X(r,t,(function(){return r.bindBuffer(r.PIXEL_PACK_BUFFER,null)})),a}function Ml(r,t,e){var n=r,o=new Float32Array(e);return n.bindBuffer(n.PIXEL_PACK_BUFFER,t),n.getBufferSubData(n.PIXEL_PACK_BUFFER,0,o),n.bindBuffer(n.PIXEL_PACK_BUFFER,null),o}function Ol(r,t,e,n,o){var a=To(e,n),i=a[0],s=a[1],u=new Uint8Array(e*n*4);return X(r,t,(function(){return r.readPixels(0,0,i,s,o.downloadTextureFormat,r.UNSIGNED_BYTE,u)})),new Float32Array(u.buffer)}function Bl(r,t,e,n,o,a,i,s){var u=r,c=new Float32Array((function(l,h){var f=Lr(l,h);return f[0]*f[1]*4})(a,i));return u.bindBuffer(u.PIXEL_PACK_BUFFER,t),u.getBufferSubData(u.PIXEL_PACK_BUFFER,0,c),u.bindBuffer(u.PIXEL_PACK_BUFFER,null),c}function Ll(r,t,e,n){var o=new Float32Array(e*n*4);return X(r,t,(function(){return r.readPixels(0,0,n,e,r.RGBA,r.FLOAT,o)})),o}var Yv=Object.freeze({createVertexShader:_l,createVertexBuffer:El,createIndexBuffer:Il,createFloat32MatrixTexture:Rl,createFloat16MatrixTexture:kl,createUnsignedBytesMatrixTexture:Sl,createPackedMatrixTexture:Al,createFloat16PackedMatrixTexture:Dl,bindVertexProgramAttributeStreams:Tl,uploadDenseMatrixToTexture:Fl,uploadPixelDataToTexture:Nl,createBufferFromOutputTexture:Pl,downloadFloat32MatrixFromBuffer:Ml,downloadByteEncodedFloatMatrixFromOutputTexture:Ol,downloadPackedMatrixFromBuffer:Bl,downloadMatrixFromPackedOutputTexture:Ll}),Wl=(function(){function r(t){this.outputTexture=null,this.program=null,this.disposed=!1,this.vertexAttrsAreBound=!1,this.itemsToPoll=[];var e=M().getNumber("WEBGL_VERSION");t!=null?(this.gl=t,sc(e,t)):this.gl=Bt(e);var n="WEBGL_color_buffer_float";if(M().getNumber("WEBGL_VERSION")===1){if(this.textureFloatExtension=pr(this.gl,this.debug,"OES_texture_float"),lt(this.gl,"OES_texture_half_float"))this.textureHalfFloatExtension=pr(this.gl,this.debug,"OES_texture_half_float");else if(M().get("WEBGL_FORCE_F16_TEXTURES"))throw new Error("GL context does not support half float textures, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true.");if(this.colorBufferFloatExtension=this.gl.getExtension(n),lt(this.gl,"EXT_color_buffer_half_float"))this.colorBufferHalfFloatExtension=pr(this.gl,this.debug,"EXT_color_buffer_half_float");else if(M().get("WEBGL_FORCE_F16_TEXTURES"))throw new Error("GL context does not support color renderable half floats, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true.")}else if(n="EXT_color_buffer_float",lt(this.gl,n))this.colorBufferFloatExtension=this.gl.getExtension(n);else{if(!lt(this.gl,"EXT_color_buffer_half_float"))throw new Error("GL context does not support color renderable floats");this.colorBufferHalfFloatExtension=this.gl.getExtension("EXT_color_buffer_half_float")}this.vertexBuffer=El(this.gl,this.debug),this.indexBuffer=Il(this.gl,this.debug),this.framebuffer=yc(this.gl,this.debug),this.textureConfig=mi(this.gl,this.textureHalfFloatExtension)}return Object.defineProperty(r.prototype,"debug",{get:function(){return M().getBool("DEBUG")},enumerable:!0,configurable:!0}),r.prototype.dispose=function(){var t=this;if(!this.disposed){this.program!=null&&console.warn("Disposing a GPGPUContext that still has a bound WebGLProgram. This is probably a resource leak, delete the program with GPGPUContext.deleteProgram before disposing."),this.outputTexture!=null&&console.warn("Disposing a GPGPUContext that still has a bound output matrix texture.  This is probably a resource leak, delete the output matrix texture with GPGPUContext.deleteMatrixTexture before disposing.");var e=this.gl;X(e,this.debug,(function(){return e.finish()})),X(e,this.debug,(function(){return e.bindFramebuffer(e.FRAMEBUFFER,null)})),X(e,this.debug,(function(){return e.deleteFramebuffer(t.framebuffer)})),X(e,this.debug,(function(){return e.bindBuffer(e.ARRAY_BUFFER,null)})),X(e,this.debug,(function(){return e.bindBuffer(e.ELEMENT_ARRAY_BUFFER,null)})),X(e,this.debug,(function(){return e.deleteBuffer(t.indexBuffer)})),this.disposed=!0}},r.prototype.createFloat32MatrixTexture=function(t,e){return this.throwIfDisposed(),Rl(this.gl,this.debug,t,e,this.textureConfig)},r.prototype.createFloat16MatrixTexture=function(t,e){return this.throwIfDisposed(),kl(this.gl,this.debug,t,e,this.textureConfig)},r.prototype.createUnsignedBytesMatrixTexture=function(t,e){return this.throwIfDisposed(),Sl(this.gl,this.debug,t,e,this.textureConfig)},r.prototype.uploadPixelDataToTexture=function(t,e){this.throwIfDisposed(),Nl(this.gl,this.debug,t,e)},r.prototype.uploadDenseMatrixToTexture=function(t,e,n,o){this.throwIfDisposed(),Fl(this.gl,this.debug,t,e,n,o,this.textureConfig)},r.prototype.createFloat16PackedMatrixTexture=function(t,e){return this.throwIfDisposed(),Dl(this.gl,this.debug,t,e,this.textureConfig)},r.prototype.createPackedMatrixTexture=function(t,e){return this.throwIfDisposed(),Al(this.gl,this.debug,t,e,this.textureConfig)},r.prototype.deleteMatrixTexture=function(t){var e=this;this.throwIfDisposed(),this.outputTexture===t&&(Ha(this.gl,this.debug,this.framebuffer),this.outputTexture=null),X(this.gl,this.debug,(function(){return e.gl.deleteTexture(t)}))},r.prototype.downloadByteEncodedFloatMatrixFromOutputTexture=function(t,e,n){var o=this;return this.downloadMatrixDriver(t,(function(){return Ol(o.gl,o.debug,e,n,o.textureConfig)}))},r.prototype.downloadPackedMatrixFromBuffer=function(t,e,n,o,a,i){return Bl(this.gl,t,0,0,0,a,i,this.textureConfig)},r.prototype.downloadFloat32MatrixFromBuffer=function(t,e){return Ml(this.gl,t,e)},r.prototype.createBufferFromTexture=function(t,e,n){this.bindTextureToFrameBuffer(t);var o=Pl(this.gl,this.debug,e,n,this.textureConfig);return this.unbindTextureToFrameBuffer(),o},r.prototype.createAndWaitForFence=function(){var t=this.createFence(this.gl);return this.pollFence(t)},r.prototype.createFence=function(t){var e,n,o=this;if(M().getBool("WEBGL_FENCE_API_ENABLED")){var a=t,i=a.fenceSync(a.SYNC_GPU_COMMANDS_COMPLETE,0);t.flush(),n=function(){var s=a.clientWaitSync(i,0,0);return s===a.ALREADY_SIGNALED||s===a.CONDITION_SATISFIED},e=i}else M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")>0?(e=this.beginQuery(),this.endQuery(),n=function(){return o.isQueryAvailable(e,M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))}):n=function(){return!0};return{query:e,isFencePassed:n}},r.prototype.downloadMatrixFromPackedTexture=function(t,e,n){var o=this;return this.downloadMatrixDriver(t,(function(){return Ll(o.gl,o.debug,e,n)}))},r.prototype.createProgram=function(t){this.throwIfDisposed();var e=this.gl,n=hc(e,this.debug,t),o=_l(e,this.debug),a=fc(e,this.debug);return X(e,this.debug,(function(){return e.attachShader(a,o)})),X(e,this.debug,(function(){return e.attachShader(a,n)})),dc(e,this.debug,a),this.debug&&lo(e,this.debug,a),this.vertexAttrsAreBound||(this.setProgram(a),this.vertexAttrsAreBound=Tl(e,this.debug,this.program,this.vertexBuffer)),a},r.prototype.deleteProgram=function(t){var e=this;this.throwIfDisposed(),t===this.program&&(this.program=null),t!=null&&X(this.gl,this.debug,(function(){return e.gl.deleteProgram(t)}))},r.prototype.setProgram=function(t){var e=this;this.throwIfDisposed(),this.program=t,this.program!=null&&this.debug&&lo(this.gl,this.debug,this.program),X(this.gl,this.debug,(function(){return e.gl.useProgram(t)}))},r.prototype.getUniformLocation=function(t,e,n){return n===void 0&&(n=!0),this.throwIfDisposed(),n?bc(this.gl,this.debug,t,e):wc(this.gl,t,e)},r.prototype.getAttributeLocation=function(t,e){var n=this;return this.throwIfDisposed(),X(this.gl,this.debug,(function(){return n.gl.getAttribLocation(t,e)}))},r.prototype.getUniformLocationNoThrow=function(t,e){return this.throwIfDisposed(),this.gl.getUniformLocation(t,e)},r.prototype.setInputMatrixTexture=function(t,e,n){this.throwIfDisposed(),this.throwIfNoProgram(),Cc(this.gl,this.debug,this.program,t,e,n)},r.prototype.setOutputMatrixTexture=function(t,e,n){this.setOutputMatrixTextureDriver(t,n,e)},r.prototype.setOutputPackedMatrixTexture=function(t,e,n){this.throwIfDisposed();var o=Lr(e,n),a=o[0],i=o[1];this.setOutputMatrixTextureDriver(t,a,i)},r.prototype.setOutputMatrixWriteRegion=function(t,e,n,o){this.setOutputMatrixWriteRegionDriver(n,t,o,e)},r.prototype.setOutputPackedMatrixWriteRegion=function(t,e,n,o){throw new Error("setOutputPackedMatrixWriteRegion not implemented.")},r.prototype.debugValidate=function(){this.program!=null&&lo(this.gl,this.debug,this.program),vr(this.gl)},r.prototype.executeProgram=function(){this.throwIfDisposed(),this.throwIfNoProgram();var t=this.gl;this.debug&&this.debugValidate(),X(t,this.debug,(function(){return t.drawElements(t.TRIANGLES,6,t.UNSIGNED_SHORT,0)}))},r.prototype.blockUntilAllProgramsCompleted=function(){var t=this;this.throwIfDisposed(),X(this.gl,this.debug,(function(){return t.gl.finish()}))},r.prototype.getQueryTimerExtension=function(){return this.disjointQueryTimerExtension==null&&(this.disjointQueryTimerExtension=pr(this.gl,this.debug,M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2?"EXT_disjoint_timer_query_webgl2":"EXT_disjoint_timer_query")),this.disjointQueryTimerExtension},r.prototype.getQueryTimerExtensionWebGL2=function(){return this.getQueryTimerExtension()},r.prototype.getQueryTimerExtensionWebGL1=function(){return this.getQueryTimerExtension()},r.prototype.beginQuery=function(){if(M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2){var t=this.gl,e=this.getQueryTimerExtensionWebGL2(),n=t.createQuery();return t.beginQuery(e.TIME_ELAPSED_EXT,n),n}var o=this.getQueryTimerExtensionWebGL1(),a=o.createQueryEXT();return o.beginQueryEXT(o.TIME_ELAPSED_EXT,a),a},r.prototype.endQuery=function(){if(M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")!==2){var t=this.getQueryTimerExtensionWebGL1();t.endQueryEXT(t.TIME_ELAPSED_EXT)}else{var e=this.gl,n=this.getQueryTimerExtensionWebGL2();e.endQuery(n.TIME_ELAPSED_EXT)}},r.prototype.waitForQueryAndGetTime=function(t){return J(this,void 0,void 0,(function(){var e=this;return Q(this,(function(n){switch(n.label){case 0:return[4,Ma((function(){return e.disposed||e.isQueryAvailable(t,M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))}))];case 1:return n.sent(),[2,this.getQueryTime(t,M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))]}}))}))},r.prototype.getQueryTime=function(t,e){if(e===0)return null;if(e===2){var n=this.gl;return n.getQueryParameter(t,n.QUERY_RESULT)/1e6}var o=this.getQueryTimerExtensionWebGL1();return o.getQueryObjectEXT(t,o.QUERY_RESULT_EXT)/1e6},r.prototype.isQueryAvailable=function(t,e){if(e===0)return!0;if(e===2){var n=this.gl,o=this.getQueryTimerExtensionWebGL2(),a=n.getQueryParameter(t,n.QUERY_RESULT_AVAILABLE);return this.disjoint==null&&(this.disjoint=this.gl.getParameter(o.GPU_DISJOINT_EXT)),a&&!this.disjoint}return a=(o=this.getQueryTimerExtensionWebGL1()).getQueryObjectEXT(t,o.QUERY_RESULT_AVAILABLE_EXT),this.disjoint==null&&(this.disjoint=this.gl.getParameter(o.GPU_DISJOINT_EXT)),a&&!this.disjoint},r.prototype.pollFence=function(t){var e=this;return new Promise((function(n){e.addItemToPoll((function(){return t.isFencePassed()}),(function(){return n()}))}))},r.prototype.pollItems=function(){for(var t=(function(n){for(var o=0;o<n.length&&n[o]();++o);return o-1})(this.itemsToPoll.map((function(n){return n.isDoneFn}))),e=0;e<=t;++e)(0,this.itemsToPoll[e].resolveFn)();this.itemsToPoll=this.itemsToPoll.slice(t+1)},r.prototype.addItemToPoll=function(t,e){var n=this;this.itemsToPoll.push({isDoneFn:t,resolveFn:e}),this.itemsToPoll.length>1||Ma((function(){return n.pollItems(),n.itemsToPoll.length===0}))},r.prototype.bindTextureToFrameBuffer=function(t){this.throwIfDisposed(),ho(this.gl,this.debug,t,this.framebuffer),this.debug&&vr(this.gl)},r.prototype.unbindTextureToFrameBuffer=function(){this.outputTexture!=null?(ho(this.gl,this.debug,this.outputTexture,this.framebuffer),this.debug&&vr(this.gl)):Ha(this.gl,this.debug,this.framebuffer)},r.prototype.downloadMatrixDriver=function(t,e){this.bindTextureToFrameBuffer(t);var n=e();return this.unbindTextureToFrameBuffer(),n},r.prototype.setOutputMatrixTextureDriver=function(t,e,n){this.throwIfDisposed();var o=this.gl;ho(o,this.debug,t,this.framebuffer),this.debug&&vr(o),this.outputTexture=t,X(o,this.debug,(function(){return o.viewport(0,0,e,n)})),X(o,this.debug,(function(){return o.scissor(0,0,e,n)}))},r.prototype.setOutputMatrixWriteRegionDriver=function(t,e,n,o){var a=this;this.throwIfDisposed(),X(this.gl,this.debug,(function(){return a.gl.scissor(t,e,n,o)}))},r.prototype.throwIfDisposed=function(){if(this.disposed)throw new Error("Attempted to use disposed GPGPUContext.")},r.prototype.throwIfNoProgram=function(){if(this.program==null)throw new Error("No GPU program is currently set.")},r})();function fu(r,t){if(r.length!==t.length)throw Error("Binary was compiled with "+r.length+" inputs, but was executed with "+t.length+" inputs");r.forEach((function(e,n){var o=e.logicalShape,a=t[n],i=a.shape;if(!Ne(o,i))throw Error("Binary was compiled with different shapes than the current args. Shapes "+o+" and "+i+" must match");if(!e.isUniform||!a.isUniform){var s=e.texShape,u=a.isUniform?null:a.texData.texShape;if(!Ne(s,u))throw Error("Binary was compiled with different texture shapes than the current args. Shape "+s+" and "+u+" must match")}}))}var $v=function(r,t,e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=r;for(var n=e.filterWidth,o=e.inChannels,a=e.strideWidth,i=e.strideHeight,s=e.padInfo,u=e.outWidth,c=e.dilationWidth,l=e.dilationHeight,h=e.dataFormat,f=s.left,d=s.top,p=o*n,m=Je(),v=h==="channelsLast",g=v?0:1,x=v?1:2,b="",y=0;y<=1;y++)for(var w=0;w<=1;w++)b+=`
+          blockIndex = rc.y + `+w+`;
+          pos = rc.x + `+y+`;
+
+          if(blockIndex < `+r[1]+" && pos < "+r[0]+`) {
+            offsetY = int(blockIndex / (`+u+")) * "+i+" - "+d+`;
+            d0 = offsetY + `+l+" * (pos / "+p+`);
+
+            if(d0 < `+t[g]+` && d0 >= 0) {
+
+              offsetX = int(mod(float(blockIndex), `+u+".) * "+a+". - "+f+`.);
+              d1 = offsetX + `+c+" * (int(mod(float(pos), "+p+".) / "+o+`.));
+
+              if(d1 < `+t[x]+` && d1 >= 0) {
+
+                ch = int(mod(float(pos), `+o+`.));
+
+                if (`+v+`) {
+                  innerDims = vec2(d1, ch);
+                  result[`+(2*y+w)+`] = getChannel(
+                    getA(d0, int(innerDims.x),
+                    int(innerDims.y)), innerDims);
+                } else {
+                  innerDims = vec2(d0, d1);
+                  result[`+(2*y+w)+`] = getChannel(
+                    getA(ch, int(innerDims.x),
+                    int(innerDims.y)), innerDims);
+                }
+              }
+            }
+          }
+        `;this.userCode=`
+      void main() {
+        ivec2 rc = getOutputCoords();
+
+        vec4 result = vec4(0);
+
+        int blockIndex, pos, offsetY, d0, offsetX, d1, ch;
+        vec2 innerDims;
+
+        `+b+`
+
+        `+m.output+` = result;
+      }
+    `},Jv=function(r,t,e,n,o){this.variableNames=["x"],this.outputShape=[];var a,i=t,s=r[3]-1;this.outputShape=r;var u="float("+e+") + float("+n+") * sum";a=o===.5?"inversesqrt("+u+")":o===1?"1.0/("+u+")":"exp(log("+u+") * float(-"+o+"));",this.userCode=`
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int r = coords[1];
+        int c = coords[2];
+        int d = coords[3];
+        float x = getX(b, r, c, d);
+        float sum = 0.0;
+        for (int j = -`+i+"; j <= "+i+`; j++) {
+          int idx = d + j;
+          if (idx >= 0 && idx <=  `+s+`) {
+            float z = getX(b, r, c, idx);
+            sum += z * z;
+          }
+        }
+        float val = x * `+a+`;
+        setOutput(val);
+      }
+    `},Qv=function(r,t,e,n,o){this.variableNames=["inputImage","outputImage","dy"],this.outputShape=[],this.outputShape=r,this.depth=r[3],this.depthRadius=t,this.bias=e,this.alpha=n,this.beta=o,this.userCode=`
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int r = coords[1];
+        int c = coords[2];
+
+        float result = 0.0;
+        for (int d = 0; d < `+this.depth+`; ++d) {
+          int depthBegin = int(max(0.0, float(d - `+t+`)));
+          int depthEnd = int(min(float(`+this.depth+`),
+              float(d + `+t+` + 1)));
+
+          const int MIN_DEPTH_BEGIN = 0;
+          const int MAX_DEPTH_END = `+this.depth+`;
+
+          float norm = 0.0;
+          for (int k = MIN_DEPTH_BEGIN; k < MAX_DEPTH_END; ++k) {
+            if (k < depthBegin){
+              continue;
+            }
+            else if (k >= depthBegin && k < depthEnd) {
+              norm += getInputImage(b, r, c, k) * getInputImage(b, r, c, k);
+            }
+            else {
+              break;
+            }
+          }
+
+          norm = float(`+n+") * norm + float("+e+`);
+
+          for(int k = MIN_DEPTH_BEGIN; k < MAX_DEPTH_END; ++k){
+            if (k < depthBegin){
+              continue;
+            }
+            else if (k >= depthBegin && k < depthEnd){
+              float dyi = -2.0 * float(`+n+`)
+                * float(`+o+`)
+                * getInputImage(b ,r ,c, k) * getOutputImage(b, r, c, d)
+                / norm;
+              if (k == d) {
+                dyi += pow(norm, -1.0 * `+o+`);
+              }
+              if (k == coords[3]) {
+                dyi *= getDy(b, r, c, d);
+                result += dyi;
+              }
+            }
+            else {
+              break;
+            }
+          }
+      }
+      setOutput(result);
+      }
+    `},Zv=function(r,t,e,n,o){this.variableNames=["x"],this.outputShape=[],this.packedInputs=!0,this.packedOutput=!0;var a,i=t,s=r[3]-1;this.outputShape=r;var u="float("+e+") + float("+n+") * sum";a=o===.5?"inversesqrt("+u+")":o===1?"1.0/("+u+")":"exp(log("+u+") * float(-"+o+"));",this.userCode=`
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords.x;
+        int r = coords.y;
+        int c = coords.z;
+        int d = coords.w;
+
+        bool hasNextCol = d < `+this.outputShape[3]+`;
+        bool hasNextRow = c < `+this.outputShape[2]+`;
+
+        vec4 sum = vec4(0.);
+        vec4 xFragAtOutputCoords = getX(b, r, c, d);
+
+        vec4 xAtOutputCoords = vec4(
+          getChannel(xFragAtOutputCoords, vec2(c, d)),
+          hasNextCol ?
+            getChannel(xFragAtOutputCoords, vec2(c, d + 1)) : 0.0,
+          hasNextRow ?
+            getChannel(xFragAtOutputCoords , vec2(c + 1, d)) : 0.0,
+          (hasNextRow && hasNextCol) ?
+            getChannel(xFragAtOutputCoords, vec2(c + 1, d + 1)) : 0.0
+        );
+
+        int firstChannel = d - `+i+`;
+        vec2 cache = vec2(0.);
+        if(firstChannel >= 0){
+          vec4 firstChannelFrag = getX(b, r, c, firstChannel);
+          cache.x = getChannel(firstChannelFrag, vec2(c, firstChannel));
+            if(hasNextRow){
+              cache.y = getChannel(firstChannelFrag, vec2(c + 1, firstChannel));
+            }
+        }
+
+        ivec2 depth = ivec2(d, d + 1);
+        for (int j = - `+i+"; j <= "+i+`; j++) {
+          ivec2 idx = depth + j;
+          bvec2 aboveLowerBound = greaterThanEqual(idx, ivec2(0));
+          bvec2 belowUpperBound = lessThanEqual(idx, ivec2(`+s+`));
+
+          bool depthInRange = aboveLowerBound.x && belowUpperBound.x;
+          bool depthPlusOneInRange = aboveLowerBound.y && belowUpperBound.y;
+
+          if(depthInRange || depthPlusOneInRange){
+            vec4 z = vec4(0.);
+            vec4 xFragAtCurrentDepth;
+            z.xz = cache.xy;
+            if(depthPlusOneInRange && hasNextCol){
+              xFragAtCurrentDepth = idx.y != d ?
+                getX(b, r, c, idx.y) : xFragAtOutputCoords;
+              z.y = getChannel(xFragAtCurrentDepth, vec2(c, idx.y));
+              if(hasNextRow){
+                z.w = getChannel(xFragAtCurrentDepth, vec2(c + 1, idx.y));
+              }
+            }
+            cache.xy = z.yw;
+            sum += z * z;
+          }
+        }
+        vec4 result = xAtOutputCoords * `+a+`;
+        setOutput(result);
+      }
+    `},em=function(r){this.variableNames=["dy","maxPos"],this.outputShape=r.inShape;var t=r.strideHeight,e=r.strideWidth,n=r.dilationHeight,o=r.effectiveFilterHeight,a=r.effectiveFilterWidth,i=o-1-r.padInfo.top,s=a-1-r.padInfo.left,u=o*a-1;this.userCode=`
+      const ivec2 pads = ivec2(`+i+", "+s+`);
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int d = coords[3];
+
+        ivec2 dyRCCorner = coords.yz - pads;
+        int dyRCorner = dyRCCorner.x;
+        int dyCCorner = dyRCCorner.y;
+
+        // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d).
+        // ? = to be determined. : = across all values in that axis.
+        float dotProd = 0.0;
+        for (int wR = 0; wR < `+o+`;
+          wR += `+n+`) {
+          float dyR = float(dyRCorner + wR) / `+t+`.0;
+
+          if (dyR < 0.0 || dyR >= `+r.outHeight+`.0 || fract(dyR) > 0.0) {
+            continue;
+          }
+          int idyR = int(dyR);
+
+          for (int wC = 0; wC < `+a+`; wC++) {
+            float dyC = float(dyCCorner + wC) / `+e+`.0;
+
+            if (dyC < 0.0 || dyC >= `+r.outWidth+`.0 ||
+                fract(dyC) > 0.0) {
+              continue;
+            }
+            int idyC = int(dyC);
+
+            float dyValue = getDy(b, idyR, idyC, d);
+            int maxPosValue = `+u+` - int(getMaxPos(b, idyR, idyC, d));
+
+            // Get the current value, check it against the value from the
+            // position matrix.
+            int curPosValue = wR * `+a+` + wC;
+            float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0);
+
+            dotProd += dyValue * mask;
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},tm=function(r){this.variableNames=["dy","maxPos"],this.outputShape=r.inShape;var t=r.strideDepth,e=r.strideHeight,n=r.strideWidth,o=r.dilationDepth,a=r.dilationHeight,i=r.dilationWidth,s=r.effectiveFilterDepth,u=r.effectiveFilterHeight,c=r.effectiveFilterWidth,l=s-1-r.padInfo.front,h=u-1-r.padInfo.top,f=c-1-r.padInfo.left,d=s*u*c-1;this.userCode=`
+      const ivec3 pads = ivec3(`+l+", "+h+", "+f+`);
+
+      void main() {
+        ivec5 coords = getOutputCoords();
+        int batch = coords.x;
+        int ch = coords.u;
+
+        ivec3 dyCorner = ivec3(coords.y, coords.z, coords.w) - pads;
+        int dyDCorner = dyCorner.x;
+        int dyRCorner = dyCorner.y;
+        int dyCCorner = dyCorner.z;
+
+        // Convolve dy(?, ?, ?, ch) with pos mask(:, :, :, d) to get
+        // dx(xD, xR, xC, ch).
+        // ? = to be determined. : = across all values in that axis.
+        float dotProd = 0.0;
+
+        for (int wD = 0; wD < `+s+`;
+           wD += `+o+`) {
+          float dyD = float(dyDCorner + wD) / `+t+`.0;
+
+          if (dyD < 0.0 || dyD >= `+r.outDepth+`.0 || fract(dyD) > 0.0) {
+            continue;
+          }
+          int idyD = int(dyD);
+
+          for (int wR = 0; wR < `+u+`;
+              wR += `+a+`) {
+            float dyR = float(dyRCorner + wR) / `+e+`.0;
+
+            if (dyR < 0.0 || dyR >= `+r.outHeight+`.0 ||
+                fract(dyR) > 0.0) {
+              continue;
+            }
+            int idyR = int(dyR);
+
+            for (int wC = 0; wC < `+c+`;
+                wC += `+i+`) {
+              float dyC = float(dyCCorner + wC) / `+n+`.0;
+
+              if (dyC < 0.0 || dyC >= `+r.outWidth+`.0 ||
+                  fract(dyC) > 0.0) {
+                continue;
+              }
+              int idyC = int(dyC);
+
+              float dyValue = getDy(batch, idyD, idyR, idyC, ch);
+              int maxPosValue = `+d+` -
+                  int(getMaxPos(batch, idyD, idyR, idyC, ch));
+
+              // Get the current value, check it against the value from the
+              // position matrix.
+              int curPosValue =
+                  wD * `+u+" * "+c+` +
+                  wR * `+c+` + wC;
+              float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0);
+
+              dotProd += dyValue * mask;
+            }
+          }
+        }
+        setOutput(dotProd);
+      }
+    `},ma=function(r,t,e,n,o,a,i){e===void 0&&(e=!1),n===void 0&&(n=!1),o===void 0&&(o=!1),a===void 0&&(a=null),i===void 0&&(i=!1),this.variableNames=["matrixA","matrixB"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t;var s=e?r[1]:r[2],u=Math.ceil(s/2),c=e?"i * 2, rc.y":"rc.y, i * 2",l=n?"rc.z, i * 2":"i * 2, rc.z",h=e?["a.xxyy","a.zzww"]:["a.xxzz","a.yyww"],f=n?["b.xzxz","b.ywyw"]:["b.xyxy","b.zwzw"],d="",p="";a&&(d=i?`vec4 activation(vec4 a) {
+          vec4 b = getPreluActivationWeightsAtOutCoords();
+          `+a+`
+        }`:`vec4 activation(vec4 x) {
+          `+a+`
+        }`,p="result = activation(result);");var m=o?"result += getBiasAtOutCoords();":"";o&&this.variableNames.push("bias"),i&&this.variableNames.push("preluActivationWeights"),this.userCode=`
+      `+d+`
+
+      const float sharedDimension = `+u+`.0;
+
+      vec4 dot2x2ARowBCol(ivec3 rc) {
+        vec4 result = vec4(0);
+        for (int i = 0; i < `+u+`; i++) {
+          vec4 a = getMatrixA(rc.x, `+c+`);
+          vec4 b = getMatrixB(rc.x, `+l+`);
+
+          // These swizzled products need to be separately added.
+          // See: https://github.com/tensorflow/tfjs/issues/1735
+          result += (`+h[0]+" * "+f[0]+`);
+          result += (`+h[1]+" * "+f[1]+`);
+        }
+        return result;
+      }
+
+      void main() {
+        ivec3 rc = getOutputCoords();
+        vec4 result = dot2x2ARowBCol(rc);
+
+        `+m+`
+
+        `+p+`
+
+        setOutput(result);
+      }
+    `},nm=(function(){function r(t,e,n){this.variableNames=["probs"],this.outputShape=[t,n],this.userCode=`
+      uniform float seed;
+
+      void main() {
+        ivec2 coords = getOutputCoords();
+        int batch = coords[0];
+
+        float r = random(seed);
+        float cdf = 0.0;
+
+        for (int i = 0; i < `+(e-1)+`; i++) {
+          cdf += getProbs(batch, i);
+
+          if (r < cdf) {
+            setOutput(float(i));
+            return;
+          }
+        }
+
+        // If no other event happened, last event happened.
+        setOutput(float(`+(e-1)+`));
+      }
+    `}return r.prototype.getCustomSetupFunc=function(t){var e=this;return function(n,o){e.seedLoc==null&&(e.seedLoc=n.getUniformLocation(o,"seed")),n.gl.uniform1f(e.seedLoc,t)}},r})(),rm=function(r,t,e,n){this.variableNames=["indices"],this.outputShape=[r,t],this.userCode=`
+      void main() {
+        ivec2 coords = getOutputCoords();
+        int index = round(getIndices(coords.x));
+        setOutput(mix(float(`+n+"), float("+e+`),
+                      float(index == coords.y)));
+      }
+    `},om=function(r){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0,this.outputShape=r;var t=r.length;if(t===0)this.userCode=`
+        void main() {
+          setOutput(vec4(getA(), 0., 0., 0.));
+        }
+      `;else{var e=rt("rc",t),n=_e(t),o=(function(s,u,c){if(s===1)return"rc > "+u[0];for(var l="",h=s-2;h<s;h++)l+=c[h]+" >= "+u[h],h<s-1&&(l+="||");return l})(t,r,e),a=(function(s,u,c,l){if(s===1)return"";var h=l.slice(-2);return`
+    int r = `+h[0]+`;
+    int c = `+h[1]+`;
+    int rp1 = r + 1;
+    int cp1 = c + 1;
+
+    bool cEdge = cp1 >= `+u+`;
+    bool rEdge = rp1 >= `+c+`;
+  `})(t,r[r.length-1],r[r.length-2],e),i=(function(s,u){var c=s.length,l=(function(h,f){for(var d=[],p=0;p<=1;p++)for(var m=0;m<=1;m++){for(var v=(p===0?"r":"rp1")+", "+(m===0?"c":"cp1"),g=2;g<h;g++)v=f[f.length-1-g]+","+v;d.push(v)}return d})(c,u);return c===1?`getA(rc),
+            rc + 1 >= `+s[0]+` ? 0. : getA(rc + 1),
+            0, 0`:"getA("+l[0]+`),
+          cEdge ? 0. : getA(`+l[1]+`),
+          rEdge ? 0. : getA(`+l[2]+`),
+          rEdge || cEdge ? 0. : getA(`+l[3]+")"})(r,e);this.userCode=`
+        void main() {
+          `+n+` rc = getOutputCoords();
+
+          if(`+o+`) {
+            setOutput(vec4(0));
+          } else {
+            `+a+`
+
+            setOutput(vec4(`+i+`));
+          }
+        }
+      `}},am=function(r,t,e){this.variableNames=["x"],this.outputShape=t.map((function(u,c){return u[0]+r[c]+u[1]}));var n=r.length,o=_e(n),a=t.map((function(u){return u[0]})).join(","),i=t.map((function(u,c){return u[0]+r[c]})).join(","),s=["coords[0]","coords[1]","coords[2]","coords[3]"].slice(0,n);this.userCode=n!==1?`
+      `+o+" start = "+o+"("+a+`);
+      `+o+" end = "+o+"("+i+`);
+
+      void main() {
+        `+o+` outC = getOutputCoords();
+        if (any(lessThan(outC, start)) || any(greaterThanEqual(outC, end))) {
+          setOutput(float(`+e+`));
+        } else {
+          `+o+` coords = outC - start;
+          setOutput(getX(`+s+`));
+        }
+      }
+    `:`
+        int start = `+a+`;
+        int end = `+i+`;
+
+        void main() {
+          int outC = getOutputCoords();
+          if (outC < start || outC >= end) {
+            setOutput(float(`+e+`));
+          } else {
+            setOutput(getX(outC - start));
+          }
+        }
+      `},im=function(r,t,e){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t.map((function(v,g){return v[0]+r[g]+v[1]}));for(var n=r.length,o=_e(n),a=t.map((function(v){return v[0]})).join(","),i=t.map((function(v,g){return v[0]+r[g]})).join(","),s=rt("rc",n),u=rt("source",n),c=s[n-1]+" < "+this.outputShape[n-1],l=n===1?"source":"vec2("+u.slice(-2).join()+")",h=[o+" rc = outputLoc;",s[n-1]+` += 1;
+       if(`+c+`) {
+      `,n===1?"":`}
+       rc = outputLoc;
+       `+s[n-2]+` += 1;
+       if(`+s[n-2]+" < "+this.outputShape[n-2]+") {",n===1?"":"  "+s[n-1]+` += 1;
+         if(`+c+") {"],f=n===1?"rc < start || rc >= end":"any(lessThan(rc, start)) || any(greaterThanEqual(rc, end))",d="",p=0,m=n===1?2:4;p<m;p++)d+=`
+        `+h[p]+`
+        if (`+f+`) {
+          result[`+p+"] = float("+e+`);
+        } else {
+          `+o+` source = rc - start;
+          result[`+p+"] = getChannel(getX("+u.join()+"), "+l+`);
+        }
+      `;d+=n===1?"} ":"}}",this.userCode=`
+      const `+o+" start = "+o+"("+a+`);
+      const `+o+" end = "+o+"("+i+`);
+
+      void main() {
+        `+o+` outputLoc = getOutputCoords();
+        vec4 result = vec4(0.);
+        `+d+`
+        setOutput(result);
+      }
+    `},ga=function(r,t,e){if(this.variableNames=["x"],t==="avg"&&e)throw new Error("Cannot compute positions for average pool.");var n=r.filterWidth,o=r.strideHeight,a=r.strideWidth,i=r.dilationHeight,s=r.dilationWidth,u=r.effectiveFilterHeight,c=r.effectiveFilterWidth,l=r.padInfo.top,h=r.padInfo.left;this.outputShape=r.outShape;var f=t==="avg",d="0.0";if(f||(d="-1.0 / 1e-20"),e)this.userCode=`
+        const ivec2 strides = ivec2(`+o+", "+a+`);
+        const ivec2 pads = ivec2(`+l+", "+h+`);
+
+        void main() {
+          ivec4 coords = getOutputCoords();
+          int batch = coords[0];
+          int d = coords[3];
+
+          ivec2 xRCCorner = coords.yz * strides - pads;
+          int xRCorner = xRCCorner.x;
+          int xCCorner = xRCCorner.y;
+
+          // max/min x(?, ?, d) to get y(yR, yC, d).
+          // ? = to be determined
+          float minMaxValue = 0.0;
+          float minMaxValueFound = 0.0;
+          int minMaxPosition = 0;
+          float avgValue = 0.0;
+
+          for (int wR = 0; wR < `+u+`;
+              wR += `+i+`) {
+            int xR = xRCorner + wR;
+
+            if (xR < 0 || xR >= `+r.inHeight+`) {
+              continue;
+            }
+
+            for (int wC = 0; wC < `+c+`;
+                wC += `+s+`) {
+              int xC = xCCorner + wC;
+
+              if (xC < 0 || xC >= `+r.inWidth+`) {
+                continue;
+              }
+
+              float value = getX(batch, xR, xC, d);
+
+              // If a min / max value has already been found, use it. If not,
+              // use the current value.
+              float currMinMaxValue = mix(
+                  value, minMaxValue, minMaxValueFound);
+              if (value >= currMinMaxValue) {
+                minMaxValue = value;
+                minMaxValueFound = 1.0;
+                minMaxPosition = wR * `+c+` + wC;
+              }
+            }
+          }
+          setOutput(float(minMaxPosition));
+        }
+      `;else{var p=t+"("+t+"("+t+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";t==="avg"&&(p="avgValue / count");var m=4*Math.floor(n/4),v=n%4,g=`
+      if (`+f+`) {
+        avgValue += dot(values, ones);
+      } else {
+        minMaxValue = max(values, minMaxValue);
+      }
+    `;this.userCode=`
+      const ivec2 strides = ivec2(`+o+", "+a+`);
+      const ivec2 pads = ivec2(`+l+", "+h+`);
+      const float initializationValue = `+d+`;
+      const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);
+
+      float count = 0.0;
+
+      float getValue(int batch, int xR, int xC, int d) {
+        if (xC < 0 || xC >= `+r.inWidth+`) {
+          return initializationValue;
+        }
+        count += 1.0;
+        return getX(batch, xR, xC, d);
+      }
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int batch = coords[0];
+        int d = coords[3];
+
+        ivec2 xRCCorner = coords.yz * strides - pads;
+        int xRCorner = xRCCorner.x;
+        int xCCorner = xRCCorner.y;
+
+        // max/min x(?, ?, d) to get y(yR, yC, d).
+        // ? = to be determined
+        vec4 minMaxValue = vec4(`+d+`);
+        float avgValue = 0.0;
+        count = 0.0;
+
+        for (int wR = 0; wR < `+u+`;
+            wR += `+i+`) {
+          int xR = xRCorner + wR;
+
+          if (xR < 0 || xR >= `+r.inHeight+`) {
+            continue;
+          }
+
+          for (int wC = 0; wC < `+m+`; wC += 4) {
+            int xC = xCCorner + wC * `+s+`;
+
+            vec4 values = vec4(
+              getValue(batch, xR, xC, d),
+              getValue(batch, xR, xC + `+s+`, d),
+              getValue(batch, xR, xC + 2 * `+s+`, d),
+              getValue(batch, xR, xC + 3 * `+s+`, d)
+            );
+
+            `+g+`
+          }
+
+          int xC = xCCorner + `+m+`;
+          if (`+(v===1)+`) {
+            vec4 values = vec4(
+              getValue(batch, xR, xC, d),
+              initializationValue,
+              initializationValue,
+              initializationValue
+            );
+
+            `+g+`
+          } else if (`+(v===2)+`) {
+            vec4 values = vec4(
+              getValue(batch, xR, xC, d),
+              getValue(batch, xR, xC + `+s+`, d),
+              initializationValue,
+              initializationValue
+            );
+
+            `+g+`
+          } else if (`+(v===3)+`) {
+            vec4 values = vec4(
+              getValue(batch, xR, xC, d),
+              getValue(batch, xR, xC + `+s+`, d),
+              getValue(batch, xR, xC + 2 * `+s+`, d),
+              initializationValue
+            );
+
+            `+g+`
+          }
+        }
+        setOutput(`+p+`);
+      }
+    `}},ya=function(r,t,e){if(this.variableNames=["x"],t==="avg"&&e)throw new Error("Cannot compute positions for average pool.");var n=r.filterWidth,o=r.strideDepth,a=r.strideHeight,i=r.strideWidth,s=r.dilationDepth,u=r.dilationHeight,c=r.dilationWidth,l=r.effectiveFilterDepth,h=r.effectiveFilterHeight,f=r.effectiveFilterWidth,d=r.padInfo.front,p=r.padInfo.top,m=r.padInfo.left;this.outputShape=r.outShape;var v=t==="avg",g="0.0";if(v||(g="-1.0 / 1e-20"),e)this.userCode=`
+        const ivec3 strides =
+            ivec3(`+o+", "+a+", "+i+`);
+        const ivec3 pads = ivec3(`+d+", "+p+", "+m+`);
+
+        void main() {
+          ivec5 coords = getOutputCoords();
+          int batch = coords.x;
+          int ch = coords.u;
+
+          ivec3 xCorner = ivec3(coords.y, coords.z, coords.w) * strides - pads;
+          int xDCorner = xCorner.x;
+          int xRCorner = xCorner.y;
+          int xCCorner = xCorner.z;
+
+          // max/min x(?, ?, ?, ch) to get y(yD, yR, yC, ch).
+          // ? = to be determined
+          float minMaxValue = 0.0;
+          float minMaxValueFound = 0.0;
+          int minMaxPosition = 0;
+
+          for (int wD = 0; wD < `+l+`;
+              wD += `+s+`) {
+            int xD = xDCorner + wD;
+
+            if (xD < 0 || xD >= `+r.inDepth+`) {
+              continue;
+            }
+
+            for (int wR = 0; wR < `+h+`;
+                wR += `+u+`) {
+              int xR = xRCorner + wR;
+
+              if (xR < 0 || xR >= `+r.inHeight+`) {
+                continue;
+              }
+
+              for (int wC = 0; wC < `+f+`;
+                  wC += `+c+`) {
+                int xC = xCCorner + wC;
+
+                if (xC < 0 || xC >= `+r.inWidth+`) {
+                  continue;
+                }
+
+                float value = getX(batch, xD, xR, xC, ch);
+
+                // If a min / max value has already been found, use it. If not,
+                // use the current value.
+                float currMinMaxValue = mix(
+                    value, minMaxValue, minMaxValueFound);
+                if (value >= currMinMaxValue) {
+                  minMaxValue = value;
+                  minMaxValueFound = 1.0;
+                  minMaxPosition =
+                      wD * `+h+" * "+f+` +
+                      wR * `+f+` + wC;;
+                }
+              }
+            }
+          }
+          setOutput(float(minMaxPosition));
+        }
+      `;else{var x=t+"("+t+"("+t+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";t==="avg"&&(x="avgValue / count");var b=4*Math.floor(n/4),y=n%4,w=`
+      if (`+v+`) {
+        avgValue += dot(values, ones);
+      } else {
+        minMaxValue = max(values, minMaxValue);
+      }
+    `;this.userCode=`
+      const ivec3 strides =
+        ivec3(`+o+", "+a+", "+i+`);
+      const ivec3 pads = ivec3(`+d+", "+p+", "+m+`);
+      const float initializationValue = `+g+`;
+      const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);
+
+      float count = 0.0;
+
+      float getValue(int batch, int xD, int xR, int xC, int ch) {
+        if (xC < 0 || xC >= `+r.inWidth+`) {
+          return initializationValue;
+        }
+        count += 1.0;
+        return getX(batch, xD, xR, xC, ch);
+      }
+
+      void main() {
+        ivec5 coords = getOutputCoords();
+        int batch = coords.x;
+        int ch = coords.u;
+
+        ivec3 xCorner = ivec3(coords.y, coords.z, coords.w) * strides - pads;
+        int xDCorner = xCorner.x;
+        int xRCorner = xCorner.y;
+        int xCCorner = xCorner.z;
+
+        // max/min x(?, ?, ?, d) to get y(yD, yR, yC, ch).
+        // ? = to be determined
+        vec4 minMaxValue = vec4(`+g+`);
+        float avgValue = 0.0;
+        count = 0.0;
+
+        for (int wD = 0; wD < `+l+`;
+            wD += `+s+`) {
+          int xD = xDCorner + wD;
+
+          if (xD < 0 || xD >= `+r.inDepth+`) {
+            continue;
+          }
+
+          for (int wR = 0; wR < `+h+`;
+            wR += `+u+`) {
+            int xR = xRCorner + wR;
+
+            if (xR < 0 || xR >= `+r.inHeight+`) {
+              continue;
+            }
+
+            for (int wC = 0; wC < `+b+`; wC += 4) {
+              int xC = xCCorner + wC * `+c+`;
+
+              vec4 values = vec4(
+                getValue(batch, xD, xR, xC, ch),
+                getValue(batch, xD, xR, xC + `+c+`, ch),
+                getValue(batch, xD, xR, xC + 2 * `+c+`, ch),
+                getValue(batch, xD, xR, xC + 3 * `+c+`, ch)
+              );
+
+              `+w+`
+            }
+
+            int xC = xCCorner + `+b+`;
+            if (`+(y===1)+`) {
+              vec4 values = vec4(
+                getValue(batch, xD, xR, xC, ch),
+                initializationValue,
+                initializationValue,
+                initializationValue
+              );
+
+              `+w+`
+            } else if (`+(y===2)+`) {
+              vec4 values = vec4(
+                getValue(batch, xD, xR, xC, ch),
+                getValue(batch, xD, xR, xC + `+c+`, ch),
+                initializationValue,
+                initializationValue
+              );
+
+              `+w+`
+            } else if (`+(y===3)+`) {
+              vec4 values = vec4(
+                getValue(batch, xD, xR, xC, ch),
+                getValue(batch, xD, xR, xC + `+c+`, ch),
+                getValue(batch, xD, xR, xC + 2 * `+c+`, ch),
+                initializationValue
+              );
+
+              `+w+`
+            }
+          }
+          setOutput(`+x+`);
+        }
+      }
+    `}},sm=function(r,t){this.variableNames=["x"];var e=r.windowSize,n=r.batchSize,o=r.inSize,a=Math.ceil(o/e);this.outputShape=[n,a];var i="0.0",s="";t==="prod"?i="1.0":t==="min"?(i="1.0 / 1e-20",s="min"):t==="max"&&(i="-1.0 / 1e-20",s="max");var u=t+"("+t+"("+t+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";t==="sum"?u="sumValue":t==="prod"?u="prodValue":t==="all"?u="allValue":t==="any"&&(u="anyValue");var c=4*Math.floor(e/4),l=e%4,h=`
+      if (`+(t==="sum")+`) {
+        sumValue += dot(values, ones);
+      } else if (`+(t==="prod")+`) {
+        vec2 tmp = vec2(values[0], values[1]) * vec2(values[2], values[3]);
+        prodValue *= tmp[0] * tmp[1];
+      } else {
+        minMaxValue = `+s+`(values, minMaxValue);
+      }
+    `,f="vec4";t==="all"?(i="1.0",h=`
+        bool reducedAllValue = all(values);
+        float floatedReducedAllValue = float(reducedAllValue);
+        allValue = float(allValue >= 1.0 && floatedReducedAllValue >= 1.0);
+      `,f="bvec4"):t==="any"&&(i="0.0",h=`
+        bool reducedAnyValue = any(values);
+        float floatedReducedAnyValue = float(reducedAnyValue);
+        anyValue = float(anyValue >= 1.0 || floatedReducedAnyValue >= 1.0);
+      `,f="bvec4");var d="";o%e>0&&(d=`
+        if (inIdx < 0 || inIdx >= `+o+`) {
+          return initializationValue;
+        }
+      `),this.userCode=`
+      const float initializationValue = `+i+`;
+      const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);
+
+      float getValue(int batch, int inIdx) {
+        `+d+`
+        return getX(batch, inIdx);
+      }
+
+      void main() {
+        ivec2 coords = getOutputCoords();
+        int batch = coords[0];
+        int outIdx = coords[1];
+        int inOffset = outIdx * `+e+`;
+
+        vec4 minMaxValue = vec4(`+i+`);
+        float prodValue = 1.0;
+        float sumValue = 0.0;
+        float allValue = 1.0;
+        float anyValue = 0.0;
+
+        for (int i = 0; i < `+c+`; i += 4) {
+          int inIdx = inOffset + i;
+          `+f+" values = "+f+`(
+            getValue(batch, inIdx),
+            getValue(batch, inIdx + 1),
+            getValue(batch, inIdx + 2),
+            getValue(batch, inIdx + 3)
+          );
+
+          `+h+`
+        }
+
+        int inIdx = inOffset + `+c+`;
+        if (`+(l===1)+`) {
+          `+f+" values = "+f+`(
+            getValue(batch, inIdx),
+            initializationValue,
+            initializationValue,
+            initializationValue
+          );
+
+          `+h+`
+        } else if (`+(l===2)+`) {
+          `+f+" values = "+f+`(
+            getValue(batch, inIdx),
+            getValue(batch, inIdx + 1),
+            initializationValue,
+            initializationValue
+          );
+
+          `+h+`
+        } else if (`+(l===3)+`) {
+          `+f+" values = "+f+`(
+            getValue(batch, inIdx),
+            getValue(batch, inIdx + 1),
+            getValue(batch, inIdx + 2),
+            initializationValue
+          );
+
+          `+h+`
+        }
+        setOutput(`+u+`);
+      }
+    `},um=function(r,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=r;for(var e="",n=0;n<4;n++){var o="thisRC = rc;";n%2==1&&(o+="thisRC.z += 1;"),n>1&&(o+="thisRC.y += 1;"),e+=`
+        `+o+`
+        `+(n>0?"if(thisRC.y < rows && thisRC.z < cols){":"")+`
+          int flatIndex = getFlatIndex(thisRC);
+
+          ivec3 inputRC = inputCoordsFromReshapedOutCoords(flatIndex);
+          vec2 inputRCInnerDims = vec2(float(inputRC.y),float(inputRC.z));
+
+          result[`+n+`] =
+            getChannel(getA(inputRC.x, inputRC.y, inputRC.z), inputRCInnerDims);
+        `+(n>0?"}":"")+`
+      `}this.userCode=`
+      
+    ivec3 inputCoordsFromReshapedOutCoords(int index) {
+      `+En(["r","c","d"],t)+`
+      return ivec3(r, c, d);
+    }
+  
+      `+Li(r)+`
+
+      void main() {
+        ivec3 rc = getOutputCoords();
+
+        vec4 result = vec4(0.);
+
+        ivec3 thisRC;
+        int rows = `+r[1]+`;
+        int cols = `+r[2]+`;
+
+        `+e+`
+
+        setOutput(result);
+      }
+    `},cm=function(r,t,e){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t.shape;var n=t.shape,o=n[1],a=n[2],i=r.shape,s=i[1],u=i[2],c=[e&&s>1?o-1:o,e&&u>1?a-1:a],l=[e&&s>1?s-1:s,e&&u>1?u-1:u],h=c[0]/l[0],f=c[1]/l[1],d=1/h,p=1/f,m=2*Math.ceil(d)+2,v=2*Math.ceil(p)+2;this.userCode=`
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int d = coords[3];
+        int r = coords[1];
+        int c = coords[2];
+
+        float accumulator = 0.0;
+
+        const float heightScale = float(`+h+`);
+        const float widthScale = float(`+f+`);
+
+        const float invHeightScale = float(`+d+`);
+        const float invWidthScale = float(`+p+`);
+
+        const int winHeight = int(`+m+`);
+        const int winWidth = int(`+v+`);
+
+        // Compute bounds for where in dy we will look
+        float startRLerp = floor(float(r) * invHeightScale);
+        int startDyR = int(startRLerp - float(winHeight / 2));
+
+        float startCLerp = floor(float(c) * invWidthScale);
+        int startDyC = int(startCLerp - float(winWidth / 2));
+
+        // Loop over dy
+        for (int dyROffset = 0; dyROffset < winHeight; dyROffset++) {
+          int dyR = dyROffset + startDyR;
+
+          // Guard against the window exceeding the bounds of dy
+          if (dyR < 0 || dyR >= `+s+`) {
+            continue;
+          }
+
+          for (int dyCOffset = 0; dyCOffset < winWidth; dyCOffset++) {
+            int dyC = dyCOffset + startDyC;
+
+            // Guard against the window exceeding the bounds of dy
+            if (dyC < 0 || dyC >= `+u+`) {
+              continue;
+            }
+
+            float dxR = float(dyR) * heightScale;
+            int topDxRIndex = int(floor(dxR));
+            int bottomDxRIndex = int(min(ceil(dxR), `+(o-1)+`.0));
+            float dxRLerp = dxR - float(topDxRIndex);
+            float inverseDxRLerp = 1.0 - dxRLerp;
+
+            float dxC = float(dyC) * widthScale;
+            int leftDxCIndex = int(floor(dxC));
+            int rightDxCIndex = int(min(ceil(dxC), `+(a-1)+`.0));
+            float dxCLerp = dxC - float(leftDxCIndex);
+            float inverseDxCLerp = 1.0 - dxCLerp;
+
+            if (r == topDxRIndex && c == leftDxCIndex) {
+              // topLeft
+              accumulator +=
+                getDy(b, dyR, dyC, d) * inverseDxRLerp * inverseDxCLerp;
+            }
+
+            if (r == topDxRIndex && c == rightDxCIndex) {
+              // topRight
+              accumulator += getDy(b, dyR, dyC, d) * inverseDxRLerp * dxCLerp;
+            }
+
+            if (r == bottomDxRIndex && c == leftDxCIndex) {
+              // bottomLeft
+              accumulator += getDy(b, dyR, dyC, d) * dxRLerp * inverseDxCLerp;
+            }
+
+            if (r == bottomDxRIndex && c == rightDxCIndex) {
+              // bottomRight
+              accumulator += getDy(b, dyR, dyC, d) * dxRLerp * dxCLerp;
+            }
+          }
+        }
+        // End loop over dy
+
+        setOutput(accumulator);
+      }
+    `},lm=function(r,t,e,n){this.variableNames=["A"],this.outputShape=[];var o=r[0],a=r[1],i=r[2],s=r[3];this.outputShape=[o,t,e,s];var u=[n&&t>1?a-1:a,n&&e>1?i-1:i],c=[n&&t>1?t-1:t,n&&e>1?e-1:e];this.userCode=`
+      const vec2 effectiveInputOverOutputRatioRC = vec2(
+          `+u[0]/c[0]+`,
+          `+u[1]/c[1]+`);
+      const vec2 inputShapeRC = vec2(`+a+".0, "+i+`.0);
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int d = coords[3];
+        ivec2 yRC = coords.yz;
+
+        // Fractional source index.
+        vec2 sourceFracIndexRC = vec2(yRC) * effectiveInputOverOutputRatioRC;
+
+        // Compute the four integer indices.
+        ivec2 sourceFloorRC = ivec2(sourceFracIndexRC);
+        ivec2 sourceCeilRC = ivec2(
+          min(inputShapeRC - 1.0, ceil(sourceFracIndexRC)));
+
+        float topLeft = getA(b, sourceFloorRC.x, sourceFloorRC.y, d);
+        float bottomLeft = getA(b, sourceCeilRC.x, sourceFloorRC.y, d);
+        float topRight = getA(b, sourceFloorRC.x, sourceCeilRC.y, d);
+        float bottomRight = getA(b, sourceCeilRC.x, sourceCeilRC.y, d);
+
+        vec2 fracRC = sourceFracIndexRC - vec2(sourceFloorRC);
+
+        float top = topLeft + (topRight - topLeft) * fracRC.y;
+        float bottom = bottomLeft + (bottomRight - bottomLeft) * fracRC.y;
+        float newValue = top + (bottom - top) * fracRC.x;
+
+        setOutput(newValue);
+      }
+    `},hm=function(r,t,e,n){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[];var o=r[0],a=r[1],i=r[2],s=r[3];this.outputShape=[o,t,e,s];var u=[n&&t>1?a-1:a,n&&e>1?i-1:i],c=[n&&t>1?t-1:t,n&&e>1?e-1:e];this.userCode=`
+      const vec3 effectiveInputOverOutputRatioRC = vec3(
+          `+u[0]/c[0]+`,
+          `+u[1]/c[1]+`,
+          `+u[1]/c[1]+`);
+      const vec3 inputShapeRC = vec3(`+a+".0, "+i+`.0,
+                                     `+i+`.0);
+
+      float getAValue(int b, int r, int c, int d) {
+        return getChannel(getA(b, r, c, d), vec2(c, d));
+      }
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int d = coords[3];
+        // Calculate values for next column in yRC.z.
+        ivec3 yRC = coords.yzz + ivec3(0, 0, 1);
+
+        // Fractional source index.
+        vec3 sourceFracIndexRC = vec3(yRC) * effectiveInputOverOutputRatioRC;
+
+        // Compute the four integer indices.
+        ivec3 sourceFloorRC = ivec3(sourceFracIndexRC);
+        ivec3 sourceCeilRC = ivec3(
+          min(inputShapeRC - 1.0, ceil(sourceFracIndexRC)));
+
+        // Should we calculate next column and row elements in 2x2 packed cell.
+        bool hasNextCol = d < `+(s-1)+`;
+        bool hasNextRow = coords.z < `+(e-1)+`;
+
+        // In parallel, construct four corners for all four components in
+        // packed 2x2 cell.
+        vec4 topLeft = vec4(
+          getAValue(b, sourceFloorRC.x, sourceFloorRC.y, d),
+          hasNextCol ? getAValue(b, sourceFloorRC.x, sourceFloorRC.y, d + 1)
+                     : 0.0,
+          hasNextRow ? getAValue(b, sourceFloorRC.x, sourceFloorRC.z, d)
+                     : 0.0,
+          (hasNextRow && hasNextCol) ?
+            getAValue(b, sourceFloorRC.x, sourceFloorRC.z, d + 1) : 0.0);
+
+        vec4 bottomLeft = vec4(
+          getAValue(b, sourceCeilRC.x, sourceFloorRC.y, d),
+          hasNextCol ? getAValue(b, sourceCeilRC.x, sourceFloorRC.y, d + 1)
+                     : 0.0,
+          hasNextRow ? getAValue(b, sourceCeilRC.x, sourceFloorRC.z, d)
+                     : 0.0,
+          (hasNextRow && hasNextCol) ?
+            getAValue(b, sourceCeilRC.x, sourceFloorRC.z, d + 1) : 0.0);
+
+        vec4 topRight = vec4(
+          getAValue(b, sourceFloorRC.x, sourceCeilRC.y, d),
+          hasNextCol ? getAValue(b, sourceFloorRC.x, sourceCeilRC.y, d + 1)
+                     : 0.0,
+          hasNextRow ? getAValue(b, sourceFloorRC.x, sourceCeilRC.z, d)
+                     : 0.0,
+          (hasNextRow && hasNextCol) ?
+            getAValue(b, sourceFloorRC.x, sourceCeilRC.z, d + 1) : 0.0);
+
+        vec4 bottomRight = vec4(
+          getAValue(b, sourceCeilRC.x, sourceCeilRC.y, d),
+          hasNextCol ? getAValue(b, sourceCeilRC.x, sourceCeilRC.y, d + 1)
+                     : 0.0,
+          hasNextRow ? getAValue(b, sourceCeilRC.x, sourceCeilRC.z, d)
+                     : 0.0,
+          (hasNextRow && hasNextCol) ?
+            getAValue(b, sourceCeilRC.x, sourceCeilRC.z, d + 1) : 0.0);
+
+        vec3 fracRC = sourceFracIndexRC - vec3(sourceFloorRC);
+
+        vec4 top = mix(topLeft, topRight, fracRC.yyzz);
+        vec4 bottom = mix(bottomLeft, bottomRight, fracRC.yyzz);
+        vec4 newValue = mix(top, bottom, fracRC.x);
+
+        setOutput(newValue);
+      }
+    `},fm=function(r,t,e){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t.shape;var n=t.shape,o=n[1],a=n[2],i=r.shape,s=i[1],u=i[2],c=[e&&s>1?o-1:o,e&&u>1?a-1:a],l=[e&&s>1?s-1:s,e&&u>1?u-1:u],h=c[0]/l[0],f=c[1]/l[1],d=1/h,p=1/f,m=2*Math.ceil(d)+2,v=2*Math.ceil(p)+2;this.userCode=`
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int d = coords[3];
+        int r = coords[1];
+        int c = coords[2];
+
+        float accumulator = 0.0;
+
+        const float heightScale = float(`+h+`);
+        const float widthScale = float(`+f+`);
+
+        const float invHeightScale = float(`+d+`);
+        const float invWidthScale = float(`+p+`);
+
+        const int winHeight = int(`+m+`);
+        const int winWidth = int(`+v+`);
+
+        // Compute bounds for where in dy we will look
+        float startRLerp = floor(float(r) * invHeightScale);
+        int startDyR = int(floor(startRLerp - float(winHeight / 2)));
+
+        float startCLerp = floor(float(c) * invWidthScale);
+        int startDyC = int(floor(startCLerp - float(winWidth / 2)));
+
+        // Loop over dy
+        for (int dyROffset = 0; dyROffset < winHeight; dyROffset++) {
+          int dyR = dyROffset + startDyR;
+
+          // Guard against the window exceeding the bounds of dy
+          if (dyR < 0 || dyR >= `+s+`) {
+            continue;
+          }
+
+          for (int dyCOffset = 0; dyCOffset < winWidth; dyCOffset++) {
+            int dyC = dyCOffset + startDyC;
+
+            // Guard against the window exceeding the bounds of dy
+            if (dyC < 0 || dyC >= `+u+`) {
+              continue;
+            }
+
+            float sourceFracRow =
+              float(`+c[0]+`) *
+                (float(dyR) / float(`+l[0]+`));
+
+            float sourceFracCol =
+                float(`+c[1]+`) *
+                  (float(dyC) / float(`+l[1]+`));
+
+            int sourceNearestRow = int(min(
+                float(int(`+o+`) - 1),
+                `+e+` ? float(round(sourceFracRow)) :
+                                  float(floor(sourceFracRow))));
+
+            int sourceNearestCol = int(min(
+                float(int(`+a+`) - 1),
+                `+e+` ? float(round(sourceFracCol)) :
+                                  float(floor(sourceFracCol))));
+
+            if (r == sourceNearestRow && c == sourceNearestCol) {
+              accumulator += getDy(b, dyR, dyC, d);
+            }
+          }
+        }
+        // End loop over dy
+
+        setOutput(accumulator);
+      }
+    `},dm=function(r,t,e,n){this.variableNames=["A"],this.outputShape=[];var o=r[0],a=r[1],i=r[2],s=r[3];this.outputShape=[o,t,e,s];var u=[n&&t>1?a-1:a,n&&e>1?i-1:i],c=[n&&t>1?t-1:t,n&&e>1?e-1:e],l=n?"0.5":"0.0";this.userCode=`
+      const vec2 effectiveInputOverOutputRatioRC = vec2(
+          `+u[0]/c[0]+`,
+          `+u[1]/c[1]+`);
+      const vec2 inputShapeRC = vec2(`+a+".0, "+i+`.0);
+
+      void main() {
+        ivec4 coords = getOutputCoords();
+        int b = coords[0];
+        int d = coords[3];
+        ivec2 yRC = coords.yz;
+
+        // Fractional source index.
+        vec2 sourceFracIndexRC = vec2(yRC) * effectiveInputOverOutputRatioRC;
+
+        // Compute the coordinators of nearest neighbor point.
+        ivec2 sourceNearestRC = ivec2(
+          min(inputShapeRC - 1.0, floor(sourceFracIndexRC + `+l+`)));
+
+        float newValue = getA(b, sourceNearestRC.x, sourceNearestRC.y, d);
+
+        setOutput(newValue);
+      }
+    `},pm=function(r,t){this.variableNames=["x"];var e=r.length;if(e>4)throw new Error("WebGL backend: Reverse of rank-"+e+" tensor is not yet supported");if(this.outputShape=r,e!==1){var n=r.map((function(a,i){return(function(s){return t.indexOf(s)!==-1&&r[s]!==1?r[s]+" - coords["+s+"] - 1":"coords["+s+"]"})(i)})).join(","),o=_e(e);this.userCode=`
+      void main() {
+        `+o+` coords = getOutputCoords();
+        setOutput(getX(`+n+`));
+      }
+    `}else this.userCode=`
+        void main() {
+          int coord = getOutputCoords();
+          setOutput(getX(`+r[0]+` - coord - 1));
+        }
+      `},vm=function(r,t){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0;var e=r.length;if(e>4)throw new Error("WebGL backend: Reverse of rank-"+e+" tensor is not yet supported");this.outputShape=r;var n=rt("rc",e),o=n[e-1]+" + 1 < "+this.outputShape[e-1],a=n[e-2]+" + 1 < "+this.outputShape[e-2],i=_e(e);function s(u){var c=r.map((function(l,h){return(function(f,d){return t.indexOf(f)!==-1&&r[f]!==1?r[f]+" - "+d[f]+" - 1":""+d[f]})(h,u)}));return"getChannel(getX("+c.join(",")+"), vec2("+c.slice(-2).join(",")+"))"}this.userCode=e===1?`
+        void main(){
+          int rc = getOutputCoords();
+          vec4 result = vec4(0.);
+          result.r = getChannel(getX(`+r[0]+` - rc - 1),
+            `+r[0]+` - rc - 1);
+          if(`+o+`){
+              result.g = getChannel(getX(`+r[0]+` - (rc  + 1) - 1),
+                `+r[0]+` - (rc  + 1) - 1);
+          }
+          setOutput(result);
+        }
+      `:`
+        void main() {
+          `+i+` rc = getOutputCoords();
+          vec4 result = vec4(0.);
+          result.r = `+(function(u){return s(u)})(n.slice())+`;
+          if(`+o+`){
+            result.g = `+(function(u){return u[e-1]="("+u[e-1]+" + 1)",s(u)})(n.slice())+`;
+          }
+          if(`+a+`) {
+            result.b = `+(function(u){return u[e-2]="("+u[e-2]+" + 1)",s(u)})(n.slice())+`;
+            if(`+o+`) {
+              result.a = `+(function(u){return u[e-1]="("+u[e-1]+" + 1)",u[e-2]="("+u[e-2]+" + 1)",s(u)})(n.slice())+`;
+            }
+          }
+          setOutput(result);
+        }
+    `},du=function(r,t,e,n,o,a,i){this.variableNames=["updates","indices","defaultValue"],this.outputShape=a;var s=_e(o.length),u=_e(a.length),c="";e===1?c="i":e===2&&(c="i, j");var l="getIndices("+c+")",h="";n===1?h="i":n===2&&(h="i, coords[1]");var f="getUpdates("+h+")",d=t>1?"strides[j]":"strides";this.userCode=`
+        `+s+" strides = "+s+"("+o+`);
+
+        void main() {
+          `+u+` coords = getOutputCoords();
+          float sum = 0.0;
+          bool found = false;
+          for (int i = 0; i < `+r+`; i++) {
+            int flattenedIndex = 0;
+            for (int j = 0; j < `+t+`; j++) {
+              int index = round(`+l+`);
+              flattenedIndex += index * `+d+`;
+            }
+            if (flattenedIndex == coords[0]) {
+              sum += `+f+`;
+              found = true;
+            }
+          }
+          setOutput(mix(getDefaultValue(), sum, float(found)));
+        }
+      `},mm=function(r,t){this.variableNames=["x","segmentIds"];var e=r.windowSize,n=r.batchSize,o=r.inSize,a=r.numSegments,i=a*Math.ceil(o/e);this.outputShape=[n,i];var s=4*Math.floor(e/4),u=e%4,c=`
+        sumValue += dot(values, segFilter);
+    `,l="";o%e>0&&(l=`
+        if (inIdx < 0 || inIdx >= `+o+`) {
+          return initializationValue;
+        }
+      `);var h="";o%e>0&&(h=`
+        if (inIdx < 0 || inIdx >= `+o+`) {
+          return -1.0;
+        }
+      `),this.userCode=`
+      const float initializationValue = 0.0;
+
+      float getValue(int batch, int inIdx) {
+        `+l+`
+        return getX(batch, inIdx);
+      }
+
+      float getSegmentIdAtIndex(int inIdx) {
+        `+h+`
+        return getSegmentIds(inIdx);
+      }
+
+      void main() {
+        ivec2 coords = getOutputCoords();
+        int batch = coords[0];
+        int outIdx = coords[1];
+        int inOffset = int(floor(float(outIdx) / float(
+          `+a+")) * float("+e+`));
+        int currentSeg = int(mod(float(outIdx), float(`+a+`)));
+
+        float sumValue = 0.0;
+
+        for (int i = 0; i < `+s+`; i += 4) {
+          int inIdx = inOffset + i;
+          vec4 values = vec4(
+            getValue(batch, inIdx),
+            getValue(batch, inIdx + 1),
+            getValue(batch, inIdx + 2),
+            getValue(batch, inIdx + 3)
+          );
+
+          vec4 segFilter = vec4(
+            int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,
+            int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,
+            int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0,
+            int(getSegmentIdAtIndex(inIdx + 3)) == currentSeg ? 1 : 0
+          );
+
+          `+c+`
+        }
+
+        int inIdx = inOffset + `+s+`;
+        if (`+(u===1)+`) {
+          vec4 values = vec4(
+            getValue(batch, inIdx),
+            initializationValue,
+            initializationValue,
+            initializationValue
+          );
+
+          int inIdxSeg = int(getSegmentIdAtIndex(inIdx));
+
+          vec4 segFilter = vec4(
+            int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,
+            0,
+            0,
+            0
+          );
+
+          `+c+`
+        } else if (`+(u===2)+`) {
+          vec4 values = vec4(
+            getValue(batch, inIdx),
+            getValue(batch, inIdx + 1),
+            initializationValue,
+            initializationValue
+          );
+
+          vec4 segFilter = vec4(
+            int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,
+            int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,
+              0,
+              0
+          );
+
+          `+c+`
+        } else if (`+(u===3)+`) {
+          vec4 values = vec4(
+            getValue(batch, inIdx),
+            getValue(batch, inIdx + 1),
+            getValue(batch, inIdx + 2),
+            initializationValue
+          );
+
+          vec4 segFilter = vec4(
+            int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,
+            int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,
+            int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0,
+            0
+          );
+
+          `+c+`
+        }
+        setOutput(sumValue);
+      }
+    `},gm=function(r,t,e){var n,o;if(this.variableNames=["c","a","b"],this.outputShape=t,e>4)throw Error("Where for rank "+e+" is not yet supported");if(e===1)o="resRC",n="resRC";else{for(var a=["resRC.x","resRC.y","resRC.z","resRC.w"],i=[],s=[],u=0;u<t.length;u++)s.push(""+a[u]),u<r&&i.push(""+a[u]);n=i.join(),o=s.join()}var c=_e(e);this.userCode=`
+      void main() {
+        `+c+` resRC = getOutputCoords();
+        float cVal = getC(`+n+`);
+        if (cVal >= 1.0) {
+          setOutput(getA(`+o+`));
+        } else {
+          setOutput(getB(`+o+`));
+        }
+      }
+    `},ym=(function(){function r(t){this.variableNames=["source"],this.outputShape=t,this.rank=t.length;var e,n=_e(this.rank),o="uniform int start["+this.rank+"];",a=(function(i){if(i===1)return"sourceLoc";if(i<=6)return xa.slice(0,i).map((function(s){return"sourceLoc."+s})).join(",");throw Error("Slicing for rank "+i+" is not yet supported")})(this.rank);e=`
+        `+n+` sourceLoc;
+        `+n+` coords = getOutputCoords();
+        `+t.map((function(i,s){return"sourceLoc."+xa[s]+" = start["+s+"] + coords."+xa[s]+";"})).join(`
+`)+`
+      `,this.userCode=`
+      `+o+`
+      void main() {
+        `+e+`
+        setOutput(getSource(`+a+`));
+      }
+    `}return r.prototype.getCustomSetupFunc=function(t){var e=this;if(t.length!==this.rank)throw Error("The rank ("+this.rank+") of the program must match the length of start ("+t.length+")");return function(n,o){e.startLoc==null&&(e.startLoc=n.getUniformLocationNoThrow(o,"start"),e.startLoc==null)||n.gl.uniform1iv(e.startLoc,t)}},r})(),xa=["x","y","z","w","u","v"],xm=(function(){function r(t){this.variableNames=["source"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t,this.rank=t.length;var e=_e(this.rank),n=rt("coords",this.rank),o=rt("sourceLoc",this.rank),a=this.rank===1?"sourceLoc":"vec2("+o.slice(-2).join()+")",i="getChannel(getSource("+o.join()+"), "+a+")",s=`
+      result.x = `+i+`;
+      if (++`+n[this.rank-1]+" < "+t[this.rank-1]+`) {
+        ++`+o[this.rank-1]+`;
+        result.y = `+i+`;
+        --`+o[this.rank-1]+`;
+      }
+    `,u=this.rank===1?"":`
+      --`+n[this.rank-1]+`;
+      if (++`+n[this.rank-2]+" < "+t[this.rank-2]+`) {
+        ++`+o[this.rank-2]+`;
+        result.z = `+i+`;
+        if (++`+n[this.rank-1]+" < "+t[this.rank-1]+`) {
+          ++`+o[this.rank-1]+`;
+          result.w = `+i+`;
+        }
+      }
+    `,c=this.rank<=4?`sourceLoc = coords +
+            `+e+"("+t.map((function(l,h){return"start["+h+"]"})).join()+");":t.map((function(l,h){return o[h]+" = "+n[h]+" + start["+h+"];"})).join(`
+`);this.userCode=`
+      uniform int start[`+this.rank+`];
+      void main() {
+        `+e+` coords = getOutputCoords();
+        `+e+` sourceLoc;
+        `+c+`
+        vec4 result = vec4(0.);
+        `+s+`
+        `+u+`
+        setOutput(result);
+      }
+    `}return r.prototype.getCustomSetupFunc=function(t){var e=this;if(t.length!==this.rank)throw Error("The rank ("+this.rank+") of the program must match the length of start ("+t.length+")");return function(n,o){e.startLoc==null&&(e.startLoc=n.getUniformLocationNoThrow(o,"start"),e.startLoc==null)||n.gl.uniform1iv(e.startLoc,t)}},r})(),bm=function(r,t,e){this.variableNames=["x"],this.outputShape=e;var n=e.length,o=_e(e.length),a=_e(e.length),i="";if(n===1)i="coords * strides + begin";else{var s=0;i=e.map((function(u,c){return s++,e.length===1?"coords * strides["+c+"] + begin["+c+"]":"coords["+(s-1)+"] * strides["+c+"] + begin["+c+"]"})).join(",")}this.userCode=`
+      `+o+" begin = "+o+"("+r+`);
+      `+o+" strides = "+o+"("+t+`);
+
+      void main() {
+        `+a+` coords = getOutputCoords();
+        setOutput(getX(`+i+`));
+      }
+    `},wm=(function(){function r(t){this.gpgpu=t,this.numUsedTextures=0,this.numFreeTextures=0,this.freeTextures={},this.logEnabled=!1,this.usedTextures={}}return r.prototype.acquireTexture=function(t,e,n){var o,a=pu(e,n),i=vu(t,a,n);if(i in this.freeTextures||(this.freeTextures[i]=[]),i in this.usedTextures||(this.usedTextures[i]=[]),this.freeTextures[i].length>0){this.numFreeTextures--,this.numUsedTextures++,this.log();var s=this.freeTextures[i].shift();return this.usedTextures[i].push(s),s}return this.numUsedTextures++,this.log(),a===it.PACKED_2X2_FLOAT32?o=this.gpgpu.createPackedMatrixTexture(t[0],t[1]):a===it.PACKED_2X2_FLOAT16?o=this.gpgpu.createFloat16PackedMatrixTexture(t[0],t[1]):a===it.UNPACKED_FLOAT32?o=this.gpgpu.createFloat32MatrixTexture(t[0],t[1]):a===it.UNPACKED_FLOAT16?o=this.gpgpu.createFloat16MatrixTexture(t[0],t[1]):a===it.PACKED_4X1_UNSIGNED_BYTE&&(o=this.gpgpu.createUnsignedBytesMatrixTexture(t[0],t[1])),this.usedTextures[i].push(o),o},r.prototype.releaseTexture=function(t,e,n,o){if(this.freeTextures!=null){var a=vu(e,pu(n,o),o);a in this.freeTextures||(this.freeTextures[a]=[]),this.freeTextures[a].push(t),this.numFreeTextures++,this.numUsedTextures--;var i=this.usedTextures[a],s=i.indexOf(t);if(s<0)throw new Error("Cannot release a texture that was never provided by this texture manager");i.splice(s,1),this.log()}},r.prototype.log=function(){if(this.logEnabled){var t=this.numFreeTextures+this.numUsedTextures;console.log("Free/Used",this.numFreeTextures+" / "+this.numUsedTextures,"("+t+")")}},r.prototype.getNumUsedTextures=function(){return this.numUsedTextures},r.prototype.getNumFreeTextures=function(){return this.numFreeTextures},r.prototype.dispose=function(){var t=this;if(this.freeTextures!=null){for(var e in this.freeTextures)this.freeTextures[e].forEach((function(n){t.gpgpu.deleteMatrixTexture(n)}));for(var e in this.usedTextures)this.usedTextures[e].forEach((function(o){t.gpgpu.deleteMatrixTexture(o)}));this.freeTextures=null,this.usedTextures=null,this.numUsedTextures=0,this.numFreeTextures=0}},r})();function pu(r,t){if(r===ct.UPLOAD)return it.PACKED_2X2_FLOAT32;if(r===ct.RENDER||r==null)return(function(e){return M().getBool("WEBGL_RENDER_FLOAT32_ENABLED")?e?it.PACKED_2X2_FLOAT32:it.UNPACKED_FLOAT32:e?it.PACKED_2X2_FLOAT16:it.UNPACKED_FLOAT16})(t);if(r===ct.DOWNLOAD||r===ct.PIXELS)return it.PACKED_4X1_UNSIGNED_BYTE;throw new Error("Unknown logical texture type "+r)}function vu(r,t,e){return r[0]+"_"+r[1]+"_"+t+"_"+e}var Cm=function(r,t){this.variableNames=["A"];for(var e=new Array(r.length),n=0;n<e.length;n++)e[n]=r[n]*t[n];this.outputShape=e,this.rank=e.length;var o=_e(this.rank),a=(function(i){var s=i.length;if(s>5)throw Error("Tile for rank "+s+" is not yet supported");if(s===1)return"imod(resRC, "+i[0]+")";for(var u=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u"],c=[],l=0;l<i.length;l++)c.push("imod("+u[l]+", "+i[l]+")");return c.join()})(r);this.userCode=`
+      void main() {
+        `+o+` resRC = getOutputCoords();
+        setOutput(getA(`+a+`));
+      }
+    `},_m=function(r,t){this.variableNames=["A"];for(var e=new Array(r.length),n=0;n<e.length;n++)e[n]=r[t[n]];this.outputShape=e,this.rank=e.length;var o=_e(this.rank),a=(function(i){var s=i.length;if(s>6)throw Error("Transpose for rank "+s+" is not yet supported");for(var u=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u","resRC.v"],c=new Array(s),l=0;l<i.length;l++)c[i[l]]=u[l];return c.join()})(t);this.userCode=`
+    void main() {
+      `+o+` resRC = getOutputCoords();
+      setOutput(getA(`+a+`));
+    }
+    `},Em=function(r,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0;for(var e=new Array(r.length),n=0;n<e.length;n++)e[n]=r[t[n]];if(this.outputShape=e,this.rank=e.length,this.rank>6)throw Error("Packed transpose for rank "+this.rank+" is not yet supported.");var o=_e(this.rank),a=yl("rc",this.rank),i=new Array(this.rank);for(n=0;n<t.length;n++)i[t[n]]=a[n];var s="vec2("+i.slice(-2).join()+")",u="++"+a[this.rank-1]+" < "+e[this.rank-1],c="getChannel(getA("+i.join()+"), "+s+")";this.userCode=`
+    void main() {
+      `+o+` rc = getOutputCoords();
+      vec4 result = vec4(0.);
+      result[0] = `+c+`;
+      if(`+u+`) {
+        result[1] = `+c+`;
+      }
+      --`+a[this.rank-1]+`;
+      if(++`+a[this.rank-2]+" < "+e[this.rank-2]+`) {
+        result[2] = `+c+`;
+        if(`+u+`) {
+          result[3] = `+c+`;
+        }
+      }
+      setOutput(result);
+    }
+    `},Wi=1.7580993408473768,zi=1.0507009873554805,ae=function(r,t){this.variableNames=["A"],this.outputShape=r,this.userCode=`
+      float unaryOperation(float x) {
+        `+t+`
+      }
+
+      void main() {
+        float x = getAAtOutCoords();
+        float y = unaryOperation(x);
+
+        setOutput(y);
+      }
+    `},Rt="if (isnan(x)) return x;",Im="return x;",mu="return abs(x);",zl=Rt+`
+  return (x < 0.0) ? 0.0 : x;
+`,Ul=Rt+`
+  return (x < 0.0) ? 0.0 : min(6.0, x);
+`,Vl="return (x >= 0.0) ? x : (exp(x) - 1.0);",Rm=`
+  // Stable and Attracting Fixed Point (0, 1) for Normalized Weights.
+  // see: https://arxiv.org/abs/1706.02515
+  float scaleAlpha = `+Wi+`;
+  float scale = `+zi+`;
+  return (x >= 0.0) ? scale * x : scaleAlpha * (exp(x) - 1.0);
+`,gu="return -x;",yu="return ceil(x);",xu="return floor(x);",bu="return exp(x);",wu="return exp(x) - 1.0;",km=Rt+`
+  return sin(x);
+`,Sm=Rt+`
+  return cos(x);
+`,Am=Rt+`
+  if (abs(x) > 1.) {
+    return NAN;
+  }
+  return asin(x);
+`,Dm=Rt+`
+  if (abs(x) > 1.) {
+    return NAN;
+  }
+  return acos(x);
+`,Tm=Rt+`
+  return atan(x);
+`,Fm=Rt+"return log(x + sqrt(x * x + 1.0));",Nm=Rt+`
+  if (x < 1.0) return NAN;
+  return log(x + sqrt(x * x - 1.0));`,Pm=Rt+`
+  if ((x < -1.0) || (x > 1.0)) return NAN;
+  return (log(1.0 + x) - log(1.0 - x)) / 2.0;`,Qr="return x;",Mm="return x;",Gl=`
+  vec4 result = x * vec4(greaterThanEqual(x, vec4(0.0)));
+  bvec4 isNaN = isnan(x);
+
+  result.r = isNaN.r ? x.r : result.r;
+  result.g = isNaN.g ? x.g : result.g;
+  result.b = isNaN.b ? x.b : result.b;
+  result.a = isNaN.a ? x.a : result.a;
+
+  return result;
+`,Hl=`
+  vec4 result = min(x, vec4(6.)) * vec4(greaterThanEqual(x, vec4(0.0)));
+  bvec4 isNaN = isnan(x);
+
+  result.r = isNaN.r ? x.r : result.r;
+  result.g = isNaN.g ? x.g : result.g;
+  result.b = isNaN.b ? x.b : result.b;
+  result.a = isNaN.a ? x.a : result.a;
+
+  return result;
+`,ql=`
+  vec4 result;
+
+  result.r = (x.r >= 0.0) ? x.r : (exp(x.r) - 1.0);
+  result.g = (x.g >= 0.0) ? x.g : (exp(x.g) - 1.0);
+  result.b = (x.b >= 0.0) ? x.b : (exp(x.b) - 1.0);
+  result.a = (x.a >= 0.0) ? x.a : (exp(x.a) - 1.0);
+
+  return result;
+`,dr=function(r,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=r,this.userCode=`
+      vec4 unaryOperation(vec4 x) {
+        `+t+`
+      }
+
+      void main() {
+        vec4 x = getAAtOutCoords();
+        vec4 y = unaryOperation(x);
+
+        setOutput(y);
+      }
+    `},Om=function(r){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!1,this.outputShape=r;var t=r.length,e=rt("rc",t),n=_e(t),o=(function(s,u){if(s===1)return"rc";for(var c="",l=0;l<s;l++)c+=u[l],l<s-1&&(c+=",");return c})(t,e),a=e.slice(-2),i=t<=1?"rc":"vec2("+a.join(",")+")";this.userCode=`
+      void main() {
+        `+n+` rc = getOutputCoords();
+        vec4 packedInput = getA(`+o+`);
+
+        setOutput(getChannel(packedInput, `+i+`));
+      }
+    `},Zr={};function eo(r,t){if(t===void 0&&(t=!1),r==="linear")return t?Mm:Im;if(r==="relu")return t?Gl:zl;if(r==="elu")return t?ql:Vl;if(r==="relu6")return t?Hl:Ul;if(r==="prelu")return t?Cl:wl;throw new Error("Activation "+r+" has not been implemented for the WebGL backend.")}var Bm=600,jl=(function(r){function t(e){var n,o=r.call(this)||this;if(o.pendingRead=new WeakMap,o.pendingDisposal=new WeakSet,o.dataRefCount=new WeakMap,o.numBytesInGPU=0,o.uploadWaitMs=0,o.downloadWaitMs=0,o.warnedAboutMemory=!1,o.pendingDeletes=0,o.disposed=!1,!M().getBool("HAS_WEBGL"))throw new Error("WebGL is not supported on this device");if(e==null){var a=Bt(M().getNumber("WEBGL_VERSION"));o.binaryCache=((n=M().getNumber("WEBGL_VERSION"))in Zr||(Zr[n]={}),Zr[n]),o.gpgpu=new Wl(a),o.canvas=a.canvas,o.gpgpuCreatedLocally=!0}else o.gpgpu=e,o.binaryCache={},o.gpgpuCreatedLocally=!1,o.canvas=e.gl.canvas;return o.textureManager=new wm(o.gpgpu),o.numMBBeforeWarning=M().global.screen==null?1024:M().global.screen.height*M().global.screen.width*window.devicePixelRatio*Bm/1024/1024,o.texData=new Di(o,A),o}return _t(t,r),t.prototype.numDataIds=function(){return this.texData.numDataIds()+(this.cpuBackend?this.cpuBackend.numDataIds():0)-this.pendingDeletes},t.prototype.write=function(e,n,o){if(M().getBool("DEBUG")&&this.checkNumericalProblems(e),o==="complex64"&&e!=null)throw new Error("Cannot write to a complex64 dtype. Please use tf.complex(real, imag).");var a={};return this.texData.set(a,{shape:n,dtype:o,values:e,usage:ct.UPLOAD}),a},t.prototype.move=function(e,n,o,a){if(M().getBool("DEBUG")&&this.checkNumericalProblems(n),a==="complex64")throw new Error("Cannot write to a complex64 dtype. Please use tf.complex(real, imag).");this.texData.set(e,{shape:o,dtype:a,values:n,usage:ct.UPLOAD})},t.prototype.readSync=function(e){var n=this.texData.get(e),o=n.values,a=n.dtype,i=n.complexTensors,s=n.slice,u=n.shape,c=n.isPacked;if(s!=null){var l=void 0;l=c?new dr(u,Qr):new ae(u,Qr);var h=this.runWebGLProgram(l,[{dataId:e,shape:u,dtype:a}],a),f=this.readSync(h.dataId);return this.disposeData(h.dataId),f}if(o!=null)return this.convertAndCacheOnCPU(e);if(a==="string")return o;var d,p,m=this.activeTimers!=null;return m&&(d=gt()),a==="complex64"?p=Ya(i.real.dataSync(),i.imag.dataSync()):p=this.getValuesFromTexture(e),m&&(this.downloadWaitMs+=gt()-d),this.convertAndCacheOnCPU(e,p)},t.prototype.read=function(e){return J(this,void 0,void 0,(function(){var n,o,a,i,s,u,c,l,h,f,d,p,m,v,g,x,b,y,w,_,S,k;return Q(this,(function(I){switch(I.label){case 0:if(this.pendingRead.has(e))return n=this.pendingRead.get(e),[2,new Promise((function(R){return n.push(R)}))];if(o=this.texData.get(e),a=o.values,i=o.shape,s=o.slice,u=o.dtype,c=o.complexTensors,l=o.isPacked,s!=null)return h=void 0,h=l?new dr(i,Qr):new ae(i,Qr),f=this.runWebGLProgram(h,[{dataId:e,shape:i,dtype:u}],u),d=this.read(f.dataId),this.disposeData(f.dataId),[2,d];if(a!=null)return[2,this.convertAndCacheOnCPU(e)];if(!M().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED")&&M().getNumber("WEBGL_VERSION")===2)throw new Error("tensor.data() with WEBGL_DOWNLOAD_FLOAT_ENABLED=false and WEBGL_VERSION=2 not yet supported.");return p=null,u!=="complex64"&&M().get("WEBGL_BUFFER_SUPPORTED")&&(m=this.decode(e),v=this.texData.get(m.dataId),p=(k=this.gpgpu).createBufferFromTexture.apply(k,[v.texture].concat(gr(i)))),this.pendingRead.set(e,[]),u==="complex64"?[3,2]:[4,this.gpgpu.createAndWaitForFence()];case 1:I.sent(),I.label=2;case 2:return u!=="complex64"?[3,4]:[4,Promise.all([c.real.data(),c.imag.data()])];case 3:return x=I.sent(),b=x[0],y=x[1],g=Ya(b,y),[3,5];case 4:p==null?g=this.getValuesFromTexture(e):(w=Z(i),g=this.gpgpu.downloadFloat32MatrixFromBuffer(p,w)),I.label=5;case 5:return m!=null&&this.disposeData(m.dataId),_=this.convertAndCacheOnCPU(e,g),S=this.pendingRead.get(e),this.pendingRead.delete(e),S.forEach((function(R){return R(_)})),this.pendingDisposal.has(e)&&(this.pendingDisposal.delete(e),this.disposeData(e),this.pendingDeletes--),[2,_]}}))}))},t.prototype.checkNumericalProblems=function(e){if(e!=null)for(var n=0;n<e.length;n++){var o=e[n];if(!uc(o))throw M().getBool("WEBGL_RENDER_FLOAT32_CAPABLE")?Error("The value "+o+" cannot be represented with your current settings. Consider enabling float32 rendering: 'tf.env().set('WEBGL_RENDER_FLOAT32_ENABLED', true);'"):Error("The value "+o+" cannot be represented on this device.")}},t.prototype.getValuesFromTexture=function(e){var n,o=this.texData.get(e),a=o.shape,i=o.dtype,s=o.isPacked,u=Z(a);if(M().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED")){var c=this.decode(e),l=this.texData.get(c.dataId),h=(n=this.gpgpu).downloadMatrixFromPackedTexture.apply(n,[l.texture].concat(gr(a))).subarray(0,u);return this.disposeData(c.dataId),h}var f=M().getBool("WEBGL_PACK")&&s===!0,d=f?fo(a):a,p=f?new Uv(d):new zv(d),m=this.runWebGLProgram(p,[{shape:d,dtype:i,dataId:e}],"float32"),v=this.texData.get(m.dataId),g=this.gpgpu.downloadByteEncodedFloatMatrixFromOutputTexture(v.texture,v.texShape[0],v.texShape[1]).subarray(0,u);return this.disposeData(m.dataId),g},t.prototype.time=function(e){return J(this,void 0,void 0,(function(){var n,o,a,i,s,u,c;return Q(this,(function(l){switch(l.label){case 0:return n=this.activeTimers,o=[],a=!1,this.programTimersStack==null?(this.programTimersStack=o,a=!0):this.activeTimers.push(o),this.activeTimers=o,e(),i=Yt(this.activeTimers.map((function(h){return h.query}))).filter((function(h){return h!=null})),s=Yt(this.activeTimers.map((function(h){return h.name}))).filter((function(h){return h!=null})),this.activeTimers=n,a&&(this.programTimersStack=null),u={uploadWaitMs:this.uploadWaitMs,downloadWaitMs:this.downloadWaitMs,kernelMs:null,wallMs:null},M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?[4,Promise.all(i)]:[3,2];case 1:return c=l.sent(),u.kernelMs=ju(c),u.getExtraProfileInfo=function(){return c.map((function(h,f){return{name:s[f],ms:h}})).map((function(h){return h.name+": "+h.ms})).join(", ")},[3,3];case 2:u.kernelMs={error:"WebGL query timers are not supported in this environment."},l.label=3;case 3:return this.uploadWaitMs=0,this.downloadWaitMs=0,[2,u]}}))}))},t.prototype.memory=function(){return{unreliable:!1,numBytesInGPU:this.numBytesInGPU}},t.prototype.startTimer=function(){return M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?this.gpgpu.beginQuery():{startMs:gt(),endMs:null}},t.prototype.endTimer=function(e){return M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?(this.gpgpu.endQuery(),e):(e.endMs=gt(),e)},t.prototype.getQueryTime=function(e){return J(this,void 0,void 0,(function(){var n;return Q(this,(function(o){return M().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?[2,this.gpgpu.waitForQueryAndGetTime(e)]:[2,(n=e).endMs-n.startMs]}))}))},t.prototype.disposeData=function(e){if(!this.pendingDisposal.has(e)){if(this.pendingRead.has(e))return this.pendingDisposal.add(e),void this.pendingDeletes++;if(this.texData.has(e)){this.releaseGPUData(e);var n=this.texData.get(e).complexTensors;n!=null&&(n.real.dispose(),n.imag.dispose()),this.texData.delete(e)}}},t.prototype.releaseGPUData=function(e){var n=this.texData.get(e),o=n.texture,a=n.dtype,i=n.texShape,s=n.usage,u=n.isPacked,c=n.slice,l=c&&c.origDataId||e,h=this.dataRefCount.get(l);h>1?this.dataRefCount.set(l,h-1):(this.dataRefCount.delete(l),o!=null&&(this.numBytesInGPU-=this.computeBytes(i,a),this.textureManager.releaseTexture(o,i,s,u)));var f=this.texData.get(e);f.texture=null,f.texShape=null,f.isPacked=!1,f.slice=null},t.prototype.getTexture=function(e){return this.uploadToGPU(e),this.texData.get(e).texture},t.prototype.getDataInfo=function(e){return this.texData.get(e)},t.prototype.getCPUBackend=function(){return M().getBool("WEBGL_CPU_FORWARD")?(this.cpuBackend==null&&(this.cpuBackend=A.findBackend("cpu")),this.cpuBackend):null},t.prototype.shouldExecuteOnCPU=function(e,n){var o=this;return n===void 0&&(n=128),this.getCPUBackend()!=null&&e.every((function(a){return o.texData.get(a.dataId).texture==null&&a.size<n}))},t.prototype.getGPGPUContext=function(){return this.gpgpu},t.prototype.complex=function(e,n){var o=this.makeOutput(e.shape,"complex64");return this.texData.get(o.dataId).complexTensors={real:A.keep(e.clone()),imag:A.keep(n.clone())},o},t.prototype.real=function(e){return this.texData.get(e.dataId).complexTensors.real.clone()},t.prototype.imag=function(e){return this.texData.get(e.dataId).complexTensors.imag.clone()},t.prototype.slice=function(e,n,o){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.slice(e,n,o);if(Z(o)===0)return Ge([],o,e.dtype);var a=this.texData.get(e.dataId).isPacked,i=Si(e.shape,n,o);if(a||!i){var s=M().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new xm(o):new ym(o),u=s.getCustomSetupFunc(n);return this.compileAndRun(s,[e],null,u)}return this.uploadToGPU(e.dataId),this.shallowSlice(e,n,o)},t.prototype.shallowSlice=function(e,n,o){var a=this.texData.get(e.dataId),i=this.makeOutput(o,e.dtype),s=this.texData.get(i.dataId);Object.assign(s,a),s.shape=o,s.dtype=e.dtype;var u=Ai(n,e.strides);a.slice&&(u+=a.slice.flatOffset),s.slice={flatOffset:u,origDataId:a.slice&&a.slice.origDataId||e.dataId};var c=this.dataRefCount.get(s.slice.origDataId)||1;return this.dataRefCount.set(s.slice.origDataId,c+1),i},t.prototype.stridedSlice=function(e,n,o,a){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.stridedSlice(e,n,o,a);var i=Oo(n,o,a);if(i.some((function(u){return u===0})))return Ge([],i);var s=new bm(n,a,i);return this.compileAndRun(s,[e])},t.prototype.reverse=function(e,n){var o=M().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new vm(e.shape,n):new pm(e.shape,n);return this.compileAndRun(o,[e])},t.prototype.concat=function(e,n){if(e[0].dtype==="complex64"){var o=e.map((function(d){return ut(d)})),a=e.map((function(d){return yt(d)}));return Ue(this.concat(o,n),this.concat(a,n))}if(this.shouldExecuteOnCPU(e))return this.cpuBackend.concat(e,n);if(e.length===1)return e[0];if(e.length>M().getNumber("WEBGL_MAX_TEXTURES_IN_SHADER")){var i=Math.floor(e.length/2),s=this.concat(e.slice(0,i),n),u=this.concat(e.slice(i),n);return this.concat([s,u],n)}if(M().getBool("WEBGL_PACK_ARRAY_OPERATIONS")&&e[0].rank>1){var c=new Rv(e.map((function(d){return d.shape})),n);return this.compileAndRun(c,e)}var l=Dn(e.map((function(d){return d.shape})),n),h=e.map((function(d){return d.as2D(-1,Z(d.shape.slice(n)))})),f=new Iv(h.map((function(d){return d.shape})));return this.compileAndRun(f,h).reshape(l)},t.prototype.neg=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.neg(e);if(M().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,gu,e.dtype);var n=new ae(e.shape,gu);return this.compileAndRun(n,[e])},t.prototype.batchMatMul=function(e,n,o,a){var i=o?e.shape[2]:e.shape[1],s=a?n.shape[1]:n.shape[2],u=o?e.shape[1]:e.shape[2],c=e.shape[0];if((i===1||s===1)&&u>1e3){o&&(e=e.transpose([0,2,1])),a&&(n=n.transpose([0,2,1]));var l=s===1?e:e.as3D(c,u,1),h=s===1?2:1,f=s===1?n.as3D(c,1,u):n;return this.multiply(l,f).sum(h,!0)}var d=Ve(e.dtype,n.dtype),p=new ma(e.shape,[c,i,s],o,a);return this.compileAndRun(p,[e,n],d)},t.prototype.fusedBatchMatMul=function(e){var n=e.a,o=e.b,a=e.transposeA,i=e.transposeB,s=e.bias,u=e.activation,c=e.preluActivationWeights,l=a?n.shape[2]:n.shape[1],h=i?o.shape[1]:o.shape[2],f=n.shape[0],d=Ve(n.dtype,o.dtype),p=s!=null,m=c!=null,v=u?eo(u,!0):null,g=new ma(n.shape,[f,l,h],a,i,p,v,m),x=[n,o];return s&&x.push(s),c&&x.push(c),this.compileAndRun(g,x,d)},t.prototype.multiply=function(e,n){if(e.dtype==="complex64"){var o=this.texData.get(e.dataId),a=this.texData.get(n.dataId),i=new au(bv,e.shape,n.shape),s=new au(wv,e.shape,n.shape),u=[this.makeComplexComponentTensorInfo(e,o.complexTensors.real),this.makeComplexComponentTensorInfo(e,o.complexTensors.imag),this.makeComplexComponentTensorInfo(n,a.complexTensors.real),this.makeComplexComponentTensorInfo(n,a.complexTensors.imag)],c=this.compileAndRun(i,u),l=this.compileAndRun(s,u),h=this.complex(c,l);return c.dispose(),l.dispose(),h}if(this.shouldExecuteOnCPU([e,n]))return this.cpuBackend.multiply(e,n);if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,iu,e.dtype);var f=new Ae(iu,e.shape,n.shape);return this.compileAndRun(f,[e,n],e.dtype)},t.prototype.batchNormalization=function(e,n,o,a,i,s){var u=[e,n,o],c=null;s!=null&&(c=s.shape,u.push(s));var l=null;if(i!=null&&(l=i.shape,u.push(i)),M().getBool("WEBGL_PACK_NORMALIZATION")){var h=new xv(e.shape,n.shape,o.shape,c,l,a);return this.compileAndRun(h,u)}var f=new yv(e.shape,n.shape,o.shape,c,l,a);return this.compileAndRun(f,u)},t.prototype.localResponseNormalization4D=function(e,n,o,a,i){var s=M().getBool("WEBGL_PACK_NORMALIZATION")?new Zv(e.shape,n,o,a,i):new Jv(e.shape,n,o,a,i);return this.compileAndRun(s,[e])},t.prototype.LRNGrad=function(e,n,o,a,i,s,u){var c=new Qv(n.shape,a,i,s,u);return this.compileAndRun(c,[n,o,e])},t.prototype.tile=function(e,n){if(e.dtype==="string"){var o=this.readSync(e.dataId).map((function(i){return Cr(i)}));return ml(re(e.shape,e.dtype,o),n)}var a=new Cm(e.shape,n);return this.compileAndRun(a,[e])},t.prototype.pad=function(e,n,o){var a=M().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new im(e.shape,n,o):new am(e.shape,n,o);return this.compileAndRun(a,[e])},t.prototype.transpose=function(e,n){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.transpose(e,n);var o=M().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new Em(e.shape,n):new _m(e.shape,n);return this.compileAndRun(o,[e])},t.prototype.gather=function(e,n,o){if(this.shouldExecuteOnCPU([e,n]))return this.cpuBackend.gather(e,n,o);var a=new Kv(e.shape,n.size,o);return this.compileAndRun(a,[e,n])},t.prototype.batchToSpaceND=function(e,n,o){E(e.rank<=4,(function(){return"batchToSpaceND for rank > 4 with a WebGL backend not implemented yet"}));var a=n.reduce((function(h,f){return h*f})),i=wo(e.shape,n,a),s=Co(i.length,n.length),u=_o(e.shape,n,a),c=al(o,n.length),l=il(u,o,n.length);return e.reshape(i).transpose(s).reshape(u).slice(c,l)},t.prototype.spaceToBatchND=function(e,n,o){E(e.rank<=4,(function(){return"spaceToBatchND for rank > 4 with a WebGL backend not implemented yet"}));var a=n.reduce((function(f,d){return f*d})),i=[[0,0]];i.push.apply(i,o);for(var s=1+n.length;s<e.shape.length;++s)i.push([0,0]);var u=e.pad(i),c=wo(u.shape,n,a,!1),l=Co(c.length,n.length,!1),h=_o(u.shape,n,a,!1);return u.reshape(c).transpose(l).reshape(h)},t.prototype.reduce=function(e,n,o){var a=e.shape[0],i=e.shape[1],s=po(i),u=new sm({windowSize:s,inSize:i,batchSize:a},n),c=this.compileAndRun(u,[e],o);return c.shape[1]===1?c:this.reduce(c,n,o)},t.prototype.argReduce=function(e,n,o){o===void 0&&(o=null);var a=e.shape[0],i=e.shape[1];o!=null&&(a=o.shape[0],i=o.shape[1]);var s=po(i),u=new cv({windowSize:s,inSize:i,batchSize:a},n,o==null),c=[e];o!=null&&c.push(o);var l=this.compileAndRun(u,c,"int32");return l.shape[1]===1?l:this.argReduce(e,n,l)},t.prototype.argReducePacked=function(e,n,o){o===void 0&&(o=null);var a=o!=null?o.shape:e.shape,i=po(a[a.length-1]),s=new vv(a,i,n,o==null),u=o==null?[e]:[e,o],c=this.compileAndRun(s,u,"int32");return c.rank===e.rank?this.argReducePacked(e,n,c):c},t.prototype.sum=function(e,n){nt("sum",n,e.rank);var o=qe(e.shape,n),a=o[0],i=Z(o[1]),s=e.as2D(-1,i),u=so(e.dtype);return this.reduce(s,"sum",u).reshape(a)},t.prototype.prod=function(e,n){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.prod(e,n);var o=qe(e.shape,n),a=o[0],i=Z(o[1]),s=e.as2D(-1,i),u=so(e.dtype);return this.reduce(s,"prod",u).reshape(a)},t.prototype.unsortedSegmentSum=function(e,n,o){var a=0,i=Et([a],e.rank),s=e;i!=null&&(s=e.transpose(i),a=It(1,e.rank)[0]);var u=(function(d,p,m){for(var v=[],g=d.length,x=0;x<g;x++)x!==p?v.push(d[x]):v.push(m);return v})(s.shape,a,o),c=Z([s.shape[a]]),l=s.as2D(-1,c),h=so(e.dtype),f=this.segOpCompute(l,"unsortedSegmentSum",n,h,o).reshape(u);return i!=null&&(f=f.transpose(Fo(i))),f},t.prototype.segOpCompute=function(e,n,o,a,i){var s=e.shape[0],u=e.shape[1],c=(function(f,d){var p,m=!1;for(f<=ki?(p=f,m=!0):p=yo(f,Math.floor(Math.sqrt(f)));!m;)p>d||p===f?m=!0:p=yo(f,p+1);return p})(u,i),l=new mm({windowSize:c,inSize:u,batchSize:s,numSegments:i}),h=this.compileAndRun(l,[e,o],a);return h.shape[1]===i?h:(o=kr(0,i).tile([u/c]),this.segOpCompute(h,n,o,a,i))},t.prototype.argMinMaxReduce=function(e,n,o){var a=[n];if(nt("arg"+o.charAt(0).toUpperCase()+o.slice(1),a,e.rank),!M().getBool("WEBGL_PACK_REDUCE")||e.rank<=2){var i=qe(e.shape,a),s=i[0],u=Z(i[1]),c=e.as2D(-1,u);return this.argReduce(c,o).reshape(s)}return this.argReducePacked(e,o)},t.prototype.argMin=function(e,n){return this.argMinMaxReduce(e,n,"min")},t.prototype.argMax=function(e,n){return this.argMinMaxReduce(e,n,"max")},t.prototype.cumsum=function(e,n,o,a){if(n!==e.rank-1)throw new Error("WebGL cumsum shader expects an inner-most axis="+(e.rank-1)+" but got axis="+n);var i=new Mv(e.shape,o,a);return this.compileAndRun(i,[e])},t.prototype.equal=function(e,n){if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  return vec4(equal(a, b));
+`,"bool");var o=new Ae("return float(a == b);",e.shape,n.shape);return this.compileAndRun(o,[e,n],"bool")},t.prototype.notEqual=function(e,n){if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  return vec4(notEqual(a, b));
+`,"bool");var o=new Ae("return float(a != b);",e.shape,n.shape);return this.compileAndRun(o,[e,n],"bool")},t.prototype.less=function(e,n){if(this.shouldExecuteOnCPU([e,n]))return this.cpuBackend.less(e,n);if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  return vec4(lessThan(a, b));
+`,"bool");var o=new Ae("return float(a < b);",e.shape,n.shape);return this.compileAndRun(o,[e,n],"bool")},t.prototype.lessEqual=function(e,n){if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  return vec4(lessThanEqual(a, b));
+`,"bool");var o=new Ae("return float(a <= b);",e.shape,n.shape);return this.compileAndRun(o,[e,n],"bool")},t.prototype.greater=function(e,n){if(this.shouldExecuteOnCPU([e,n]))return this.cpuBackend.greater(e,n);if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  return vec4(greaterThan(a, b));
+`,"bool");var o=new Ae("return float(a > b);",e.shape,n.shape);return this.compileAndRun(o,[e,n],"bool")},t.prototype.greaterEqual=function(e,n){if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  return vec4(greaterThanEqual(a, b));
+`,"bool");var o=new Ae("return float(a >= b);",e.shape,n.shape);return this.compileAndRun(o,[e,n],"bool")},t.prototype.logicalNot=function(e){var n=new ae(e.shape,"return float(!(x >= 1.0));");return this.compileAndRun(n,[e])},t.prototype.logicalAnd=function(e,n){if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  return vec4(
+    vec4(greaterThanEqual(a, vec4(1.0))) *
+    vec4(greaterThanEqual(b, vec4(1.0))));
+`,"bool");var o=new Ae("return float(a >= 1.0 && b >= 1.0);",e.shape,n.shape);return this.compileAndRun(o,[e,n],"bool")},t.prototype.logicalOr=function(e,n){if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  return min(
+    vec4(greaterThanEqual(a, vec4(1.0))) +
+    vec4(greaterThanEqual(b, vec4(1.0))),
+    vec4(1.0));
+`,"bool");var o=new Ae("return float(a >= 1.0 || b >= 1.0);",e.shape,n.shape);return this.compileAndRun(o,[e,n],"bool")},t.prototype.select=function(e,n,o){var a=new gm(e.rank,n.shape,n.rank);return this.compileAndRun(a,[e,n,o],Ve(n.dtype,o.dtype))},t.prototype.where=function(e){xo("tf.where() in webgl locks the UI thread. Call tf.whereAsync() instead");var n=e.dataSync();return Bi(e.shape,n)},t.prototype.topk=function(e,n,o){return gl(e.dataSync(),e.shape,e.dtype,n)},t.prototype.min=function(e,n){nt("min",n,e.rank);var o=qe(e.shape,n),a=o[0],i=Z(o[1]),s=e.as2D(-1,i);return this.reduce(s,"min",s.dtype).reshape(a)},t.prototype.minimum=function(e,n){if(this.shouldExecuteOnCPU([e,n]))return this.cpuBackend.minimum(e,n);var o=M().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Gt(`
+  vec4 result = vec4(min(a, b));
+  vec4 isNaN = min(vec4(isnan(a)) + vec4(isnan(b)), vec4(1.0));
+  
+  result.r = isNaN.r > 0. ? NAN : result.r;
+  result.g = isNaN.g > 0. ? NAN : result.g;
+  result.b = isNaN.b > 0. ? NAN : result.b;
+  result.a = isNaN.a > 0. ? NAN : result.a;
+
+  return result;
+`,e.shape,n.shape):new Ae(`
+  if (isnan(a)) return a;
+  if (isnan(b)) return b;
+
+  return min(a, b);
+`,e.shape,n.shape);return this.compileAndRun(o,[e,n])},t.prototype.mod=function(e,n){var o=M().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Gt(`
+  vec4 result = mod(a, b);
+  vec4 isNaN = vec4(equal(b, vec4(0.0)));
+  
+  result.r = isNaN.r > 0. ? NAN : result.r;
+  result.g = isNaN.g > 0. ? NAN : result.g;
+  result.b = isNaN.b > 0. ? NAN : result.b;
+  result.a = isNaN.a > 0. ? NAN : result.a;
+
+  return result;
+`,e.shape,n.shape):new Ae(`if (b == 0.0) return NAN;
+  return mod(a, b);`,e.shape,n.shape);return this.compileAndRun(o,[e,n])},t.prototype.max=function(e,n){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.max(e,n);nt("max",n,e.rank);var o=qe(e.shape,n),a=o[0],i=Z(o[1]),s=e.as2D(-1,i);return this.reduce(s,"max",s.dtype).reshape(a)},t.prototype.maximum=function(e,n){if(this.shouldExecuteOnCPU([e,n]))return this.cpuBackend.maximum(e,n);var o=M().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Gt(`
+  vec4 result = vec4(max(a, b));
+  vec4 isNaN = min(vec4(isnan(a)) + vec4(isnan(b)), vec4(1.0));
+  
+  result.r = isNaN.r > 0. ? NAN : result.r;
+  result.g = isNaN.g > 0. ? NAN : result.g;
+  result.b = isNaN.b > 0. ? NAN : result.b;
+  result.a = isNaN.a > 0. ? NAN : result.a;
+
+  return result;
+`,e.shape,n.shape):new Ae(`
+  if (isnan(a)) return a;
+  if (isnan(b)) return b;
+
+  return max(a, b);
+`,e.shape,n.shape);return this.compileAndRun(o,[e,n])},t.prototype.all=function(e,n){nt("all",n,e.rank);var o=qe(e.shape,n),a=o[0],i=Z(o[1]),s=e.as2D(-1,i);return this.reduce(s,"all",s.dtype).reshape(a)},t.prototype.any=function(e,n){nt("any",n,e.rank);var o=qe(e.shape,n),a=o[0],i=Z(o[1]),s=e.as2D(-1,i);return this.reduce(s,"any",s.dtype).reshape(a)},t.prototype.realDivide=function(e,n){if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  // vec4 one = vec4(equal(a, b));
+  // return one + (vec4(1.0) - one) * a / b;
+  vec4 result = a / b;
+  if(a.x == b.x) {
+    result.x = 1.;
+  }
+  if(a.y == b.y) {
+    result.y = 1.;
+  }
+  if(a.z == b.z) {
+    result.z = 1.;
+  }
+  if(a.w == b.w) {
+    result.w = 1.;
+  }
+
+  return result;
+`,"float32",!0);var o=new Ae(`
+if (a == b) {
+  return 1.0;
+};
+return a / b;`,e.shape,n.shape);return this.compileAndRun(o,[e,n],"float32")},t.prototype.floorDiv=function(e,n){if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,`
+  ivec4 ia = round(a);
+  ivec4 ib = round(b);
+  bvec4 cond = notEqual(ib, ivec4(0));
+  ivec4 result = ivec4(0);
+  vec4 s = sign(a) * sign(b);
+
+  // Windows (D3D) wants guaranteed non-zero int division at compile-time.
+  if (cond[0]) {
+    result[0] = idiv(ia[0], ib[0], s[0]);
+  }
+  if (cond[1]) {
+    result[1] = idiv(ia[1], ib[1], s[1]);
+  }
+  if (cond[2]) {
+    result[2] = idiv(ia[2], ib[2], s[2]);
+  }
+  if (cond[3]) {
+    result[3] = idiv(ia[3], ib[3], s[3]);
+  }
+  return vec4(result);
+`,"int32");var o=new Ae(`
+  float s = sign(a) * sign(b);
+  int ia = round(a);
+  int ib = round(b);
+  if (ib != 0) {
+    // Windows (D3D) wants guaranteed non-zero int division at compile-time.
+    return float(idiv(ia, ib, s));
+  } else {
+    return NAN;
+  }
+`,e.shape,n.shape);return this.compileAndRun(o,[e,n],"int32")},t.prototype.add=function(e,n){if(e.dtype==="complex64"&&n.dtype==="complex64")return this.complexSeparableBinaryOp(e,n,pa);if(this.shouldExecuteOnCPU([e,n]))return this.cpuBackend.add(e,n);var o=Ve(e.dtype,n.dtype);if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,pa,o);var a=new Ae(pa,e.shape,n.shape);return this.compileAndRun(a,[e,n],o)},t.prototype.packedUnaryOp=function(e,n,o){var a=new dr(e.shape,n);return this.compileAndRun(a,[e],o)},t.prototype.packedBinaryOp=function(e,n,o,a,i){i===void 0&&(i=!1);var s=new Gt(o,e.shape,n.shape,i);return this.compileAndRun(s,[e,n],a)},t.prototype.complexSeparableBinaryOp=function(e,n,o){var a=this,i=this.texData.get(e.dataId),s=this.texData.get(n.dataId),u=[[i.complexTensors.real,s.complexTensors.real],[i.complexTensors.imag,s.complexTensors.imag]].map((function(f){var d=f[0],p=f[1],m=a.makeComplexComponentTensorInfo(e,d),v=a.makeComplexComponentTensorInfo(n,p),g=new Ae(o,e.shape,n.shape);return a.compileAndRun(g,[m,v],Ve(d.dtype,p.dtype))})),c=u[0],l=u[1],h=this.complex(c,l);return c.dispose(),l.dispose(),h},t.prototype.makeComplexComponentTensorInfo=function(e,n){return{dataId:n.dataId,dtype:n.dtype,shape:e.shape}},t.prototype.addN=function(e){if(e.length===1)return e[0];if(e.length>M().get("WEBGL_MAX_TEXTURES_IN_SHADER")){var n=Math.floor(e.length/2),o=this.addN(e.slice(0,n)),a=this.addN(e.slice(n));return this.addN([o,a])}var i=e.map((function(c){return c.dtype})).reduce((function(c,l){return Ve(c,l)})),s=e.map((function(c){return c.shape})),u=M().getBool("WEBGL_PACK")?new uv(e[0].shape,s):new sv(e[0].shape,s);return this.compileAndRun(u,e,i)},t.prototype.subtract=function(e,n){if(e.dtype==="complex64"&&n.dtype==="complex64")return this.complexSeparableBinaryOp(e,n,va);if(this.shouldExecuteOnCPU([e,n]))return this.cpuBackend.subtract(e,n);var o=Ve(e.dtype,n.dtype);if(M().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,n,va,e.dtype);var a=new Ae(va,e.shape,n.shape);return this.compileAndRun(a,[e,n],o)},t.prototype.pow=function(e,n){var o=M().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Gt(`
+  // isModRound1 has 1 for components with round(mod(b, 2.0)) == 1, 0 otherwise.
+  vec4 isModRound1 = vec4(equal(round(mod(b, 2.0)), ivec4(1)));
+  vec4 multiplier = sign(a) * isModRound1 + (vec4(1.0) - isModRound1);
+  vec4 result = multiplier * pow(abs(a), b);
+
+  // Ensure that a^0 = 1, including 0^0 = 1 as this correspond to TF and JS
+  bvec4 isExpZero = equal(b, vec4(0.0));
+  result.r = isExpZero.r ? 1.0 : result.r;
+  result.g = isExpZero.g ? 1.0 : result.g;
+  result.b = isExpZero.b ? 1.0 : result.b;
+  result.a = isExpZero.a ? 1.0 : result.a;
+
+  vec4 isNaN = vec4(lessThan(a, vec4(0.0))) * vec4(lessThan(floor(b), b));
+  
+  result.r = isNaN.r > 0. ? NAN : result.r;
+  result.g = isNaN.g > 0. ? NAN : result.g;
+  result.b = isNaN.b > 0. ? NAN : result.b;
+  result.a = isNaN.a > 0. ? NAN : result.a;
+
+  return result;
+`,e.shape,n.shape):new Ae(`
+if(a < 0.0 && floor(b) < b){
+  return NAN;
+}
+if (b == 0.0) {
+  return 1.0;
+}
+return (round(mod(b, 2.0)) != 1) ?
+    pow(abs(a), b) : sign(a) * pow(abs(a), b);
+`,e.shape,n.shape),a=Ve(e.dtype,n.dtype);return this.compileAndRun(o,[e,n],a)},t.prototype.ceil=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.ceil(e);if(M().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,yu,e.dtype);var n=new ae(e.shape,yu);return this.compileAndRun(n,[e])},t.prototype.floor=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.floor(e);if(M().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,xu,e.dtype);var n=new ae(e.shape,xu);return this.compileAndRun(n,[e])},t.prototype.sign=function(e){var n=new ae(e.shape,`
+  if (isnan(x)) { return 0.0; }
+  return sign(x);
+`);return this.compileAndRun(n,[e])},t.prototype.isNaN=function(e){var n=new ae(e.shape,"return float(isnan(x));");return this.compileAndRun(n,[e],"bool")},t.prototype.isInf=function(e){var n=new ae(e.shape,"return float(isinf(x));");return this.compileAndRun(n,[e],"bool")},t.prototype.isFinite=function(e){var n=new ae(e.shape,"return float(!isnan(x) && !isinf(x));");return this.compileAndRun(n,[e],"bool")},t.prototype.round=function(e){var n=new ae(e.shape,`
+  // OpenGL ES does not support round function.
+  // The algorithm is based on banker's rounding.
+  float base = floor(x);
+  if ((x - base) < 0.5) {
+    return floor(x);
+  } else if ((x - base) > 0.5) {
+    return ceil(x);
+  } else {
+    if (mod(base, 2.0) == 0.0) {
+      return base;
+    } else {
+      return base + 1.0;
+    }
+  }
+`);return this.compileAndRun(n,[e])},t.prototype.exp=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.exp(e);if(M().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,bu,e.dtype);var n=new ae(e.shape,bu);return this.compileAndRun(n,[e])},t.prototype.expm1=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.expm1(e);if(M().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,wu,e.dtype);var n=new ae(e.shape,wu);return this.compileAndRun(n,[e])},t.prototype.softmax=function(e,n){var o=Le([n],e.shape),a=this.max(e,o),i=et(a.shape,o),s=this.subtract(e,a.reshape(i)),u=this.exp(s),c=this.sum(u,o).reshape(i);return this.realDivide(u,c)},t.prototype.log=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.log(e);if(M().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,`
+  vec4 result = log(x);
+  vec4 isNaN = vec4(lessThan(x, vec4(0.0)));
+  result.r = isNaN.r == 1.0 ? NAN : result.r;
+  result.g = isNaN.g == 1.0 ? NAN : result.g;
+  result.b = isNaN.b == 1.0 ? NAN : result.b;
+  result.a = isNaN.a == 1.0 ? NAN : result.a;
+
+  return result;
+`,e.dtype);var n=new ae(e.shape,`if (x < 0.0) return NAN;
+  return log(x);`);return this.compileAndRun(n,[e])},t.prototype.log1p=function(e){var n=new ae(e.shape,"return log(1.0 + x);");return this.compileAndRun(n,[e])},t.prototype.sqrt=function(e){var n=new ae(e.shape,"return sqrt(x);");return this.compileAndRun(n,[e])},t.prototype.rsqrt=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.rsqrt(e);var n=new ae(e.shape,"return inversesqrt(x);");return this.compileAndRun(n,[e])},t.prototype.reciprocal=function(e){var n=new ae(e.shape,"return 1.0 / x;");return this.compileAndRun(n,[e])},t.prototype.relu=function(e){var n;return n=M().getBool("WEBGL_PACK")?new dr(e.shape,Gl):new ae(e.shape,zl),this.compileAndRun(n,[e])},t.prototype.relu6=function(e){var n;return n=M().getBool("WEBGL_PACK")?new dr(e.shape,Hl):new ae(e.shape,Ul),this.compileAndRun(n,[e])},t.prototype.prelu=function(e,n){var o=M().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Gt(Cl,e.shape,n.shape):new Ae(wl,e.shape,n.shape);return this.compileAndRun(o,[e,n])},t.prototype.elu=function(e){if(M().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,ql,e.dtype);var n=new ae(e.shape,Vl);return this.compileAndRun(n,[e])},t.prototype.eluDer=function(e,n){var o=M().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Gt(`
+  vec4 bGTEZero = vec4(greaterThanEqual(b, vec4(0.)));
+  return (bGTEZero * a) + ((vec4(1.0) - bGTEZero) * (a * (b + vec4(1.0))));
+`,e.shape,n.shape):new Ae("return (b >= 1.0) ? a : a * (b + 1.0);",e.shape,n.shape);return this.compileAndRun(o,[e,n])},t.prototype.selu=function(e){var n=new ae(e.shape,Rm);return this.compileAndRun(n,[e])},t.prototype.int=function(e){var n=new ae(e.shape,"return float(int(x));");return this.compileAndRun(n,[e],"int32")},t.prototype.clip=function(e,n,o){var a,i=(a=M().getBool("WEBGL_PACK_CLIP")?new _v(e.shape):new Cv(e.shape)).getCustomSetupFunc(n,o);return this.compileAndRun(a,[e],null,i)},t.prototype.abs=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.abs(e);if(M().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,mu,e.dtype);var n=new ae(e.shape,mu);return this.compileAndRun(n,[e])},t.prototype.complexAbs=function(e){var n=this.texData.get(e.dataId),o=new Ev(e.shape),a=[this.makeComplexComponentTensorInfo(e,n.complexTensors.real),this.makeComplexComponentTensorInfo(e,n.complexTensors.imag)];return this.compileAndRun(o,a)},t.prototype.sigmoid=function(e){var n=new ae(e.shape,"return 1.0 / (1.0 + exp(-1.0 * x));");return this.compileAndRun(n,[e])},t.prototype.softplus=function(e){var n=new ae(e.shape,`
+  float epsilon = 1.1920928955078125e-7;
+  float threshold = log(epsilon) + 2.0;
+
+  bool too_large = x > -threshold;
+  bool too_small = x < threshold;
+
+  float result;
+  float exp_x = exp(x);
+
+  if (too_large){
+    result = x;
+  }
+  else if (too_small){
+    result = exp_x;
+  }
+  else{
+    result = log(exp_x + 1.0);
+  }
+  return result;
+`);return this.compileAndRun(n,[e])},t.prototype.sin=function(e){var n=new ae(e.shape,km);return this.compileAndRun(n,[e])},t.prototype.cos=function(e){var n=new ae(e.shape,Sm);return this.compileAndRun(n,[e])},t.prototype.tan=function(e){var n=new ae(e.shape,"return tan(x);");return this.compileAndRun(n,[e])},t.prototype.asin=function(e){var n=new ae(e.shape,Am);return this.compileAndRun(n,[e])},t.prototype.acos=function(e){var n=new ae(e.shape,Dm);return this.compileAndRun(n,[e])},t.prototype.atan=function(e){var n=new ae(e.shape,Tm);return this.compileAndRun(n,[e])},t.prototype.atan2=function(e,n){var o=M().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Gt(`
+  vec4 result = atan(a, b);
+  vec4 isNaN = min(vec4(isnan(a)) + vec4(isnan(b)), vec4(1.0));
+  
+  result.r = isNaN.r > 0. ? NAN : result.r;
+  result.g = isNaN.g > 0. ? NAN : result.g;
+  result.b = isNaN.b > 0. ? NAN : result.b;
+  result.a = isNaN.a > 0. ? NAN : result.a;
+
+  return result;
+`,e.shape,n.shape):new Ae(`
+  if (isnan(a)) return a;
+  if (isnan(b)) return b;
+
+  return atan(a, b);
+`,e.shape,n.shape);return this.compileAndRun(o,[e,n])},t.prototype.sinh=function(e){var n=new ae(e.shape,`
+  float e2x = exp(x);
+  return (e2x - 1.0 / e2x) / 2.0;
+`);return this.compileAndRun(n,[e])},t.prototype.cosh=function(e){var n=new ae(e.shape,`
+  float e2x = exp(-x);
+  return (e2x + 1.0 / e2x) / 2.0;
+`);return this.compileAndRun(n,[e])},t.prototype.tanh=function(e){var n=new ae(e.shape,`
+  float e2x = exp(-2.0 * abs(x));
+  return sign(x) * (1.0 - e2x) / (1.0 + e2x);
+`);return this.compileAndRun(n,[e])},t.prototype.asinh=function(e){var n=new ae(e.shape,Fm);return this.compileAndRun(n,[e])},t.prototype.acosh=function(e){var n=new ae(e.shape,Nm);return this.compileAndRun(n,[e])},t.prototype.atanh=function(e){var n=new ae(e.shape,Pm);return this.compileAndRun(n,[e])},t.prototype.erf=function(e){var n=new ae(e.shape,`
+  // Error function is calculated approximately with elementary function.
+  // See "Handbook of Mathematical Functions with Formulas,
+  // Graphs, and Mathematical Tables", Abramowitz and Stegun.
+  float p = 0.3275911;
+  float a1 = 0.254829592;
+  float a2 = -0.284496736;
+  float a3 = 1.421413741;
+  float a4 = -1.453152027;
+  float a5 = 1.061405429;
+
+  float sign = sign(x);
+  x = abs(x);
+  float t = 1.0 / (1.0 + p * x);
+  return sign * (1.0 - (((((a5*t + a4)*t) + a3)*t + a2)*t + a1)*t*exp(-x*x));
+`);return this.compileAndRun(n,[e])},t.prototype.step=function(e,n){var o=new ae(e.shape,(function(a){return a===void 0&&(a=0),Rt+`
+    return x > 0.0 ? 1.0 : float(`+a+`);
+  `})(n));return this.compileAndRun(o,[e])},t.prototype.conv2dByMatMul=function(e,n,o,a,i,s){var u=e.shape,c=this.texData.get(e.dataId),l=o.inChannels,h=u[0]*u[1]*u[2],f=o.outChannels,d=o.dataFormat==="channelsLast",p=(h===1||f===1)&&l>1e3,m=u[2]%2!=0&&!!c.isPacked;if(p||!M().getBool("WEBGL_LAZILY_UNPACK")||!M().getBool("WEBGL_PACK_BINARY_OPERATIONS")||!m){var v=d?u[0]*u[1]*u[2]:u[0]*u[2]*u[3],g=this.reshape(e,[1,v,o.inChannels]),x=this.reshape(n,[1,o.inChannels,o.outChannels]);return this.reshape(this.fusedBatchMatMul({a:g,b:x,transposeA:!1,transposeB:!1,bias:a,activation:i,preluActivationWeights:s}),o.outShape)}var b=d?u[0]*u[1]*(u[2]+1):u[0]*u[2]*(u[3]+1),y={dataId:e.dataId,shape:[1,b,o.inChannels],dtype:e.dtype},w=c.shape;c.shape=c.shape.slice(),c.shape[c.shape.length-2]++,E(mr(c.shape,y.shape),(function(){return"packed reshape "+c.shape+" to "+y.shape+" isn't free"}));var _=this.reshape(n,[1,o.inChannels,o.outChannels]),S=this.fusedBatchMatMul({a:y,b:_,transposeA:!1,transposeB:!1,bias:a,activation:i,preluActivationWeights:s}),k=this.texData.get(S.dataId);return E(k.isPacked,(function(){return"batchMatMul result is expected to be packed"})),c.shape=w,k.shape=o.outShape,A.makeTensorFromDataId(S.dataId,o.outShape,S.dtype)},t.prototype.conv2dWithIm2Row=function(e,n,o,a,i,s){var u=o.filterWidth,c=o.filterHeight,l=o.inChannels,h=o.outWidth,f=o.outHeight,d=o.dataFormat==="channelsLast",p=u*c*l,m=f*h,v=[p,m],g=e.squeeze([0]),x=n.reshape([1,p,-1]),b=new $v(v,g.shape,o),y=this.compileAndRun(b,[g]).reshape([1,v[0],v[1]]),w=a!=null,_=s!=null,S=i?eo(i,!0):null,k=new ma(y.shape,[1,m,o.outChannels],!0,!1,w,S,_),I=[y,x];a&&I.push(a),_&&I.push(s);var R=this.compileAndRun(k,I);return d?R.reshape([1,f,h,o.outChannels]):R.reshape([1,o.outChannels,f,h])},t.prototype.fusedConv2d=function(e){var n=e.input,o=e.filter,a=e.convInfo,i=e.bias,s=e.activation,u=e.preluActivationWeights;if(a.filterHeight===1&&a.filterWidth===1&&a.dilationHeight===1&&a.dilationWidth===1&&a.strideHeight===1&&a.strideWidth===1&&(a.padInfo.type==="SAME"||a.padInfo.type==="VALID"))return this.conv2dByMatMul(n,o,a,i,s,u);if(M().getBool("WEBGL_CONV_IM2COL")&&n.shape[0]===1)return this.conv2dWithIm2Row(n,o,a,i,s,u);var c=i!=null,l=u!=null,h=s?eo(s,!1):null,f=new su(a,c,h,l),d=[n,o];return i&&d.push(i),u&&d.push(u),this.compileAndRun(f,d)},t.prototype.conv2d=function(e,n,o){if(o.filterHeight===1&&o.filterWidth===1&&o.dilationHeight===1&&o.dilationWidth===1&&o.strideHeight===1&&o.strideWidth===1&&(o.padInfo.type==="SAME"||o.padInfo.type==="VALID"))return this.conv2dByMatMul(e,n,o);if(M().getBool("WEBGL_CONV_IM2COL")&&e.shape[0]===1)return this.conv2dWithIm2Row(e,n,o);var a=new su(o);return this.compileAndRun(a,[e,n])},t.prototype.conv2dDerInput=function(e,n,o){var a=new Sv(o);return this.compileAndRun(a,[e,n])},t.prototype.conv2dDerFilter=function(e,n,o){var a=new kv(o);return this.compileAndRun(a,[e,n])},t.prototype.fusedDepthwiseConv2D=function(e){var n,o=e.input,a=e.filter,i=e.convInfo,s=e.bias,u=e.activation,c=e.preluActivationWeights,l=M().getBool("WEBGL_PACK_DEPTHWISECONV")&&i.strideWidth<=2&&i.outChannels/i.inChannels==1,h=u?eo(u,l):null,f=[o,a],d=s!=null,p=c!=null;return d&&f.push(s),p&&f.push(c),l?(n=new cu(i,d,h,p),this.compileAndRun(n,f)):(n=new uu(i,d,h,p),this.compileAndRun(n,f))},t.prototype.depthwiseConv2D=function(e,n,o){var a;return M().getBool("WEBGL_PACK_DEPTHWISECONV")&&o.strideWidth<=2&&o.outChannels/o.inChannels==1?(a=new cu(o),this.compileAndRun(a,[e,n])):(a=new uu(o),this.compileAndRun(a,[e,n]))},t.prototype.depthwiseConv2DDerInput=function(e,n,o){var a=new Fv(o);return this.compileAndRun(a,[e,n])},t.prototype.depthwiseConv2DDerFilter=function(e,n,o){var a=new Tv(o);return this.compileAndRun(a,[e,n])},t.prototype.conv3d=function(e,n,o){var a=new Nv(o);return this.compileAndRun(a,[e,n])},t.prototype.conv3dDerInput=function(e,n,o){var a=new Dv(o);return this.compileAndRun(a,[e,n])},t.prototype.conv3dDerFilter=function(e,n,o){var a=new Av(o);return this.compileAndRun(a,[e,n])},t.prototype.maxPool=function(e,n){var o=new ga(n,"max",!1);return this.compileAndRun(o,[e])},t.prototype.avgPool=function(e,n){var o=new ga(n,"avg",!1);return this.compileAndRun(o,[e],"float32")},t.prototype.maxPoolBackprop=function(e,n,o,a){var i=new ga(a,"max",!0),s=this.compileAndRun(i,[n]),u=new em(a),c=this.compileAndRun(u,[e,s],n.dtype);return s.dispose(),c},t.prototype.avgPoolBackprop=function(e,n,o){var a=new mv(o);return this.compileAndRun(a,[e],n.dtype)},t.prototype.cast=function(e,n){return Ni(e,n,this)},t.prototype.unstack=function(e,n){for(var o=e.shape[n],a=new Array(e.rank-1),i=0,s=0;s<e.rank;s++)s!==n&&(a[i++]=e.shape[s]);var u=new Array(e.rank).fill(0),c=e.shape.slice();c[n]=1;var l=new Array(o);for(s=0;s<l.length;s++)u[n]=s,l[s]=this.slice(e,u,c).reshape(a);return l},t.prototype.avgPool3d=function(e,n){var o=new ya(n,"avg",!1);return this.compileAndRun(o,[e],"float32")},t.prototype.avgPool3dBackprop=function(e,n,o){var a=new gv(o);return this.compileAndRun(a,[e],n.dtype)},t.prototype.maxPool3d=function(e,n){var o=new ya(n,"max",!1);return this.compileAndRun(o,[e],"float32")},t.prototype.maxPool3dBackprop=function(e,n,o,a){var i=new ya(a,"max",!0),s=this.compileAndRun(i,[n]),u=new tm(a),c=this.compileAndRun(u,[e,s],n.dtype);return s.dispose(),c},t.prototype.reshape=function(e,n){var o=this.texData.get(e.dataId);if(o.isPacked&&!mr(e.shape,n)&&(o.texture===null||!mr(o.shape,n))){var a=this.packedReshape(e,n);return A.makeTensorFromDataId(a.dataId,a.shape,a.dtype)}return Io(e,n)},t.prototype.resizeBilinear=function(e,n,o,a){var i=M().getBool("WEBGL_PACK_IMAGE_OPERATIONS")?new hm(e.shape,n,o,a):new lm(e.shape,n,o,a);return this.compileAndRun(i,[e],"float32")},t.prototype.resizeBilinearBackprop=function(e,n,o){var a=new cm(e,n,o);return this.compileAndRun(a,[e])},t.prototype.resizeNearestNeighbor=function(e,n,o,a){var i=new dm(e.shape,n,o,a);return this.compileAndRun(i,[e])},t.prototype.resizeNearestNeighborBackprop=function(e,n,o){var a=new fm(e,n,o);return this.compileAndRun(a,[e])},t.prototype.multinomial=function(e,n,o,a){var i=n?e:Lt(e),s=i.shape[0],u=i.shape[1],c=new nm(s,u,o),l=c.getCustomSetupFunc(a);return this.compileAndRun(c,[i],"int32",l)},t.prototype.oneHot=function(e,n,o,a){var i=new rm(e.size,n,o,a);return this.compileAndRun(i,[e])},t.prototype.diag=function(e){var n=new Wv(e.size);return this.compileAndRun(n,[e])},t.prototype.nonMaxSuppression=function(e,n,o,a,i){return xo("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead"),Mi(e.dataSync(),n.dataSync(),o,a,i)},t.prototype.cropAndResize=function(e,n,o,a,i,s){var u=new Pv(e.shape,n.shape,a,i,s);return this.compileAndRun(u,[e,n,o],"float32")},t.prototype.depthToSpace=function(e,n,o){E(n>1,(function(){return"blockSize should be > 1 for depthToSpace, but was: "+n}));var a=e.shape[0],i=o==="NHWC"?e.shape[1]:e.shape[2],s=o==="NHWC"?e.shape[2]:e.shape[3],u=o==="NHWC"?e.shape[3]:e.shape[1],c=i*n,l=s*n,h=u/(n*n),f=new Lv(o==="NHWC"?[a,c,l,h]:[a,h,c,l],n,o);return this.compileAndRun(f,[e])},t.prototype.split=function(e,n,o){return vl(e,n,o)},t.prototype.scatterND=function(e,n,o){var a=Sr(0,e,o),i=a.sliceRank,s=a.numUpdates,u=a.sliceSize,c=a.strides,l=a.outputSize,h=[l/u,u],f=e.reshape([s,i]),d=n.reshape([s,u]);if(l===0)return Io(Ge([]),o);var p=q(0),m=new du(s,i,f.rank,d.rank,c,h);return this.compileAndRun(m,[d,f,p]).reshape(o)},t.prototype.sparseToDense=function(e,n,o,a){var i=Sr(0,e,o),s=i.sliceRank,u=i.numUpdates,c=i.strides,l=i.outputSize,h=new du(u,s,e.rank,n.rank,c,[l,1]);return this.compileAndRun(h,[n,e,a]).reshape(o)},t.prototype.fft=function(e){return this.fftImpl(e,!1)},t.prototype.ifft=function(e){return this.fftImpl(e,!0)},t.prototype.fftImpl=function(e,n){var o=this.texData.get(e.dataId),a=new hu(Hv,e.shape,n),i=new hu(qv,e.shape,n),s=[this.makeComplexComponentTensorInfo(e,o.complexTensors.real),this.makeComplexComponentTensorInfo(e,o.complexTensors.imag)],u=this.compileAndRun(a,s),c=this.compileAndRun(i,s),l=this.complex(u,c).as2D(e.shape[0],e.shape[1]);return u.dispose(),c.dispose(),l},t.prototype.gatherND=function(e,n){var o=n.shape,a=o[o.length-1],i=Ri(e,n),s=i[0],u=i[1],c=i[2],l=i[3],h=n.reshape([u,a]),f=e.reshape([e.size/c,c]),d=new Xv(a,l,[u,c]);return this.compileAndRun(d,[f,h]).reshape(s)},t.prototype.fill=function(e,n,o){if((o=o||or(n))==="string"){var a=wr(o,Z(e));return a.fill(n),A.makeTensor(a,e,o,this)}var i=new jv(e,n),s=i.getCustomSetupFunc(n);return this.compileAndRun(i,[],o,s)},t.prototype.onesLike=function(e){if(e.dtype==="string")throw new Error("onesLike is not supported under string dtype");return this.fill(e.shape,1,e.dtype)},t.prototype.zerosLike=function(e){return this.fill(e.shape,e.dtype==="string"?"":0,e.dtype)},t.prototype.linspace=function(e,n,o){return Pi(e,n,o)},t.prototype.makeTensorInfo=function(e,n){var o=this.write(null,e,n);return this.texData.get(o).usage=null,{dataId:o,shape:e,dtype:n}},t.prototype.makeOutput=function(e,n){var o=this.makeTensorInfo(e,n).dataId;return A.makeTensorFromDataId(o,e,n,this)},t.prototype.unpackTensor=function(e){var n=new Om(e.shape);return this.runWebGLProgram(n,[e],e.dtype)},t.prototype.packTensor=function(e){var n=new om(e.shape);return this.runWebGLProgram(n,[e],e.dtype,null,!0)},t.prototype.packedReshape=function(e,n){var o=[Er(e.shape)].concat(Ir(e.shape)),a={dtype:e.dtype,shape:o,dataId:e.dataId},i=[Er(n)].concat(Ir(n)),s=new um(i,o),u=this.runWebGLProgram(s,[a],e.dtype,null,!0);return{dataId:u.dataId,shape:n,dtype:u.dtype}},t.prototype.decode=function(e){var n,o=this.texData.get(e),a=o.isPacked,i=o.shape,s=o.dtype,u=fo(i);return n=a?new Bv(u):new Ov(u),{dtype:s,shape:i,dataId:this.runWebGLProgram(n,[{shape:u,dtype:s,dataId:e}],s,null,!0).dataId}},t.prototype.runWebGLProgram=function(e,n,o,a,i){var s=this;i===void 0&&(i=!1);var u=this.makeTensorInfo(e.outputShape,o),c=this.texData.get(u.dataId);if(e.packedOutput&&(c.isPacked=!0),e.outPackingScheme===_r.DENSE){var l=gr(e.outputShape);c.texShape=l.map((function(b){return 2*b}))}if(e.outTexUsage!=null&&(c.usage=e.outTexUsage),Z(u.shape)===0)return c.values=Qn(u.dtype,0),u;var h=[],f=n.map((function(b){if(b.dtype==="complex64")throw new Error("GPGPUProgram does not support complex64 input. For complex64 dtypes, please separate the program into real and imaginary parts.");var y=s.texData.get(b.dataId);if(y.texture==null){if(!e.packedInputs&&Z(b.shape)<=M().getNumber("WEBGL_SIZE_UPLOAD_UNIFORM"))return{shape:b.shape,texData:null,isUniform:!0,uniformValues:y.values};e.packedInputs&&(y.isPacked=!0,y.shape=b.shape)}else if(!!y.isPacked!=!!e.packedInputs)b=y.isPacked?s.unpackTensor(b):s.packTensor(b),h.push(b),y=s.texData.get(b.dataId);else if(y.isPacked&&!mr(y.shape,b.shape)){var w=b,_=b.shape;b.shape=y.shape,b=s.packedReshape(b,_),h.push(b),y=s.texData.get(b.dataId),w.shape=_}return s.uploadToGPU(b.dataId),{shape:b.shape,texData:y,isUniform:!1}}));this.uploadToGPU(u.dataId);var d,p={shape:u.shape,texData:c,isUniform:!1},m=(function(b,y,w){var _="";y.concat(w).forEach((function(I){var R=I.texData!=null&&I.texData.slice!=null&&I.texData.slice.flatOffset>0,F=I.isUniform?"uniform":I.texData.texShape;_+=I.shape+"_"+F+"_"+R}));var S=b.userCode,k=b.constructor.name;return k+="_"+_+"_"+S})(e,f,p),v=this.getAndSaveBinary(m,(function(){return(function(b,y,w,_){var S=y.userCode,k=w.map((function(W,G){var H={logicalShape:W.shape,texShape:W.isUniform?null:W.texData.texShape,isUniform:W.isUniform,isPacked:!W.isUniform&&W.texData.isPacked,flatOffset:null};return W.texData!=null&&W.texData.slice!=null&&W.texData.slice.flatOffset>0&&(H.flatOffset=W.texData.slice.flatOffset),{name:y.variableNames[G],shapeInfo:H}})),I=k.map((function(W){return W.shapeInfo})),R={logicalShape:_.shape,texShape:_.texData.texShape,isUniform:!1,isPacked:_.texData.isPacked,flatOffset:null},F=lv(k,R,S,y.packedInputs),T=b.createProgram(F),L=null,O=b.getUniformLocation(T,"NAN",!1);M().getNumber("WEBGL_VERSION")===1&&(L=b.getUniformLocation(T,"INFINITY",!1));for(var B={},U=0;U<y.variableNames.length;U++){var z=y.variableNames[U];B[z]=b.getUniformLocation(T,z,!1),B["offset"+z]=b.getUniformLocation(T,"offset"+z,!1)}return{program:y,source:F,webGLProgram:T,uniformLocations:B,inShapeInfos:I,outShapeInfo:R,infLoc:L,nanLoc:O}})(s.gpgpu,e,f,p)})),g=this.activeTimers!=null;if(g&&(d=this.startTimer()),(function(b,y,w,_,S){fu(y.inShapeInfos,w),fu([y.outShapeInfo],[_]);var k=_.texData.texture,I=_.texData.texShape;_.texData.isPacked?b.setOutputPackedMatrixTexture(k,I[0],I[1]):b.setOutputMatrixTexture(k,I[0],I[1]),b.setProgram(y.webGLProgram),M().getNumber("WEBGL_VERSION")===1&&y.infLoc!==null&&b.gl.uniform1f(y.infLoc,1/0),y.nanLoc!==null&&b.gl.uniform1f(y.nanLoc,NaN),w.forEach((function(R,F){var T=y.program.variableNames[F],L=y.uniformLocations[T],O=y.uniformLocations["offset"+T];if(L!=null)if(R.isUniform)if(Z(R.shape)<2)b.gl.uniform1f(L,R.uniformValues[0]);else{var B=R.uniformValues;B instanceof Float32Array||(B=new Float32Array(B)),b.gl.uniform1fv(L,B)}else R.texData.slice!=null&&O!=null&&b.gl.uniform1i(O,R.texData.slice.flatOffset),b.setInputMatrixTexture(R.texData.texture,L,F)})),S?.(b,y.webGLProgram),b.executeProgram()})(this.gpgpu,v,f,p,a),h.forEach((function(b){return s.disposeData(b.dataId)})),g&&(d=this.endTimer(d),this.activeTimers.push({name:e.constructor.name,query:this.getQueryTime(d)})),!M().getBool("WEBGL_LAZILY_UNPACK")&&c.isPacked&&i===!1){var x=this.unpackTensor(u);return this.disposeData(u.dataId),x}return u},t.prototype.compileAndRun=function(e,n,o,a,i){i===void 0&&(i=!1),o=o||n[0].dtype;var s=this.runWebGLProgram(e,n,o,a,i);return A.makeTensorFromDataId(s.dataId,s.shape,s.dtype)},t.prototype.getAndSaveBinary=function(e,n){return e in this.binaryCache||(this.binaryCache[e]=n()),this.binaryCache[e]},t.prototype.getTextureManager=function(){return this.textureManager},t.prototype.dispose=function(){var e=this;this.disposed||(M().getBool("IS_TEST")||Object.keys(this.binaryCache).forEach((function(n){e.gpgpu.deleteProgram(e.binaryCache[n].webGLProgram),delete e.binaryCache[n]})),this.textureManager.dispose(),this.canvas!=null&&typeof HTMLCanvasElement<"u"&&this.canvas instanceof HTMLCanvasElement?this.canvas.remove():this.canvas=null,this.gpgpuCreatedLocally&&(this.gpgpu.program=null,this.gpgpu.dispose()),this.disposed=!0)},t.prototype.floatPrecision=function(){var e=this;return this.floatPrecisionValue==null&&(this.floatPrecisionValue=K((function(){if(!M().get("WEBGL_RENDER_FLOAT32_ENABLED")){var n=M().getBool("DEBUG");M().set("DEBUG",!1);var o=e.abs(q(1e-8)).dataSync()[0];if(M().set("DEBUG",n),o>0)return 32}return 16}))),this.floatPrecisionValue},t.prototype.epsilon=function(){return this.floatPrecision()===32?1e-7:1e-4},t.prototype.uploadToGPU=function(e){var n,o=this.texData.get(e),a=o.shape,i=o.dtype,s=o.values,u=o.texture,c=o.usage,l=o.isPacked;if(u==null){var h,f=this.activeTimers!=null;f&&(h=gt());var d=o.texShape;if(d==null&&(d=Ic(a,l),o.texShape=d),s!=null){var p=fo(a),m=void 0,v=d[1],g=d[0],x=s instanceof Uint8Array;l?(v=(n=Lr(d[0],d[1]))[0],g=n[1],m=new Gv(p,[g,v],x)):m=new Vv(p,[g,v],x);var b=this.makeTensorInfo([g,v],i);this.texData.get(b.dataId).usage=x?ct.PIXELS:ct.UPLOAD,this.gpgpu.uploadDenseMatrixToTexture(this.getTexture(b.dataId),v,g,s);var y=this.runWebGLProgram(m,[b],i,null,!0),w=this.texData.get(y.dataId);o.texture=w.texture,o.texShape=w.texShape,o.isPacked=w.isPacked,o.usage=w.usage,this.disposeData(b.dataId),this.texData.delete(y.dataId),o.values=null,f&&(this.uploadWaitMs+=gt()-h)}else{var _=this.acquireTexture(d,c,i,l);o.texture=_}}},t.prototype.convertAndCacheOnCPU=function(e,n){var o=this.texData.get(e),a=o.dtype;return this.releaseGPUData(e),n!=null&&(o.values=(function(i,s){if(s==="float32"||s==="complex64")return i;if(s==="int32"||s==="bool"){for(var u=s==="int32"?new Int32Array(i.length):new 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Got dilations '"+a+"'"}));var p=d[0],m=d[1];return{x:function(){return sf(p.shape,f,m,e,n)},$filter:function(){return(function(v,g,x,b,y){var w=v;v.rank===4&&(w=v.as5D(1,v.shape[0],v.shape[1],v.shape[2],v.shape[3]));var _=g;_.rank===4&&(_=g.as5D(1,g.shape[0],g.shape[1],g.shape[2],g.shape[3])),E(w.rank===5,(function(){return"Error in conv3dDerFilter: input must be rank 5, but got shape "+w.shape+"."})),E(_.rank===5,(function(){return"Error in conv3dDerFilter: dy must be rank 5, but got shape "+_.shape+"."})),E(x.length===5,(function(){return"Error in conv3dDerFilter: filterShape must be length 5, but got "+x+"."})),E(w.shape[4]===x[3],(function(){return"Error in conv3dDerFilter: depth of input "+w.shape[4]+") must match input depth in filter ("+x[3]+"."})),E(_.shape[4]===x[4],(function(){return"Error in conv3dDerFilter: depth of dy ("+_.shape[4]+") must match output depth for filter ("+x[4]+")."}));var S=Dr(w.shape,x,b,1,y);return A.runKernelFunc((function(k){return k.conv3dDerFilter(w,_,S)}),{x5D:w,dy5D:_})})(p,f,m.shape,e,n)}}}));return c?h.as4D(h.shape[1],h.shape[2],h.shape[3],h.shape[4]):h}}),Qi=D({conv2dDerFilter_:function(r,t,e,n,o,a,i){a===void 0&&(a="NHWC");var s=r;r.rank===3&&(s=r.as4D(1,r.shape[0],r.shape[1],r.shape[2]));var u=t;u.rank===3&&(u=t.as4D(1,t.shape[0],t.shape[1],t.shape[2])),E(s.rank===4,(function(){return"Error in conv2dDerFilter: input must be rank 4, but got shape "+s.shape+"."})),E(u.rank===4,(function(){return"Error in conv2dDerFilter: dy must be rank 4, but got shape "+u.shape+"."})),E(e.length===4,(function(){return"Error in conv2dDerFilter: filterShape must be length 4, but got "+e+"."}));var c=a==="NHWC"?s.shape[3]:s.shape[1],l=a==="NHWC"?u.shape[3]:u.shape[1];E(c===e[2],(function(){return"Error in conv2dDerFilter: depth of input "+c+") must match input depth in filter ("+e[2]+"."})),E(l===e[3],(function(){return"Error in conv2dDerFilter: depth of dy ("+l+") must match output depth for filter ("+e[3]+")."})),i!=null&&E(De(o),(function(){return"Error in conv2dDerFilter: pad must be an integer when using, dimRoundingMode "+i+" but got pad "+o+"."}));var h=Lo(a),f=mn(s.shape,e,n,1,o,i,!1,h);return A.runKernelFunc((function(d){return d.conv2dDerFilter(s,u,f)}),{x4D:s,dy4D:u})}}),lf=D({conv2dDerInput_:af}),Gr=D({depthwiseConv2d_:function(r,t,e,n,o,a,i){a===void 0&&(a=[1,1]);var s=C(r,"x","depthwiseConv2d"),u=C(t,"filter","depthwiseConv2d"),c=s,l=!1;s.rank===3&&(l=!0,c=s.as4D(1,s.shape[0],s.shape[1],s.shape[2])),E(c.rank===4,(function(){return"Error in depthwiseConv2d: input must be rank 4, but got rank "+c.rank+"."})),E(u.rank===4,(function(){return"Error in depthwiseConv2d: filter must be rank 4, but got rank "+u.rank+"."})),E(c.shape[3]===u.shape[2],(function(){return"Error in depthwiseConv2d: number of input channels ("+c.shape[3]+") must match the inChannels dimension in filter "+u.shape[2]+"."})),a==null&&(a=[1,1]),E(tt(e,a),(function(){return"Error in depthwiseConv2d: Either strides or dilations must be 1. Got strides "+e+" and dilations '"+a+"'"})),i!=null&&E(De(n),(function(){return"Error in depthwiseConv2d: pad must be an integer when using, dimRoundingMode "+i+" but got pad "+n+"."}));var h=mn(c.shape,u.shape,e,a,n,i,!0),f=[c,u],d=A.runKernelFunc((function(p,m){var v=p.depthwiseConv2D(c,u,h);return m([c,u]),v}),{x:c,filter:u},(function(p,m){E(Tn(a),(function(){return"Error in gradient of depthwiseConv2d: dilation rates greater than 1 are not yet supported. Got dilations '"+a+"'"}));var v=m[0],g=m[1];return{x:function(){return hf(v.shape,p,g,h)},filter:function(){return ff(v,p,g.shape,h)}}}),"DepthwiseConv2dNative",h,f);return l?d.as3D(d.shape[1],d.shape[2],d.shape[3]):d}}),hf=D({depthwiseConv2dDerInput_:function(r,t,e,n){var o=t,a=!1;t.rank===3&&(a=!0,o=t.as4D(1,t.shape[0],t.shape[1],t.shape[2]));var i=A.runKernelFunc((function(s){return s.depthwiseConv2DDerInput(o,e,n)}),{dy4D:o});return a?i.as3D(i.shape[1],i.shape[2],i.shape[3]):i}}),ff=D({depthwiseConv2dDerFilter_:function(r,t,e,n){var o=r;r.rank===3&&(o=r.as4D(1,r.shape[0],r.shape[1],r.shape[2]));var a=t;return a.rank===3&&(a=t.as4D(1,t.shape[0],t.shape[1],t.shape[2])),A.runKernelFunc((function(i){return i.depthwiseConv2DDerFilter(o,a,n)}),{x4D:o,dy4D:a})}}),Go=D({separableConv2d_:function(r,t,e,n,o,a,i){a===void 0&&(a=[1,1]),i===void 0&&(i="NHWC");var s=C(r,"x","separableConv2d"),u=C(t,"depthwiseFilter","separableConv2d"),c=C(e,"pointwiseFilter","separableConv2d"),l=s,h=!1;if(s.rank===3&&(h=!0,l=s.as4D(1,s.shape[0],s.shape[1],s.shape[2])),i==="NCHW")throw new Error("separableConv2d currently does not support dataFormat NCHW; only NHWC is supported");E(l.rank===4,(function(){return"Error in separableConv2d: input must be rank 4, but got rank "+l.rank+"."})),E(u.rank===4,(function(){return"Error in separableConv2d: depthwise filter must be rank 4, but got rank "+u.rank+"."})),E(c.rank===4,(function(){return"Error in separableConv2d: pointwise filter must be rank 4, but got rank "+u.rank+"."})),E(c.shape[0]===1,(function(){return"Error in separableConv2d: the first dimension of pointwise filter  must be 1, but got "+c.shape[0]+"."})),E(c.shape[1]===1,(function(){return"Error in separableConv2d: the second dimension of pointwise filter must be 1, but got "+c.shape[1]+"."}));var f=u.shape[2],d=u.shape[3];E(c.shape[2]===f*d,(function(){return"Error in separableConv2d: the third dimension of pointwise filter must be "+f*d+", but got "+c.shape[2]+"."}));var p=Gr(l,u,n,o,i,a),m=pt(p,c,1,"valid",i);return h?m.as3D(m.shape[1],m.shape[2],m.shape[3]):m}}),df=D({conv2dTranspose_:function(r,t,e,n,o,a){return af(e,C(r,"x","conv2dTranspose"),C(t,"filter","conv2dTranspose"),n,o,"NHWC",a)}}),pf=D({conv3dTranspose_:function(r,t,e,n,o){return sf(e,C(r,"x","conv3dTranspose"),C(t,"filter","conv3dTranspose"),n,o)}}),Hr=D({matMul_:function(r,t,e,n){var o;e===void 0&&(e=!1),n===void 0&&(n=!1);var a=C(r,"a","matMul"),i=C(t,"b","matMul");o=Ie(a,i),a=o[0],i=o[1];var s=e?a.shape[a.rank-2]:a.shape[a.rank-1],u=n?i.shape[i.rank-1]:i.shape[i.rank-2],c=e?a.shape[a.rank-1]:a.shape[a.rank-2],l=n?i.shape[i.rank-2]:i.shape[i.rank-1],h=a.shape.slice(0,-2),f=i.shape.slice(0,-2),d=Z(h),p=Z(f);E(a.rank>=2&&i.rank>=2&&a.rank===i.rank,(function(){return"Error in matMul: inputs must have the same rank of at least 2, got ranks "+a.rank+" and "+i.rank+"."})),E(Ne(h,f),(function(){return"Error in matMul: outer dimensions ("+h+") and ("+f+") of Tensors with shapes "+a.shape+" and "+i.shape+" must match."})),E(s===u,(function(){return"Error in matMul: inner shapes ("+s+") and ("+u+") of Tensors with shapes "+a.shape+" and "+i.shape+" and transposeA="+e+" and transposeB="+n+" must match."}));var m=a.shape.slice(0,-2).concat([c,l]),v=e?a.as3D(d,s,c):a.as3D(d,c,s),g=n?i.as3D(p,l,u):i.as3D(p,u,l),x={transposeA:e,transposeB:n};return A.runKernelFunc((function(b,y){var w=b.batchMatMul(v,g,e,n);return y([v,g]),w}),{a:v,b:g},(function(b,y){var w=y,_=w[0],S=w[1];return e||n?!e&&n?{a:function(){return b.matMul(S,!1,!1)},b:function(){return b.matMul(_,!0,!1)}}:e&&!n?{a:function(){return S.matMul(b,!1,!0)},b:function(){return _.matMul(b,!1,!1)}}:{a:function(){return S.matMul(b,!0,!0)},b:function(){return b.matMul(_,!0,!0)}}:{a:function(){return b.matMul(S,!1,!0)},b:function(){return _.matMul(b,!0,!1)}}}),"BatchMatMul",x).reshape(m)}}),vf=D({dot_:function(r,t){var e=C(r,"t1","dot"),n=C(t,"t2","dot");E(!(e.rank!==1&&e.rank!==2||n.rank!==1&&n.rank!==2),(function(){return"Error in dot: inputs must all be rank 1 or 2, but got ranks "+e.rank+" and "+n.rank+"."}));var o=e.rank===1?e.size:e.shape[1],a=n.rank===1?n.size:n.shape[0];return E(o===a,(function(){return"Error in dot: inner dimensions of inputs must match, but got "+o+" and "+a+"."})),e.rank===1&&n.rank===1?e.as2D(1,-1).matMul(n.as2D(-1,1)).asScalar():e.rank===1&&n.rank===2?e.as2D(1,-1).matMul(n.as2D(n.shape[0],n.shape[1])).as1D():e.rank===2&&n.rank===1?e.matMul(n.as2D(-1,1)).as1D():e.matMul(n.as2D(n.shape[0],n.shape[1]))}}),mf=D({outerProduct_:function(r,t){var e=C(r,"v1","outerProduct"),n=C(t,"v2","outerProduct");return E(e.rank===1&&n.rank===1,(function(){return"Error in outerProduct: inputs must be rank 1, but got ranks "+e.rank+" and "+n.rank+"."})),e.as2D(-1,1).matMul(n.as2D(1,-1))}}),ir=D({reverse_:function(r,t){var e=C(r,"x","reverse");if(e.rank===0)return e.clone();var n=Le(t,e.shape);return A.runKernelFunc((function(o){return o.reverse(e,n)}),{$x:e},(function(o){return{$x:function(){return o.reverse(n)}}})).reshapeAs(e)}}),gf=D({reverse1d_:function(r){var t=C(r,"x","reverse");return E(t.rank===1,(function(){return"Error in reverse1D: x must be rank 1 but got rank "+t.rank+"."})),ir(t,0)}}),yf=D({reverse2d_:function(r,t){var e=C(r,"x","reverse");return E(e.rank===2,(function(){return"Error in reverse2D: x must be rank 2 but got rank "+e.rank+"."})),ir(e,t)}}),xf=D({reverse3d_:function(r,t){var e=C(r,"x","reverse");return E(e.rank===3,(function(){return"Error in reverse3D: x must be rank 3 but got rank "+e.rank+"."})),ir(e,t)}}),bf=D({reverse4d_:function(r,t){var e=C(r,"x","reverse");return E(e.rank===4,(function(){return"Error in reverse4D: x must be rank 4 but got rank "+e.rank+"."})),ir(e,t)}});function wf(r,t,e,n,o,a){var i=C(r,"x","maxPool"),s=i,u=!1;i.rank===3&&(u=!0,s=i.as4D(1,i.shape[0],i.shape[1],i.shape[2])),E(s.rank===4,(function(){return"Error in maxPool: input must be rank 4 but got rank "+s.rank+"."})),E(tt(e,n),(function(){return"Error in maxPool: Either strides or dilations must be 1. Got strides "+e+" and dilations '"+n+"'"})),a!=null&&E(De(o),(function(){return"Error in maxPool: pad must be an integer when using, dimRoundingMode "+a+" but got pad "+o+"."}));var c=er(s.shape,t,e,n,o,a);if(c.filterWidth===1&&c.filterHeight===1&&Ne(c.inShape,c.outShape))return i.clone();var l=[s],h=A.runKernelFunc((function(f,d){var p=f.maxPool(s,c);return d([s,p]),p}),{x:s},(function(f,d){var p=d[0],m=d[1];return{x:function(){return(function(v,g,x,b,y,w,_,S){var k=C(v,"dy","maxPoolBackprop"),I=C(g,"input","maxPoolBackprop"),R=C(x,"output","maxPoolBackprop");E(I.rank===k.rank,(function(){return"Rank of input ("+I.rank+") does not match rank of dy ("+k.rank+")"})),E(tt(y,w),(function(){return"Error in maxPoolBackProp: Either strides or dilations must be 1. Got strides "+y+" and dilations '"+w+"'"})),E(k.rank===4,(function(){return"Error in maxPoolBackprop: dy must be rank 4 but got rank "+k.rank+"."})),E(I.rank===4,(function(){return"Error in maxPoolBackprop: input must be rank 4 but got rank "+I.rank+"."}));var F=er(I.shape,b,y,w,_,S);return A.runKernelFunc((function(T){return T.maxPoolBackprop(k,I,R,F)}),{$dy:k,$input:I})})(f,p,m,t,e,n,o)}}}),"MaxPool",c,l);return u?h.as3D(h.shape[1],h.shape[2],h.shape[3]):h}function Cf(r,t,e,n,o,a){var i=C(r,"x","avgPool","float32");E(tt(e,n),(function(){return"Error in avgPool: Either strides or dilations must be 1. Got strides "+e+" and dilations '"+n+"'"}));var s=i,u=!1;i.rank===3&&(u=!0,s=i.as4D(1,i.shape[0],i.shape[1],i.shape[2])),E(s.rank===4,(function(){return"Error in avgPool: x must be rank 4 but got rank "+s.rank+"."})),a!=null&&E(De(o),(function(){return"Error in avgPool: pad must be an integer when using, dimRoundingMode "+a+" but got pad "+o+"."}));var c=er(s.shape,t,e,n,o,a);if(c.filterWidth===1&&c.filterHeight===1&&Ne(c.inShape,c.outShape))return i.clone();var l=A.runKernelFunc((function(h){return h.avgPool(s,c)}),{x:s},(function(h){return{x:function(){return(function(f,d,p,m,v,g){var x=C(f,"dy","avgPoolBackprop"),b=C(d,"input","avgPoolBackprop");E(b.rank===x.rank,(function(){return"Rank of input ("+b.rank+") does not match rank of dy ("+x.rank+")"})),E(tt(m,v),(function(){return"Error in avgPoolBackprop: Either strides or dilations must be 1. Got strides "+m+" and dilations '"+v+"'"}));var y=b,w=x,_=!1;b.rank===3&&(_=!0,y=b.as4D(1,b.shape[0],b.shape[1],b.shape[2]),w=x.as4D(1,x.shape[0],x.shape[1],x.shape[2])),E(w.rank===4,(function(){return"Error in avgPoolBackprop: dy must be rank 4 but got rank "+w.rank+"."})),E(y.rank===4,(function(){return"Error in avgPoolBackprop: input must be rank 4 but got rank "+y.rank+"."}));var S=er(y.shape,p,m,v,g),k=A.runKernelFunc((function(I){return I.avgPoolBackprop(w,y,S)}),{dy4D:w,input4D:y});return _?k.as3D(k.shape[1],k.shape[2],k.shape[3]):k})(h,s,t,e,n,o)}}}),"AvgPool",c);return l=l.cast(i.dtype),u?l.as3D(l.shape[1],l.shape[2],l.shape[3]):l}var ze=D({maxPool_:function(r,t,e,n,o){return wf(r,t,e,1,n,o)}}),sr=D({avgPool_:function(r,t,e,n,o){return Cf(r,t,e,1,n,o)}}),_f=D({pool_:function(r,t,e,n,o,a){o==null&&(o=[1,1]),a==null&&(a=1),n===0&&(n="valid");var i=C(r,"x","maxPool"),s=i,u=!1;i.rank===3&&(u=!0,s=i.as4D(1,i.shape[0],i.shape[1],i.shape[2])),E(tt(a,o),(function(){return"Error in pool: Either strides or dilations must be 1. Got strides "+a+" and dilations '"+o+"'"}));var c,l=er(s.shape,t,a,o,n),h=[l.dilationHeight,l.dilationWidth];c=n==="same"?(function(y,w){var _=y.map((function(I,R){return I+(I-1)*(w[R]-1)})).map((function(I){return I-1})),S=_.map((function(I){return Math.floor(I/2)})),k=_.map((function(I,R){return I-S[R]}));return _.map((function(I,R){return[S[R],k[R]]}))})([l.filterHeight,l.filterWidth],h):[[0,0],[0,0]];var f=h[0]===1&&h[1]===1,d=(function(y,w,_){var S=_.map((function(O){return O[0]})),k=_.map((function(O){return O[1]})),I=y.concat(S,k),R=w.map((function(O,B){return(O-I[B]%O)%O})),F=k.map((function(O,B){return O+R[B]})),T=w.map((function(O,B){return[S[B],F[B]]})),L=w.map((function(O,B){return[0,R[B]]}));return[T,L]})([l.inHeight,l.inWidth],h,c),p=d[0],m=d[1],v=f?n:"valid",g=f?s:Ei(s,h,p),x=(e==="avg"?function(){return Cf(g,t,a,1,v)}:function(){return wf(g,t,a,1,v)})(),b=f?x:wi(x,h,m);return u?b.as3D(b.shape[1],b.shape[2],b.shape[3]):b}}),Ef=D({maxPool3d_:function(r,t,e,n,o,a,i){a===void 0&&(a="NDHWC");var s=C(r,"x","maxPool3d"),u=s,c=!1;s.rank===4&&(c=!0,u=s.as5D(1,s.shape[0],s.shape[1],s.shape[2],s.shape[3])),i==null&&(i=[1,1,1]),E(u.rank===5,(function(){return"Error in maxPool3d: x must be rank 5 but got rank "+u.rank+"."})),E(a==="NDHWC",(function(){return"Error in maxPool3d: Only NDHWC is currently supported, but got dataFormat of "+a})),E(tt(e,i),(function(){return"Error in maxPool3d: Either strides or dilations must be 1. Got strides "+e+" and dilations '"+i+"'"})),o!=null&&E(De(n),(function(){return"Error in maxPool3d: pad must be an integer when using, dimRoundingMode "+o+" but got pad "+n+"."}));var l=Ar(u.shape,t,e,i,n,o,a),h=A.runKernelFunc((function(f,d){var p=f.maxPool3d(u,l);return d([u,p]),p}),{x:u},(function(f,d){var p=d[0],m=d[1];return{x:function(){return(function(v,g,x,b,y,w,_,S){var k=C(v,"dy","maxPool3dBackprop"),I=C(g,"input","maxPool3dBackprop"),R=C(x,"output","maxPool3dBackprop"),F=k,T=I,L=R,O=!1;I.rank===4&&(O=!0,F=k.as5D(1,k.shape[0],k.shape[1],k.shape[2],k.shape[3]),T=I.as5D(1,I.shape[0],I.shape[1],I.shape[2],I.shape[3]),L=R.as5D(1,R.shape[0],R.shape[1],R.shape[2],R.shape[3])),E(F.rank===5,(function(){return"Error in maxPool3dBackprop: dy must be rank 5 but got rank "+F.rank+"."})),E(T.rank===5,(function(){return"Error in maxPool3dBackprop: input must be rank 5 but got rank "+T.rank+"."})),E(L.rank===5,(function(){return"Error in maxPool3dBackprop: output must be rank 5 but got rank "+L.rank+"."})),w==null&&(w=[1,1,1]),E(tt(y,w),(function(){return"Error in maxPool3dBackprop: Either strides or dilations must be 1. 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+============================
+Hi there 👋. Looks like you are running TensorFlow.js in Node.js. To speed things up dramatically, install our node backend, which binds to TensorFlow C++, by running npm i @tensorflow/tfjs-node, or npm i @tensorflow/tfjs-node-gpu if you have CUDA. Then call require('@tensorflow/tfjs-node'); (-gpu suffix for CUDA) at the start of your program. Visit https://github.com/tensorflow/tfjs-node for more details.
+============================`));var a={};return this.data.set(a,{values:e,dtype:o}),a},t.prototype.move=function(e,n,o,a){this.data.set(e,{values:n,dtype:a})},t.prototype.numDataIds=function(){return this.data.numDataIds()},t.prototype.read=function(e){return J(this,void 0,void 0,(function(){return Q(this,(function(n){return[2,this.readSync(e)]}))}))},t.prototype.readSync=function(e){var n=this.data.get(e),o=n.dtype,a=n.complexTensors;return o==="complex64"?Ya(this.readSync(a.real.dataId),this.readSync(a.imag.dataId)):this.data.get(e).values},t.prototype.bufferSync=function(e){var n=this.readSync(e.dataId),o=n;if(e.dtype==="string")try{o=n.map((function(a){return Cr(a)}))}catch{throw new Error("Failed to decode encoded string bytes into utf-8")}return re(e.shape,e.dtype,o)},t.prototype.makeOutput=function(e,n,o){var a=this.write(e,n,o);return A.makeTensorFromDataId(a,n,o,this)},t.prototype.disposeData=function(e){if(this.data.has(e)){var n=this.data.get(e).complexTensors;n!=null&&(n.real.dispose(),n.imag.dispose()),this.data.delete(e)}},t.prototype.time=function(e){return J(this,void 0,void 0,(function(){var n;return Q(this,(function(o){return n=gt(),e(),[2,{kernelMs:gt()-n}]}))}))},t.prototype.memory=function(){return{unreliable:!0,reasons:["The reported memory is an upper bound. 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Float32Array(e.size),a=this.readSync(e.dataId),i=0;i<a.length;++i){var s=a[i]>-n,u=a[i]<n,c=Math.exp(a[i]),l=void 0;l=u?c:s?a[i]:Math.log(1+c),o[i]=l}return this.makeOutput(o,e.shape,"float32")},t.prototype.sin=function(e){V(e,"sin");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.sin(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.cos=function(e){V(e,"cos");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.cos(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.tan=function(e){V(e,"tan");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.tan(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.asin=function(e){V(e,"asin");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.asin(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.acos=function(e){V(e,"acos");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.acos(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.atan=function(e){V(e,"atan");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.atan(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.atan2=function(e,n){return V([e,n],"atan2"),this.broadcastedBinaryOp(e,n,e.dtype,(function(o,a){return Math.atan2(o,a)}))},t.prototype.sinh=function(e){V(e,"sinh");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.sinh(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.cosh=function(e){V(e,"cosh");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.cosh(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.tanh=function(e){V(e,"tanh");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Ku(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.asinh=function(e){V(e,"asinh");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.asinh(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.acosh=function(e){V(e,"acosh");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.acosh(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.atanh=function(e){V(e,"atanh");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a)n[a]=Math.atanh(o[a]);return this.makeOutput(n,e.shape,"float32")},t.prototype.erf=function(e){V(e,"erf");for(var n=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;a<o.length;++a){var i=Math.sign(o[a]),s=Math.abs(o[a]),u=1/(1+.3275911*s);n[a]=i*(1-((((1.061405429*u-1.453152027)*u+1.421413741)*u-.284496736)*u+.254829592)*u*Math.exp(-s*s))}return this.makeOutput(n,e.shape,"float32")},t.prototype.step=function(e,n){n===void 0&&(n=0),V(e,"step");for(var o=new Float32Array(e.size),a=this.readSync(e.dataId),i=0;i<a.length;++i){var s=a[i];isNaN(s)?o[i]=NaN:o[i]=s>0?1:n}return this.makeOutput(o,e.shape,"float32")},t.prototype.fusedConv2d=function(e){var n=e.input,o=e.filter,a=e.convInfo,i=e.bias,s=e.activation,u=e.preluActivationWeights,c=this.conv2d(n,o,a);return i&&(c=this.add(c,i)),s&&(c=wa(this,c,s,u)),c},t.prototype.conv2d=function(e,n,o){V([e,n],"conv2d");for(var a=o.filterHeight,i=o.filterWidth,s=o.dilationHeight,u=o.dilationWidth,c=o.padInfo.left,l=o.padInfo.top,h=o.dataFormat==="channelsLast",f=re(o.outShape,e.dtype),d=e.strides[0],p=h?e.strides[1]:e.strides[2],m=h?e.strides[2]:1,v=h?1:e.strides[1],g=f.strides[0],x=h?f.strides[1]:f.strides[2],b=h?f.strides[2]:1,y=h?1:f.strides[1],w=this.readSync(e.dataId),_=this.readSync(n.dataId),S=f.values,k=0;k<o.batchSize;++k)for(var I=k*d,R=k*g,F=0;F<o.outHeight;++F)for(var T=R+F*x,L=F*o.strideHeight-l,O=0;O<a;O++){var B=L+O*s;if(!(B<0||B>=o.inHeight))for(var U=O*n.strides[0],z=I+B*p,W=0;W<o.outWidth;++W)for(var G=T+W*b,H=W*o.strideWidth-c,j=0;j<i;j++){var ee=H+j*u;if(!(ee<0||ee>=o.inWidth))for(var te=z+ee*m,ie=U+j*n.strides[1],se=0;se<o.inChannels;++se){for(var le=w[te+se*v],pe=0;pe<o.outChannels;++pe)S[G+pe*y]+=le*_[ie+pe];ie+=o.outChannels}}}return f.toTensor()},t.prototype.conv3d=function(e,n,o){for(var a=o.filterDepth,i=o.filterHeight,s=o.filterWidth,u=o.dilationDepth,c=o.dilationHeight,l=o.dilationWidth,h=o.padInfo.front,f=o.padInfo.left,d=o.padInfo.top,p=re(o.outShape,e.dtype),m=this.readSync(e.dataId),v=this.readSync(n.dataId),g=p.values,x=0;x<o.batchSize;++x)for(var b=x*e.strides[0],y=x*p.strides[0],w=0;w<o.outDepth;++w)for(var _=y+w*p.strides[1],S=w*o.strideDepth-h,k=0;k<a;k++){var I=S+k*u;if(!(I<0||I>=o.inDepth))for(var R=k*n.strides[0],F=b+I*e.strides[1],T=0;T<o.outHeight;++T)for(var L=_+T*p.strides[2],O=T*o.strideHeight-d,B=0;B<i;B++){var U=O+B*c;if(!(U<0||U>=o.inHeight))for(var z=R+B*n.strides[1],W=F+U*e.strides[2],G=0;G<o.outWidth;++G)for(var H=L+G*o.outChannels,j=G*o.strideWidth-f,ee=0;ee<s;ee++){var te=j+ee*l;if(!(te<0||te>=o.inWidth))for(var ie=z+ee*n.strides[2],se=W+te*o.inChannels,le=ie,pe=0;pe<o.inChannels;++pe){for(var he=m[se+pe],ve=0;ve<o.outChannels;++ve)g[H+ve]+=he*v[le+ve];le+=o.outChannels}}}}return p.toTensor()},t.prototype.conv2dDerInput=function(e,n,o){V([e,n],"conv2dDerInput");for(var a=re(o.inShape,"float32"),i=a.values,s=this.readSync(e.dataId),u=this.readSync(n.dataId),c=n.strides,l=c[0],h=c[1],f=c[2],d=o.batchSize,p=o.filterHeight,m=o.filterWidth,v=o.inChannels,g=o.inHeight,x=o.inWidth,b=o.outChannels,y=o.outHeight,w=o.outWidth,_=o.strideHeight,S=o.strideWidth,k=o.dataFormat,I=p-1-o.padInfo.top,R=m-1-o.padInfo.left,F=k==="channelsLast",T=a.strides[0],L=F?a.strides[1]:a.strides[2],O=F?a.strides[2]:1,B=F?1:a.strides[1],U=e.strides[0],z=F?e.strides[1]:e.strides[2],W=F?e.strides[2]:1,G=F?1:e.strides[1],H=0;H<d;++H)for(var j=0;j<v;++j)for(var ee=0;ee<g;++ee)for(var te=ee-I,ie=Math.max(0,Math.ceil(te/_)),se=Math.min(y,(p+te)/_),le=0;le<x;++le){for(var pe=le-R,he=Math.max(0,Math.ceil(pe/S)),ve=Math.min(w,(m+pe)/S),Te=0,fe=ie;fe<se;++fe)for(var be=fe*_-te,ye=he;ye<ve;++ye)for(var Se=U*H+z*fe+W*ye,Re=l*(p-1-be)+h*(m-1-(ye*S-pe))+f*j,ke=0;ke<b;++ke)Te+=s[Se+G*ke]*u[Re+ke];i[T*H+L*ee+O*le+B*j]=Te}return a.toTensor()},t.prototype.conv3dDerInput=function(e,n,o){for(var a=re(o.inShape,"float32"),i=a.values,s=a.strides,u=s[0],c=s[1],l=s[2],h=s[3],f=this.readSync(e.dataId),d=e.strides,p=d[0],m=d[1],v=d[2],g=d[3],x=this.readSync(n.dataId),b=n.strides,y=b[0],w=b[1],_=b[2],S=b[3],k=o.batchSize,I=o.filterDepth,R=o.filterHeight,F=o.filterWidth,T=o.inChannels,L=o.inDepth,O=o.inHeight,B=o.inWidth,U=o.outChannels,z=o.outDepth,W=o.outHeight,G=o.outWidth,H=o.strideDepth,j=o.strideHeight,ee=o.strideWidth,te=I-1-o.padInfo.front,ie=R-1-o.padInfo.top,se=F-1-o.padInfo.left,le=0;le<k;++le)for(var pe=0;pe<T;++pe)for(var he=0;he<L;++he)for(var ve=he-te,Te=Math.max(0,Math.ceil(ve/H)),fe=Math.min(z,(I+ve)/H),be=0;be<O;++be)for(var ye=be-ie,Se=Math.max(0,Math.ceil(ye/j)),Re=Math.min(W,(R+ye)/j),ke=0;ke<B;++ke){for(var kt=ke-se,St=Math.max(0,Math.ceil(kt/ee)),at=Math.min(G,(F+kt)/ee),Mn=0,Wt=Te;Wt<fe;++Wt)for(var nn=Wt*H-ve,zt=Se;zt<Re;++zt)for(var On=zt*j-ye,Ut=St;Ut<at;++Ut)for(var ia=p*le+m*Wt+v*zt+g*Ut,Bn=y*(I-1-nn)+w*(R-1-On)+_*(F-1-(Ut*ee-kt))+S*pe,At=0;At<U;++At)Mn+=f[ia+At]*x[Bn+At];i[u*le+c*he+l*be+h*ke+pe]=Mn}return a.toTensor()},t.prototype.conv2dDerFilter=function(e,n,o){V([e,n],"conv2dDerFilter");for(var a=o.strideHeight,i=o.strideWidth,s=o.filterHeight,u=o.filterWidth,c=o.dataFormat==="channelsLast",l=re(o.filterShape,"float32"),h=o.padInfo.left,f=o.padInfo.top,d=this.bufferSync(e),p=this.bufferSync(n),m=0;m<s;++m)for(var v=Math.max(0,Math.ceil((f-m)/a)),g=Math.min(o.outHeight,(o.inHeight+f-m)/a),x=0;x<u;++x)for(var b=Math.max(0,Math.ceil((h-x)/i)),y=Math.min(o.outWidth,(o.inWidth+h-x)/i),w=0;w<o.inChannels;++w)for(var _=0;_<o.outChannels;++_){for(var S=0,k=0;k<o.batchSize;++k)for(var I=v;I<g;++I)for(var R=m+I*a-f,F=b;F<y;++F){var T=x+F*i-h;S+=c?d.get(k,R,T,w)*p.get(k,I,F,_):d.get(k,w,R,T)*p.get(k,_,I,F)}l.set(S,m,x,w,_)}return l.toTensor()},t.prototype.conv3dDerFilter=function(e,n,o){for(var a=o.strideDepth,i=o.strideHeight,s=o.strideWidth,u=o.filterDepth,c=o.filterHeight,l=o.filterWidth,h=re(o.filterShape,"float32"),f=h.values,d=h.strides,p=d[0],m=d[1],v=d[2],g=d[3],x=this.readSync(n.dataId),b=n.strides,y=b[0],w=b[1],_=b[2],S=b[3],k=this.readSync(e.dataId),I=e.strides,R=I[0],F=I[1],T=I[2],L=I[3],O=o.padInfo.front,B=o.padInfo.left,U=o.padInfo.top,z=0;z<u;++z)for(var W=Math.max(0,Math.ceil((O-z)/a)),G=Math.min(o.outDepth,(o.inDepth+O-z)/a),H=z*p,j=0;j<c;++j)for(var ee=Math.max(0,Math.ceil((U-j)/i)),te=Math.min(o.outHeight,(o.inHeight+U-j)/i),ie=j*m+H,se=0;se<l;++se)for(var le=Math.max(0,Math.ceil((B-se)/s)),pe=Math.min(o.outWidth,(o.inWidth+B-se)/s),he=se*v+ie,ve=0;ve<o.inChannels;++ve)for(var Te=ve*g+he,fe=0;fe<o.outChannels;++fe){for(var be=0,ye=0;ye<o.batchSize;++ye)for(var Se=ye*R,Re=ye*y,ke=W;ke<G;++ke)for(var kt=(z+ke*a-O)*F+Se,St=ke*w+Re,at=ee;at<te;++at)for(var Mn=(j+at*i-U)*T+kt,Wt=at*_+St,nn=le;nn<pe;++nn){var zt=nn*S+Wt;be+=k[(se+nn*s-B)*L+Mn+ve]*x[zt+fe]}f[Te+fe]=be}return h.toTensor()},t.prototype.fusedDepthwiseConv2D=function(e){var n=e.input,o=e.filter,a=e.convInfo,i=e.bias,s=e.activation,u=e.preluActivationWeights,c=this.depthwiseConv2D(n,o,a);return i&&(c=this.add(c,i)),s&&(c=wa(this,c,s,u)),c},t.prototype.depthwiseConv2D=function(e,n,o){V([e,n],"depthwiseConv2D");for(var a=o.filterHeight,i=o.filterWidth,s=o.dilationHeight,u=o.dilationWidth,c=o.padInfo.left,l=o.padInfo.top,h=o.outChannels/o.inChannels,f=re(o.outShape,e.dtype),d=this.readSync(e.dataId),p=this.readSync(n.dataId),m=f.values,v=0;v<o.batchSize;++v)for(var g=v*e.strides[0],x=v*f.strides[0],b=0;b<o.outHeight;++b)for(var y=x+b*f.strides[1],w=b*o.strideHeight-c,_=0;_<a;++_){var S=w+_*s;if(!(S<0||S>=o.inHeight))for(var k=_*n.strides[0],I=g+S*e.strides[1],R=0;R<o.outWidth;++R)for(var F=y+R*f.strides[2],T=R*o.strideWidth-l,L=0;L<i;++L){var O=T+L*u;if(!(O<0||O>=o.inWidth))for(var B=k+L*n.strides[1],U=I+O*o.inChannels,z=F,W=B,G=0;G<o.inChannels;++G){for(var H=d[U+G],j=0;j<h;++j)m[z+j]+=H*p[W+j];z+=h,W+=h}}}return f.toTensor()},t.prototype.depthwiseConv2DDerInput=function(e,n,o){V([e,n],"depthwiseConv2DDerInput");for(var a=re(o.inShape,"float32"),i=a.values,s=a.strides,u=s[0],c=s[1],l=s[2],h=this.readSync(e.dataId),f=e.strides,d=f[0],p=f[1],m=f[2],v=this.readSync(n.dataId),g=n.strides,x=g[0],b=g[1],y=g[2],w=o.batchSize,_=o.filterHeight,S=o.filterWidth,k=o.inChannels,I=o.inHeight,R=o.inWidth,F=o.outChannels,T=o.outHeight,L=o.outWidth,O=o.strideHeight,B=o.strideWidth,U=_-1-o.padInfo.top,z=S-1-o.padInfo.left,W=F/k,G=0;G<w;++G)for(var H=0;H<k;++H)for(var j=0;j<I;++j)for(var ee=j-U,te=Math.max(0,Math.ceil(ee/O)),ie=Math.min(T,(_+ee)/O),se=0;se<R;++se){for(var le=se-z,pe=Math.max(0,Math.ceil(le/B)),he=Math.min(L,(S+le)/B),ve=0,Te=te;Te<ie;++Te)for(var fe=Te*O-ee,be=pe;be<he;++be)for(var ye=d*G+p*Te+m*be,Se=x*(_-1-fe)+b*(S-1-(be*B-le))+y*H,Re=0;Re<W;++Re)ve+=h[ye+(H*W+Re)]*v[Se+Re];i[u*G+c*j+l*se+H]=ve}return a.toTensor()},t.prototype.depthwiseConv2DDerFilter=function(e,n,o){V([e,n],"depthwiseConv2DDerFilter");for(var a=o.strideHeight,i=o.strideWidth,s=o.filterHeight,u=o.filterWidth,c=re(o.filterShape,"float32"),l=o.padInfo.left,h=o.padInfo.top,f=o.outChannels/o.inChannels,d=this.bufferSync(e),p=this.bufferSync(n),m=0;m<s;++m)for(var v=Math.max(0,Math.ceil((h-m)/a)),g=Math.min(o.outHeight,(o.inHeight+h-m)/a),x=0;x<u;++x)for(var b=Math.max(0,Math.ceil((l-x)/i)),y=Math.min(o.outWidth,(o.inWidth+l-x)/i),w=0;w<o.outChannels;++w){for(var _=Math.trunc(w/f),S=w%f,k=0,I=0;I<o.batchSize;++I)for(var R=v;R<g;++R)for(var F=m+R*a-h,T=b;T<y;++T){var L=x+T*i-l;k+=d.get(I,F,L,_)*p.get(I,R,T,w)}c.set(k,m,x,_,S)}return c.toTensor()},t.prototype.tile=function(e,n){return V(e,"tile"),ml(this.bufferSync(e),n)},t.prototype.pad=function(e,n,o){V(e,"pad");var a=n.map((function(f,d){return f[0]+e.shape[d]+f[1]})),i=n.map((function(f){return f[0]})),s=this.bufferSync(e),u=re(a,e.dtype);o!==0&&u.values.fill(o);for(var c=0;c<e.size;c++){var l=s.indexToLoc(c),h=l.map((function(f,d){return f+i[d]}));u.set.apply(u,[s.get.apply(s,l)].concat(h))}return u.toTensor()},t.prototype.transpose=function(e,n){V(e,"transpose");for(var o=new Array(e.rank),a=0;a<o.length;a++)o[a]=e.shape[n[a]];var i=this.readSync(e.dataId),s=re(o,e.dtype),u=this.bufferSync(e);for(a=0;a<e.size;++a){for(var c=u.indexToLoc(a),l=new Array(c.length),h=0;h<l.length;h++)l[h]=c[n[h]];var f=s.locToIndex(l);s.values[f]=i[a]}return s.toTensor()},t.prototype.gather=function(e,n,o){V([e,n],"gather");var a=e.shape.slice(),i=this.readSync(n.dataId);a[o]=i.length;for(var s=re(a,e.dtype),u=this.bufferSync(e),c=0;c<s.size;++c){var l=s.indexToLoc(c),h=l.slice();h[o]=i[l[o]];var f=u.locToIndex(h);s.values[c]=u.values[f]}return s.toTensor()},t.prototype.batchToSpaceND=function(e,n,o){V([e],"batchToSpaceND");var a=n.reduce((function(h,f){return h*f})),i=wo(e.shape,n,a),s=Co(i.length,n.length),u=_o(e.shape,n,a),c=al(o,n.length),l=il(u,o,n.length);return e.reshape(i).transpose(s).reshape(u).slice(c,l)},t.prototype.spaceToBatchND=function(e,n,o){V([e],"spaceToBatchND");var a=n.reduce((function(f,d){return f*d})),i=[[0,0]];i.push.apply(i,o);for(var s=1+n.length;s<e.shape.length;++s)i.push([0,0]);var u=e.pad(i),c=wo(u.shape,n,a,!1),l=Co(c.length,n.length,!1),h=_o(u.shape,n,a,!1);return u.reshape(c).transpose(l).reshape(h)},t.prototype.pool=function(e,n,o){V(e,"pool");for(var a=n.strideHeight,i=n.strideWidth,s=n.dilationHeight,u=n.dilationWidth,c=n.effectiveFilterHeight,l=n.effectiveFilterWidth,h=n.padInfo.top,f=n.padInfo.left,d=o==="max"?Number.NEGATIVE_INFINITY:Number.POSITIVE_INFINITY,p=this.readSync(e.dataId),m=re(n.outShape,e.dtype),v=m.values,g=n.outShape[1]*n.outShape[2]*n.outShape[3],x=n.outShape[2]*n.outShape[3],b=n.outShape[3],y=0;y<n.batchSize;++y)for(var w=y*g,_=y*e.strides[0],S=0;S<n.inChannels;++S)for(var k=0;k<n.outHeight;++k)for(var I=k*a-h,R=Math.max(0,I),F=Math.min(n.inHeight,c+I),T=w+k*x,L=0;L<n.outWidth;++L){for(var O=L*i-f,B=Math.max(0,O),U=Math.min(n.inWidth,l+O),z=d,W=0,G=0,H=R;H<F;H+=s){for(var j=_+H*e.strides[1],ee=B;ee<U;ee+=u){var te=p[j+ee*e.strides[2]+S];o==="max"&&te>z?z=te:o==="avg"&&(W+=te,G++)}if(isNaN(z))break}v[T+L*b+S]=o==="avg"?W/G:z}return m.toTensor()},t.prototype.maxPool=function(e,n){return this.pool(e,n,"max")},t.prototype.maxPoolPositions=function(e,n){for(var o=re(n.outShape,"int32"),a=n.strideHeight,i=n.strideWidth,s=n.dilationHeight,u=n.dilationWidth,c=n.effectiveFilterHeight,l=n.effectiveFilterWidth,h=n.padInfo.top,f=n.padInfo.left,d=this.bufferSync(e),p=0;p<n.batchSize;++p)for(var m=0;m<n.inChannels;++m)for(var v=0;v<n.outHeight;++v){for(var g=v*a-h,x=g;x<0;)x+=s;for(var b=Math.min(n.inHeight,c+g),y=0;y<n.outWidth;++y){for(var w=y*i-f,_=w;_<0;)_+=u;for(var S=Math.min(n.inWidth,l+w),k=Number.NEGATIVE_INFINITY,I=-1,R=x;R<b;R+=s)for(var F=R-g,T=_;T<S;T+=u){var L=T-w,O=d.get(p,R,T,m);O>k&&(k=O,I=F*l+L)}o.set(I,p,v,y,m)}}return o.toTensor()},t.prototype.maxPoolBackprop=function(e,n,o,a){V([n,o],"maxPoolBackprop");for(var i=this.maxPoolPositions(n,a),s=a.strideHeight,u=a.strideWidth,c=a.dilationHeight,l=a.dilationWidth,h=a.effectiveFilterHeight,f=a.effectiveFilterWidth,d=f-1-a.padInfo.left,p=h-1-a.padInfo.top,m=re(n.shape,"float32"),v=this.bufferSync(i),g=this.bufferSync(e),x=0;x<a.batchSize;++x)for(var b=0;b<a.inChannels;++b)for(var y=0;y<a.inHeight;++y)for(var w=0;w<a.inWidth;++w){for(var _=y-p,S=w-d,k=0,I=0;I<h;I+=c){var R=(_+I)/s;if(!(R<0||R>=a.outHeight||Math.floor(R)!==R))for(var F=0;F<f;F+=l){var T=(S+F)/u;if(!(T<0||T>=a.outWidth||Math.floor(T)!==T)){var L=h*f-1-v.get(x,R,T,b)===I*f+F?1:0;L!==0&&(k+=g.get(x,R,T,b)*L)}}}m.set(k,x,y,w,b)}return m.toTensor()},t.prototype.avgPoolBackprop=function(e,n,o){V([e,n],"avgPoolBackprop");for(var a=o.strideHeight,i=o.strideWidth,s=o.filterHeight,u=o.filterWidth,c=o.dilationHeight,l=o.dilationWidth,h=o.effectiveFilterHeight,f=o.effectiveFilterWidth,d=f-1-o.padInfo.left,p=h-1-o.padInfo.top,m=re(n.shape,"float32"),v=1/(s*u),g=this.bufferSync(e),x=0;x<o.batchSize;++x)for(var b=0;b<o.inChannels;++b)for(var y=0;y<o.inHeight;++y)for(var w=0;w<o.inWidth;++w){for(var _=y-p,S=w-d,k=0,I=0;I<h;I+=c){var R=(_+I)/a;if(!(R<0||R>=o.outHeight||Math.floor(R)!==R))for(var F=0;F<f;F+=l){var T=(S+F)/i;T<0||T>=o.outWidth||Math.floor(T)!==T||(k+=g.get(x,R,T,b))}}m.set(k*v,x,y,w,b)}return m.toTensor()},t.prototype.pool3d=function(e,n,o){V(e,"pool3d");for(var a=n.strideDepth,i=n.strideHeight,s=n.strideWidth,u=n.dilationDepth,c=n.dilationHeight,l=n.dilationWidth,h=n.effectiveFilterDepth,f=n.effectiveFilterHeight,d=n.effectiveFilterWidth,p=n.padInfo.front,m=n.padInfo.top,v=n.padInfo.left,g=o==="max"?Number.NEGATIVE_INFINITY:Number.POSITIVE_INFINITY,x=this.readSync(e.dataId),b=re(n.outShape,e.dtype),y=b.values,w=n.outShape[1]*n.outShape[2]*n.outShape[3]*n.outShape[4],_=n.outShape[2]*n.outShape[3]*n.outShape[4],S=n.outShape[3]*n.outShape[4],k=n.outShape[4],I=0;I<n.batchSize;++I)for(var R=I*w,F=I*e.strides[0],T=0;T<n.inChannels;++T)for(var L=0;L<n.outDepth;++L){for(var O=L*a-p,B=O;B<0;)B+=u;for(var U=Math.min(n.inDepth,h+O),z=R+L*_,W=0;W<n.outHeight;++W){for(var G=W*i-m,H=G;H<0;)H+=c;for(var j=Math.min(n.inHeight,f+G),ee=z+W*S,te=0;te<n.outWidth;++te){for(var ie=te*s-v,se=ie;se<0;)se+=l;for(var le=Math.min(n.inWidth,d+ie),pe=ee+te*k,he=g,ve=0,Te=0,fe=B;fe<U;fe+=u){for(var be=F+fe*e.strides[1],ye=H;ye<j;ye+=c){for(var Se=be+ye*e.strides[2],Re=se;Re<le;Re+=l){var ke=x[Se+Re*e.strides[3]+T];if(o==="max"&&ke>he?he=ke:o==="avg"&&(ve+=ke,Te++),isNaN(he))break}if(isNaN(he))break}if(isNaN(he))break}y[pe+T]=o==="avg"?ve/Te:he}}}return b.toTensor()},t.prototype.avgPool3d=function(e,n){return V(e,"avgPool3d"),this.pool3d(e,n,"avg").toFloat()},t.prototype.avgPool3dBackprop=function(e,n,o){V([e,n],"avgPool3dBackprop");for(var a=o.strideDepth,i=o.strideHeight,s=o.strideWidth,u=o.filterDepth,c=o.filterHeight,l=o.filterWidth,h=o.dilationDepth,f=o.dilationHeight,d=o.dilationWidth,p=o.effectiveFilterDepth,m=o.effectiveFilterHeight,v=o.effectiveFilterWidth,g=p-1-o.padInfo.front,x=v-1-o.padInfo.left,b=m-1-o.padInfo.top,y=re(n.shape,"float32"),w=1/(u*c*l),_=this.bufferSync(e),S=0;S<o.batchSize;++S)for(var k=0;k<o.inChannels;++k)for(var I=0;I<o.inDepth;++I)for(var R=0;R<o.inHeight;++R)for(var F=0;F<o.inWidth;++F){for(var T=I-g,L=R-b,O=F-x,B=0,U=0;U<p;U+=h){var z=(T+U)/a;if(!(z<0||z>=o.outDepth||Math.floor(z)!==z))for(var W=0;W<m;W+=f){var G=(L+W)/i;if(!(G<0||G>=o.outHeight||Math.floor(G)!==G))for(var H=0;H<v;H+=d){var j=(O+H)/s;j<0||j>=o.outWidth||Math.floor(j)!==j||(B+=_.get(S,z,G,j,k))}}}y.set(B*w,S,I,R,F,k)}return y.toTensor()},t.prototype.maxPool3d=function(e,n){return V(e,"maxPool3d"),this.pool3d(e,n,"max").toFloat()},t.prototype.maxPool3dPositions=function(e,n){for(var o=re(n.outShape,"int32"),a=n.strideDepth,i=n.strideHeight,s=n.strideWidth,u=n.dilationDepth,c=n.dilationHeight,l=n.dilationWidth,h=n.effectiveFilterDepth,f=n.effectiveFilterHeight,d=n.effectiveFilterWidth,p=n.padInfo.front,m=n.padInfo.top,v=n.padInfo.left,g=this.bufferSync(e),x=0;x<n.batchSize;++x)for(var b=0;b<n.inChannels;++b)for(var y=0;y<n.outDepth;++y){for(var w=y*a-p,_=w;_<0;)_+=u;for(var S=Math.min(n.inDepth,h+w),k=0;k<n.outHeight;++k){for(var I=k*i-m,R=I;R<0;)R+=c;for(var F=Math.min(n.inHeight,f+I),T=0;T<n.outWidth;++T){for(var L=T*s-v,O=L;O<0;)O+=l;for(var B=Math.min(n.inWidth,d+L),U=Number.NEGATIVE_INFINITY,z=-1,W=_;W<S;W+=u)for(var G=W-w,H=R;H<F;H+=c)for(var j=H-I,ee=O;ee<B;ee+=l){var te=ee-L,ie=g.get(x,W,H,ee,b);ie>=U&&(U=ie,z=G*f*d+j*f+te)}o.set(z,x,y,k,T,b)}}}return o.toTensor()},t.prototype.maxPool3dBackprop=function(e,n,o,a){V([n,o],"maxPool3dBackprop");for(var i=this.maxPool3dPositions(n,a),s=a.strideDepth,u=a.strideHeight,c=a.strideWidth,l=a.dilationDepth,h=a.dilationHeight,f=a.dilationWidth,d=a.effectiveFilterDepth,p=a.effectiveFilterHeight,m=a.effectiveFilterWidth,v=d-1-a.padInfo.front,g=m-1-a.padInfo.left,x=p-1-a.padInfo.top,b=re(n.shape,"float32"),y=this.bufferSync(i),w=this.bufferSync(e),_=0;_<a.batchSize;++_)for(var S=0;S<a.inChannels;++S)for(var k=0;k<a.inDepth;++k)for(var I=0;I<a.inHeight;++I)for(var R=0;R<a.inWidth;++R){for(var F=k-v,T=I-x,L=R-g,O=0,B=0;B<d;B+=l){var U=(F+B)/s;if(!(U<0||U>=a.outDepth||Math.floor(U)!==U))for(var z=0;z<p;z+=h){var W=(T+z)/u;if(!(W<0||W>=a.outHeight||Math.floor(W)!==W))for(var G=0;G<m;G+=f){var H=(L+G)/c;if(!(H<0||H>=a.outWidth||Math.floor(H)!==H)){var j=d*p*m-1-y.get(_,U,W,H,S)===B*p*m+z*m+G?1:0;j!==0&&(O+=w.get(_,U,W,H,S)*j)}}}}b.set(O,_,k,I,R,S)}return b.toTensor()},t.prototype.cast=function(e,n){return Ni(e,n,this)},t.prototype.reshape=function(e,n){return Io(e,n)},t.prototype.avgPool=function(e,n){return V(e,"avgPool"),this.pool(e,n,"avg").toFloat()},t.prototype.resizeBilinear=function(e,n,o,a){V(e,"resizeBilinear");for(var i=e.shape,s=i[0],u=i[1],c=i[2],l=i[3],h=this.readSync(e.dataId),f=new Float32Array(Z([s,n,o,l])),d=[a&&n>1?u-1:u,a&&o>1?c-1:c],p=[a&&n>1?n-1:n,a&&o>1?o-1:o],m=0,v=d[0]/p[0],g=d[1]/p[1],x=0;x<s;x++)for(var b=0;b<n;b++)for(var y=v*b,w=Math.floor(y),_=y-w,S=Math.min(u-1,Math.ceil(y)),k=x*e.strides[0]+w*e.strides[1],I=x*e.strides[0]+S*e.strides[1],R=0;R<o;R++)for(var F=g*R,T=Math.floor(F),L=F-T,O=Math.min(c-1,Math.ceil(F)),B=k+T*e.strides[2],U=I+T*e.strides[2],z=k+O*e.strides[2],W=I+O*e.strides[2],G=0;G<l;G++){var H=h[B+G],j=h[U+G],ee=H+(h[z+G]-H)*L,te=ee+(j+(h[W+G]-j)*L-ee)*_;f[m++]=te}return Ge(f,[s,n,o,l])},t.prototype.resizeBilinearBackprop=function(e,n,o){V([e,n],"resizeBilinearBackprop");for(var a=n.shape,i=a[0],s=a[1],u=a[2],c=a[3],l=e.shape,h=l[1],f=l[2],d=new Float32Array(i*s*u*c),p=[o&&h>1?s-1:s,o&&f>1?u-1:u],m=[o&&h>1?h-1:h,o&&f>1?f-1:f],v=p[0]/m[0],g=p[1]/m[1],x=this.readSync(e.dataId),b=0,y=0;y<i;y++)for(var w=y*n.strides[0],_=0;_<h;_++)for(var S=_*v,k=Math.floor(S),I=Math.min(Math.ceil(S),s-1),R=w+k*n.strides[1],F=w+I*n.strides[1],T=S-k,L=1-T,O=0;O<f;O++)for(var B=O*g,U=Math.floor(B),z=Math.min(Math.ceil(B),u-1),W=B-U,G=1-W,H=R+U*n.strides[2],j=R+z*n.strides[2],ee=F+U*n.strides[2],te=F+z*n.strides[2],ie=L*G,se=L*W,le=T*G,pe=T*W,he=0;he<c;he++){var ve=x[b++];d[H+he]+=ve*ie,d[j+he]+=ve*se,d[ee+he]+=ve*le,d[te+he]+=ve*pe}return Qe(d,[i,u,s,c],n.dtype)},t.prototype.resizeNearestNeighbor=function(e,n,o,a){V(e,"resizeNearestNeighbor");for(var i=e.shape,s=i[0],u=i[1],c=i[2],l=i[3],h=this.readSync(e.dataId),f=new Float32Array(s*n*o*l),d=[a&&n>1?u-1:u,a&&o>1?c-1:c],p=[a&&n>1?n-1:n,a&&o>1?o-1:o],m=d[0]/p[0],v=d[1]/p[1],g=0,x=0;x<s;x++)for(var b=x*e.strides[0],y=0;y<n;y++)for(var w=m*y,_=b+Math.min(u-1,a?Math.round(w):Math.floor(w))*e.strides[1],S=0;S<o;S++)for(var k=v*S,I=_+Math.min(c-1,a?Math.round(k):Math.floor(k))*e.strides[2],R=0;R<l;R++){var F=h[I+R];f[g++]=F}return Ge(f,[s,n,o,l],e.dtype)},t.prototype.resizeNearestNeighborBackprop=function(e,n,o){V([e,n],"resizeNearestNeighborBackprop");for(var a=n.shape,i=a[0],s=a[1],u=a[2],c=a[3],l=e.shape,h=l[1],f=l[2],d=new Float32Array(i*s*u*c),p=this.readSync(e.dataId),m=[o&&h>1?s-1:s,o&&f>1?u-1:u],v=[o&&h>1?h-1:h,o&&f>1?f-1:f],g=m[0]/v[0],x=m[1]/v[1],b=1/g,y=1/x,w=2*Math.ceil(b)+2,_=2*Math.ceil(y)+2,S=0;S<i;S++)for(var k=S*n.strides[0],I=0;I<s;I++)for(var R=k+I*n.strides[1],F=Math.floor(I*b),T=Math.floor(F-w/2),L=0;L<u;L++)for(var O=R+L*n.strides[2],B=Math.floor(L*y),U=Math.floor(B-_/2),z=0;z<c;z++){for(var W=0,G=0;G<w;G++){var H=G+T;if(!(H<0||H>=h)){var j=k+H*e.strides[1],ee=H*g;if(I===Math.min(s-1,o?Math.round(ee):Math.floor(ee)))for(var te=0;te<_;te++){var ie=te+U;if(!(ie<0||ie>=f)){var se=j+ie*e.strides[2],le=ie*x;L===Math.min(u-1,o?Math.round(le):Math.floor(le))&&(W+=p[se+z])}}}}d[O+z]=W}return Qe(d,n.shape,n.dtype)},t.prototype.batchNormalization=function(e,n,o,a,i,s){V([e,n,o,i,s],"batchNorm");for(var u=this.readSync(e.dataId),c=this.readSync(n.dataId),l=this.readSync(o.dataId),h=i?this.readSync(i.dataId):new Float32Array([1]),f=s?this.readSync(s.dataId):new Float32Array([0]),d=new Float32Array(u.length),p=f.length,m=h.length,v=l.length,g=c.length,x=0,b=0,y=0,w=0,_=0;_<u.length;++_)d[_]=f[x++]+(u[_]-c[b++])*h[y++]/Math.sqrt(l[w++]+a),x>=p&&(x=0),b>=g&&(b=0),y>=m&&(y=0),w>=v&&(w=0);return Qe(d,e.shape)},t.prototype.localResponseNormalization4D=function(e,n,o,a,i){V(e,"localResponseNormalization4D");var s=e.shape[3],u=s-1,c=this.readSync(e.dataId),l=e.size,h=new Float32Array(l);function f(v){for(var g=v%s,x=v-g+Math.max(0,g-n),b=v-g+Math.min(g+n,u),y=0;x<=b;x++){var w=c[x];y+=w*w}return y}for(var d=0;d<l;d++){var p=f(d),m=c[d]*Math.pow(o+a*p,-i);h[d]=m}return Qe(h,e.shape)},t.prototype.LRNGrad=function(e,n,o,a,i,s,u){V(e,"LRNGrad");for(var c=e.shape[3],l=this.readSync(e.dataId),h=this.readSync(n.dataId),f=this.readSync(o.dataId),d=new Float32Array(e.size),p=e.size,m=0;m<p;m++){for(var v=m%c,g=m-v+Math.max(0,v-a),x=m-v+Math.min(c,v+a+1),b=0,y=g;y<x;y++)b+=Math.pow(h[y],2);for(b=s*b+i,y=g;y<x;y++){var w=-2*s*u*h[y]*f[m]/b;m===y&&(w+=Math.pow(b,-u)),w*=l[m],d[y]+=w}}return Qe(d,e.shape)},t.prototype.multinomial=function(e,n,o,a){V(e,"multinomial");for(var i=n?e:Lt(e),s=i.shape[0],u=i.shape[1],c=Ce([s,o],"int32"),l=this.readSync(c.dataId),h=this.readSync(i.dataId),f=0;f<s;++f){var d=f*u,p=new Float32Array(u-1);p[0]=h[d];for(var m=1;m<p.length;++m)p[m]=p[m-1]+h[d+m];for(var v=Mo(a.toString()),g=f*o,x=0;x<o;++x){var b=v();l[g+x]=p.length;for(var y=0;y<p.length;y++)if(b<p[y]){l[g+x]=y;break}}}return c},t.prototype.oneHot=function(e,n,o,a){V(e,"oneHot");var i=new Float32Array(e.size*n);i.fill(a);for(var s=this.readSync(e.dataId),u=0;u<e.size;++u)s[u]>=0&&s[u]<n&&(i[u*n+s[u]]=o);return Kt(i,[e.size,n],"int32")},t.prototype.nonMaxSuppression=function(e,n,o,a,i){return V(e,"nonMaxSuppression"),Mi(this.readSync(e.dataId),this.readSync(n.dataId),o,a,i)},t.prototype.fft=function(e){return this.fftBatch(e,!1)},t.prototype.ifft=function(e){return this.fftBatch(e,!0)},t.prototype.fftBatch=function(e,n){for(var o=e.shape[0],a=e.shape[1],i=re(e.shape,"float32"),s=re(e.shape,"float32"),u=ut(e).as2D(o,a),c=yt(e).as2D(o,a),l=0;l<o;l++)for(var h=u.slice([l,0],[1,a]),f=c.slice([l,0],[1,a]),d=Ue(h,f),p=this.readSync(this.fftImpl(d,n).dataId),m=0;m<a;m++){var v=ru(p,m);i.values[l*a+m]=v.real,s.values[l*a+m]=v.imag}return Ue(i.toTensor(),s.toTensor()).as2D(o,a)},t.prototype.fftImpl=function(e,n){var o=e.as1D(),a=o.size;if(this.isExponentOf2(a)){var i=this.fftRadix2(o,a,n).as2D(e.shape[0],e.shape[1]);return n&&(i=Ue(ut(i).div(q(a)),yt(i).div(q(a)))),i}var s=this.readSync(e.dataId),u=(function(c){for(var l=new Float32Array(c.length/2),h=new Float32Array(c.length/2),f=0;f<c.length;f+=2)l[f/2]=c[f],h[f/2]=c[f+1];return{real:l,imag:h}})(this.fourierTransformByMatmul(s,a,n));return Ue(u.real,u.imag).as2D(e.shape[0],e.shape[1])},t.prototype.isExponentOf2=function(e){return(e&e-1)==0},t.prototype.fftRadix2=function(e,n,o){if(n===1)return e;var a=this.readSync(e.dataId),i=n/2,s=(function(g){for(var x=Math.ceil(g.length/4),b=new Float32Array(x),y=new Float32Array(x),w=0;w<g.length;w+=4)b[Math.floor(w/4)]=g[w],y[Math.floor(w/4)]=g[w+1];return{real:b,imag:y}})(a),u=Ue(s.real,s.imag).as1D(),c=(function(g){for(var x=Math.floor(g.length/4),b=new Float32Array(x),y=new Float32Array(x),w=2;w<g.length;w+=4)b[Math.floor(w/4)]=g[w],y[Math.floor(w/4)]=g[w+1];return{real:b,imag:y}})(a),l=Ue(c.real,c.imag).as1D();u=this.fftRadix2(u,i,o),l=this.fftRadix2(l,i,o);var h=(function(g,x){for(var b=new Float32Array(g/2),y=new Float32Array(g/2),w=0;w<Math.ceil(g/2);w++){var _=(x?2:-2)*Math.PI*(w/g);b[w]=Math.cos(_),y[w]=Math.sin(_)}return{real:b,imag:y}})(n,o),f=Ue(h.real,h.imag).mul(l),d=u.add(f),p=u.sub(f),m=ut(d).concat(ut(p)),v=yt(d).concat(yt(p));return Ue(m,v).as1D()},t.prototype.fourierTransformByMatmul=function(e,n,o){for(var a=new Float32Array(2*n),i=0;i<n;i++){for(var s=0,u=0,c=0;c<n;c++){var l=nv(i*c,n,o),h=ru(e,c);s+=h.real*l.real-h.imag*l.imag,u+=h.real*l.imag+h.imag*l.real}o&&(s/=n,u/=n),tv(a,s,u,i)}return a},t.prototype.depthToSpace=function(e,n,o){E(o==="NHWC",(function(){return"Only NHWC dataFormat supported on CPU for depthToSpace. Got "+o})),E(n>1,(function(){return"blockSize should be > 1 for depthToSpace, but was: "+n}));for(var a=e.shape[0],i=e.shape[1],s=e.shape[2],u=e.shape[3],c=i*n,l=s*n,h=u/(n*n),f=this.readSync(e.dataId),d=new Float32Array(a*c*l*h),p=0,m=0;m<a;++m)for(var v=0;v<c;++v)for(var g=Math.floor(v/n),x=v%n,b=0;b<l;++b)for(var y=Math.floor(b/n),w=(x*n+b%n)*h,_=0;_<h;++_){var S=_+w+u*(y+s*(g+i*m));d[p++]=f[S]}return Qe(d,[a,c,l,h])},t.prototype.broadcastedBinaryOp=function(e,n,o,a){var i=ce(e.shape,n.shape),s=re(i,o),u=this.readSync(e.dataId),c=this.readSync(n.dataId),l=qt(e.shape,i),h=qt(n.shape,i),f=s.values;if(l.length+h.length===0)for(var d=0;d<f.length;++d)f[d]=a(u[d%u.length],c[d%c.length]);else{var p=this.bufferSync(e),m=this.bufferSync(n),v=function(g){var x=s.indexToLoc(g),b=x.slice(-e.rank);l.forEach((function(S){return b[S]=0}));var y=p.locToIndex(b),w=x.slice(-n.rank);h.forEach((function(S){return w[S]=0}));var _=m.locToIndex(w);f[g]=a(u[y],c[_])};for(d=0;d<f.length;++d)v(d)}return s.toTensor()},t.prototype.broadcastedBinaryComplexOp=function(e,n,o){var a=ce(e.shape,n.shape),i=re(a,"float32"),s=re(a,"float32"),u=this.readSync(e.dataId),c=this.readSync(n.dataId),l=qt(e.shape,a),h=qt(n.shape,a),f=i.values,d=s.values;if(l.length+h.length===0)for(var p=0;p<f.length;p++){var m=p%u.length,v=p%c.length,g=o(u[2*m],u[2*m+1],c[2*v],c[2*v+1]);f[p]=g.real,d[p]=g.imag}else{var x=this.bufferSync(this.data.get(e.dataId).complexTensors.real),b=this.bufferSync(this.data.get(n.dataId).complexTensors.real),y=function(w){var _=i.indexToLoc(w),S=_.slice(-e.rank);l.forEach((function(T){return S[T]=0}));var k=x.locToIndex(S),I=_.slice(-n.rank);h.forEach((function(T){return I[T]=0}));var R=b.locToIndex(I),F=o(u[2*k],u[2*k+1],c[2*R],c[2*R+1]);f[w]=F.real,d[w]=F.imag};for(p=0;p<f.length;p++)y(p)}return this.complex(i.toTensor(),s.toTensor())},t.prototype.split=function(e,n,o){return vl(e,n,o)},t.prototype.dispose=function(){},t.prototype.floatPrecision=function(){return 32},t.prototype.epsilon=function(){return 1e-7},t.prototype.cropAndResize=function(e,n,o,a,i,s){for(var u=e.shape,c=u[0],l=u[1],h=u[2],f=u[3],d=n.shape[0],p=a[0],m=a[1],v=re([d,p,m,f],"float32"),g=this.readSync(n.dataId),x=this.readSync(o.dataId),b=this.readSync(e.dataId),y=e.strides,w=v.strides,_=0;_<d;_++){var S=4*_,k=g[S],I=g[S+1],R=g[S+2],F=g[S+3],T=x[_];if(!(T>=c))for(var L=p>1?(R-k)*(l-1)/(p-1):0,O=m>1?(F-I)*(h-1)/(m-1):0,B=0;B<p;B++){var U=p>1?k*(l-1)+B*L:.5*(k+R)*(l-1);if(U<0||U>l-1)for(var z=0;z<m;z++)for(var W=0;W<f;W++){var G=W+z*w[2]+B*w[1]+_*w[0];v.values[G]=s}else if(i==="bilinear"){var H=Math.floor(U),j=Math.ceil(U),ee=U-H;for(z=0;z<m;z++)if((fe=m>1?I*(h-1)+z*O:.5*(I+F)*(h-1))<0||fe>h-1)for(W=0;W<f;W++)G=W+z*w[2]+B*w[1]+_*w[0],v.values[G]=s;else{var te=Math.floor(fe),ie=Math.ceil(fe),se=fe-te;for(W=0;W<f;W++){var le=b[G=W+te*y[2]+H*y[1]+T*y[0]],pe=b[G=W+ie*y[2]+H*y[1]+T*y[0]],he=b[G=W+te*y[2]+j*y[1]+T*y[0]],ve=le+(pe-le)*se,Te=he+(b[G=W+ie*y[2]+j*y[1]+T*y[0]]-he)*se;G=W+z*w[2]+B*w[1]+_*w[0],v.values[G]=ve+(Te-ve)*ee}}}else for(z=0;z<m;++z){var fe;if((fe=m>1?I*(h-1)+z*O:.5*(I+F)*(h-1))<0||fe>h-1)for(W=0;W<f;W++)G=W+z*w[2]+B*w[1]+_*w[0],v.values[G]=s;else{var be=Math.round(fe),ye=Math.round(U);for(W=0;W<f;W++){var Se=W+be*y[2]+ye*y[1]+T*y[0],Re=W+z*w[2]+B*w[1]+_*w[0];v.values[Re]=b[Se]}}}}}return v.toTensor()},t.prototype.sparseToDense=function(e,n,o,a){var i=Sr(0,e,o),s=i.sliceRank,u=i.numUpdates,c=i.sliceSize,l=i.strides,h=i.outputSize;return this.scatter(e,n,o,h,c,u,s,l,a,!1)},t.prototype.gatherND=function(e,n){var o=n.shape,a=o[o.length-1],i=Ri(e,n),s=i[0],u=i[1],c=i[2],l=i[3];if(u===0)return Ge([],s,e.dtype);for(var h=new Zn([u,c],e.dtype),f=this.readSync(n.dataId),d=this.readSync(e.dataId),p=0;p<u;p++){for(var m=[],v=0,g=0;g<a;g++){var 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Zn(f,n.dtype);m.values.fill(this.readSync(l.dataId)[0]);for(var v=0;v<s;v++){for(var g=[],x=0,b=0;b<u;b++){var y=d[v*u+b];g.push(y),x+=y*c[b]}if(x<0||x>=a/i)throw new Error("Invalid indices: "+g+" does not index into "+o);for(var w=0;w<i;w++)h?m.values[x*i+w]+=p[v*i+w]:m.values[x*i+w]=n.rank===0?p[0]:p[v*i+w]}return m.toTensor().reshape(o)},t})(Ti);A.registerBackend("cpu",(function(){return new ig}),1);for(var Ca=0,Iu=[{kernelName:"NonMaxSuppressionV5",backendName:"cpu",kernelFunc:function(r){var t=r.inputs,e=r.backend,n=r.attrs,o=t,a=o.boxes,i=o.scores,s=n,u=s.maxOutputSize,c=s.iouThreshold,l=s.scoreThreshold,h=s.softNmsSigma,f=e;V(a,"NonMaxSuppressionWithScore");var d=Oi(f.data.get(a.dataId).values,f.data.get(i.dataId).values,u,c,l,h);return[d.selectedIndices,d.selectedScores]}},{kernelName:"Square",backendName:"cpu",kernelFunc:function(r){var t=r.inputs,e=r.backend,n=t.x,o=e;V(n,"square");for(var a=o.data.get(n.dataId).values,i=new Float32Array(a.length),s=0;s<a.length;++s){var u=a[s];i[s]=u*u}return{dataId:o.write(i,n.shape,n.dtype),shape:n.shape,dtype:n.dtype}}},{kernelName:Tr,backendName:"cpu",kernelFunc:function(r){var t=r.inputs,e=r.backend,n=t,o=n.a,a=n.b,i=e;V([o,a],Tr);var s=i.data.get(o.dataId).values,u=i.data.get(a.dataId).values,c=(function(f,d,p,m,v,g){var x=ce(f,d),b=x.length,y=xt(x),w=Qn(v,Z(x)),_=f.length,S=d.length,k=xt(f),I=xt(d),R=qt(f,x),F=qt(d,x);if(R.length+F.length===0)for(var T=0;T<w.length;++T)w[T]=g(p[T%p.length],m[T%m.length]);else{var L=function(O){var B=nc(O,b,y),U=B.slice(-_);R.forEach((function(H){return U[H]=0}));var z=Ba(U,_,k),W=B.slice(-S);F.forEach((function(H){return W[H]=0}));var G=Ba(W,S,I);w[O]=g(p[z],m[G])};for(T=0;T<w.length;++T)L(T)}return[w,x]})(o.shape,a.shape,s,u,o.dtype,(function(f,d){var p=f-d;return p*p})),l=c[0],h=c[1];return{dataId:i.write(l,h,o.dtype),shape:h,dtype:o.dtype}}}];Ca<Iu.length;Ca++)ui(Iu[Ca]);var Wn,sg=function(r){this.variableNames=["A"];var t=Je(),e=r[0],n=r[1];this.outputShape=r,this.userCode=`
+      void main() {
+        ivec3 coords = getOutputCoords();
+        int texR = coords[0];
+        int texC = coords[1];
+        int depth = coords[2];
+        vec2 uv = (vec2(texC, texR) + halfCR) / vec2(`+n+".0, "+e+`.0);
+
+        vec4 values = `+t.texture2D+`(A, uv);
+        float value;
+        if (depth == 0) {
+          value = values.r;
+        } else if (depth == 1) {
+          value = values.g;
+        } else if (depth == 2) {
+          value = values.b;
+        } else if (depth == 3) {
+          value = values.a;
+        }
+
+        setOutput(floor(value * 255.0 + 0.5));
+      }
+    `},ug=function(r){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0;var t=Je(),e=r[0],n=r[1];this.outputShape=r,this.userCode=`
+      void main() {
+        ivec3 coords = getOutputCoords();
+        int texR = coords[0];
+        int texC = coords[1];
+        int depth = coords[2];
+
+        vec4 result = vec4(0.);
+
+        for(int row=0; row<=1; row++) {
+          for(int col=0; col<=1; col++) {
+            texC = coords[1] + row;
+            depth = coords[2] + col;
+
+            vec2 uv = (vec2(texC, texR) + halfCR) /
+                       vec2(`+n+".0, "+e+`.0);
+            vec4 values = `+t.texture2D+`(A, uv);
+            float value;
+            if (depth == 0) {
+              value = values.r;
+            } else if (depth == 1) {
+              value = values.g;
+            } else if (depth == 2) {
+              value = values.b;
+            } else if (depth == 3) {
+              value = values.a;
+            }
+
+            result[row * 2 + col] = floor(value * 255.0 + 0.5);
+          }
+        }
+
+        `+t.output+` = result;
+      }
+    `};for(var _a=0,Ru=[{kernelName:"FromPixels",backendName:"webgl",kernelFunc:function(r){var t=r.inputs,e=r.backend,n=r.attrs,o=t.pixels,a=n.numChannels,i=typeof HTMLVideoElement<"u"&&o instanceof HTMLVideoElement,s=typeof HTMLImageElement<"u"&&o instanceof HTMLImageElement,u=i?[o.videoWidth,o.videoHeight]:[o.width,o.height],c=u[0],l=u[1],h=[l,c],f=[l,c,a];(s||i)&&(Wn==null&&(Wn=document.createElement("canvas").getContext("2d")),Wn.canvas.width=c,Wn.canvas.height=l,Wn.drawImage(o,0,0,c,l),o=Wn.canvas);var d=e.makeTensorInfo(h,"int32");e.texData.get(d.dataId).usage=ct.PIXELS,e.gpgpu.uploadPixelDataToTexture(e.getTexture(d.dataId),o);var p=M().getBool("WEBGL_PACK")?new ug(f):new sg(f),m=e.runWebGLProgram(p,[d],"int32");return e.disposeData(d.dataId),m}},{kernelName:"NonMaxSuppressionV5",backendName:"webgl",kernelFunc:function(r){var t=r.inputs,e=r.backend,n=r.attrs;xo("tf.nonMaxSuppression() in webgl locks the UI thread. 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J(this,void 0,void 0,(function(){return Q(this,(function(e){return this.iterations_==null&&(this.iterations_=0),[2,{name:"iter",tensor:q(this.iterations_,"int32")}]}))}))},t.prototype.getWeights=function(){return J(this,void 0,void 0,(function(){return Q(this,(function(e){throw new Error("getWeights() is not implemented for this optimizer yet.")}))}))},t.prototype.setWeights=function(e){return J(this,void 0,void 0,(function(){return Q(this,(function(n){throw new Error("setWeights() is not implemented for this optimizer class "+this.getClassName())}))}))},t.prototype.extractIterations=function(e){return J(this,void 0,void 0,(function(){var n;return Q(this,(function(o){switch(o.label){case 0:return n=this,[4,e[0].tensor.data()];case 1:return n.iterations_=o.sent()[0],[2,e.slice(1)]}}))}))},t})(hd);Object.defineProperty(yn,Symbol.hasInstance,{value:function(r){return r.minimize!=null&&r.computeGradients!=null&&r.applyGradients!=null}});var ps=(function(r){function t(e,n,o){o===void 0&&(o=null);var a=r.call(this)||this;return a.learningRate=e,a.rho=n,a.epsilon=o,a.accumulatedGrads=[],a.accumulatedUpdates=[],o==null&&(a.epsilon=A.backend.epsilon()),a}return _t(t,r),t.prototype.applyGradients=function(e){var n=this;(Array.isArray(e)?e.map((function(o){return o.name})):Object.keys(e)).forEach((function(o,a){var i=A.registeredVariables[o];n.accumulatedGrads[a]==null&&(n.accumulatedGrads[a]={originalName:o+"/accum_grad",variable:K((function(){return de(i).variable(!1)}))}),n.accumulatedUpdates[a]==null&&(n.accumulatedUpdates[a]={originalName:o+"/accum_var",variable:K((function(){return de(i).variable(!1)}))});var s=Array.isArray(e)?e[a].tensor:e[o];if(s!=null){var u=n.accumulatedGrads[a].variable,c=n.accumulatedUpdates[a].variable;K((function(){var l=u.mul(n.rho).add(s.square().mul(1-n.rho)),h=c.add(n.epsilon).sqrt().div(u.add(n.epsilon).sqrt()).mul(s),f=c.mul(n.rho).add(h.square().mul(1-n.rho));u.assign(l),c.assign(f);var d=h.mul(-n.learningRate).add(i);i.assign(d)}))}})),this.incrementIterations()},t.prototype.dispose=function(){this.accumulatedUpdates!=null&&(Ze(this.accumulatedGrads.map((function(e){return e.variable}))),Ze(this.accumulatedUpdates.map((function(e){return e.variable}))))},t.prototype.getWeights=function(){return J(this,void 0,void 0,(function(){var e;return Q(this,(function(n){switch(n.label){case 0:return e=this.accumulatedGrads.concat(this.accumulatedUpdates),[4,this.saveIterations()];case 1:return[2,[n.sent()].concat(e.map((function(o){return{name:o.originalName,tensor:o.variable}})))]}}))}))},t.prototype.setWeights=function(e){return J(this,void 0,void 0,(function(){var n;return Q(this,(function(o){switch(o.label){case 0:return[4,this.extractIterations(e)];case 1:return e=o.sent(),n=e.length/2,this.accumulatedGrads=e.slice(0,n).map((function(a){return{originalName:a.name,variable:a.tensor.variable(!1)}})),this.accumulatedUpdates=e.slice(n,2*n).map((function(a){return{originalName:a.name,variable:a.tensor.variable(!1)}})),[2]}}))}))},t.prototype.getConfig=function(){return{learningRate:this.learningRate,rho:this.rho,epsilon:this.epsilon}},t.fromConfig=function(e,n){return new e(n.learningRate,n.rho,n.epsilon)},t.className="Adadelta",t})(yn);gn(ps);var vs=(function(r){function t(e,n){n===void 0&&(n=.1);var o=r.call(this)||this;return o.learningRate=e,o.initialAccumulatorValue=n,o.accumulatedGrads=[],o}return _t(t,r),t.prototype.applyGradients=function(e){var n=this;(Array.isArray(e)?e.map((function(o){return o.name})):Object.keys(e)).forEach((function(o,a){var i=A.registeredVariables[o];n.accumulatedGrads[a]==null&&(n.accumulatedGrads[a]={originalName:o+"/accumulator",variable:K((function(){return bt(i.shape,n.initialAccumulatorValue).variable(!1)}))});var s=Array.isArray(e)?e[a].tensor:e[o];if(s!=null){var u=n.accumulatedGrads[a].variable;K((function(){var c=u.add(s.square());u.assign(c);var l=s.div(c.add(A.backend.epsilon()).sqrt()).mul(-n.learningRate).add(i);i.assign(l)}))}})),this.incrementIterations()},t.prototype.dispose=function(){this.accumulatedGrads!=null&&Ze(this.accumulatedGrads.map((function(e){return e.variable})))},t.prototype.getWeights=function(){return J(this,void 0,void 0,(function(){return Q(this,(function(e){switch(e.label){case 0:return[4,this.saveIterations()];case 1:return[2,[e.sent()].concat(this.accumulatedGrads.map((function(n){return{name:n.originalName,tensor:n.variable}})))]}}))}))},t.prototype.setWeights=function(e){return J(this,void 0,void 0,(function(){return Q(this,(function(n){switch(n.label){case 0:return[4,this.extractIterations(e)];case 1:return 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c=A.registeredVariables[s];n.accumulatedFirstMoment[u]==null&&(n.accumulatedFirstMoment[u]={originalName:s+"/m",variable:K((function(){return de(c).variable(!1)}))}),n.accumulatedSecondMoment[u]==null&&(n.accumulatedSecondMoment[u]={originalName:s+"/v",variable:K((function(){return de(c).variable(!1)}))});var l=Array.isArray(e)?e[u].tensor:e[s];if(l!=null){var h=n.accumulatedFirstMoment[u].variable,f=n.accumulatedSecondMoment[u].variable,d=h.mul(n.beta1).add(l.mul(1-n.beta1)),p=f.mul(n.beta2).add(l.square().mul(1-n.beta2)),m=d.div(a),v=p.div(i);h.assign(d),f.assign(p);var g=m.div(v.sqrt().add(n.epsilon)).mul(-n.learningRate).add(c);c.assign(g)}})),n.accBeta1.assign(n.accBeta1.mul(n.beta1)),n.accBeta2.assign(n.accBeta2.mul(n.beta2))})),this.incrementIterations()},t.prototype.dispose=function(){this.accBeta1.dispose(),this.accBeta2.dispose(),this.accumulatedFirstMoment!=null&&Ze(this.accumulatedFirstMoment.map((function(e){return e.variable}))),this.accumulatedSecondMoment!=null&&Ze(this.accumulatedSecondMoment.map((function(e){return e.variable})))},t.prototype.getWeights=function(){return J(this,void 0,void 0,(function(){var e;return Q(this,(function(n){switch(n.label){case 0:return e=this.accumulatedFirstMoment.concat(this.accumulatedSecondMoment),[4,this.saveIterations()];case 1:return[2,[n.sent()].concat(e.map((function(o){return{name:o.originalName,tensor:o.variable}})))]}}))}))},t.prototype.setWeights=function(e){return J(this,void 0,void 0,(function(){var n,o=this;return Q(this,(function(a){switch(a.label){case 0:return[4,this.extractIterations(e)];case 1:return e=a.sent(),K((function(){o.accBeta1.assign(Nr(o.beta1,o.iterations_+1)),o.accBeta2.assign(Nr(o.beta2,o.iterations_+1))})),n=e.length/2,this.accumulatedFirstMoment=e.slice(0,n).map((function(i){return{originalName:i.name,variable:i.tensor.variable(!1)}})),this.accumulatedSecondMoment=e.slice(n,2*n).map((function(i){return{originalName:i.name,variable:i.tensor.variable(!1)}})),[2]}}))}))},t.prototype.getConfig=function(){return{learningRate:this.learningRate,beta1:this.beta1,beta2:this.beta2,epsilon:this.epsilon}},t.fromConfig=function(e,n){return new e(n.learningRate,n.beta1,n.beta2,n.epsilon)},t.className="Adam",t})(yn);gn(ms);var gs=(function(r){function t(e,n,o,a,i){a===void 0&&(a=null),i===void 0&&(i=0);var s=r.call(this)||this;return s.learningRate=e,s.beta1=n,s.beta2=o,s.epsilon=a,s.decay=i,s.accumulatedFirstMoment=[],s.accumulatedWeightedInfNorm=[],K((function(){s.iteration=q(0).variable(),s.accBeta1=q(n).variable()})),a==null&&(s.epsilon=A.backend.epsilon()),s}return _t(t,r),t.prototype.applyGradients=function(e){var n=this,o=Array.isArray(e)?e.map((function(a){return a.name})):Object.keys(e);K((function(){var a=Be(1,n.accBeta1),i=vt(-n.learningRate,n.iteration.mul(n.decay).add(1));o.forEach((function(s,u){var c=A.registeredVariables[s];n.accumulatedFirstMoment[u]==null&&(n.accumulatedFirstMoment[u]={originalName:s+"/m",variable:de(c).variable(!1)}),n.accumulatedWeightedInfNorm[u]==null&&(n.accumulatedWeightedInfNorm[u]={originalName:s+"/v",variable:de(c).variable(!1)});var l=Array.isArray(e)?e[u].tensor:e[s];if(l!=null){var h=n.accumulatedFirstMoment[u].variable,f=n.accumulatedWeightedInfNorm[u].variable,d=h.mul(n.beta1).add(l.mul(1-n.beta1)),p=f.mul(n.beta2),m=l.abs(),v=p.maximum(m);h.assign(d),f.assign(v);var g=i.div(a).mul(d.div(v.add(n.epsilon))).add(c);c.assign(g)}})),n.iteration.assign(n.iteration.add(1)),n.accBeta1.assign(n.accBeta1.mul(n.beta1))})),this.incrementIterations()},t.prototype.dispose=function(){this.accBeta1.dispose(),this.iteration.dispose(),this.accumulatedFirstMoment!=null&&Ze(this.accumulatedFirstMoment.map((function(e){return e.variable}))),this.accumulatedWeightedInfNorm!=null&&Ze(this.accumulatedWeightedInfNorm.map((function(e){return e.variable})))},t.prototype.getWeights=function(){return J(this,void 0,void 0,(function(){return Q(this,(function(e){throw new Error("getWeights() is not implemented for Adamax yet.")}))}))},t.prototype.setWeights=function(e){return J(this,void 0,void 0,(function(){return Q(this,(function(n){throw new Error("setWeights() is not implemented for Adamax 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0:return[4,this.saveIterations()];case 1:return[2,[e.sent()]]}}))}))},t.prototype.setWeights=function(e){return J(this,void 0,void 0,(function(){return Q(this,(function(n){switch(n.label){case 0:return[4,this.extractIterations(e)];case 1:if((e=n.sent()).length!==0)throw new Error("SGD optimizer does not have settable weights.");return[2]}}))}))},t.prototype.getConfig=function(){return{learningRate:this.learningRate}},t.fromConfig=function(e,n){return new e(n.learningRate)},t.className="SGD",t})(yn);gn(Jo);var ys=(function(r){function t(e,n,o){o===void 0&&(o=!1);var a=r.call(this,e)||this;return a.learningRate=e,a.momentum=n,a.useNesterov=o,a.accumulations=[],a.m=q(a.momentum),a}return _t(t,r),t.prototype.applyGradients=function(e){var n=this;(Array.isArray(e)?e.map((function(o){return o.name})):Object.keys(e)).forEach((function(o,a){var i=A.registeredVariables[o];n.accumulations[a]==null&&(n.accumulations[a]={originalName:o+"/momentum",variable:K((function(){return de(i).variable(!1)}))});var s=n.accumulations[a].variable,u=Array.isArray(e)?e[a].tensor:e[o];u!=null&&K((function(){var c,l=n.m.mul(s).add(u);c=n.useNesterov?n.c.mul(u.add(l.mul(n.m))).add(i):n.c.mul(l).add(i),s.assign(l),i.assign(c)}))})),this.incrementIterations()},t.prototype.dispose=function(){this.m.dispose(),this.accumulations!=null&&Ze(this.accumulations.map((function(e){return e.variable})))},t.prototype.setMomentum=function(e){this.momentum=e},t.prototype.getWeights=function(){return J(this,void 0,void 0,(function(){return Q(this,(function(e){switch(e.label){case 0:return[4,this.saveIterations()];case 1:return[2,[e.sent()].concat(this.accumulations.map((function(n){return{name:n.originalName,tensor:n.variable}})))]}}))}))},t.prototype.setWeights=function(e){return J(this,void 0,void 0,(function(){return Q(this,(function(n){switch(n.label){case 0:return[4,this.extractIterations(e)];case 1:return e=n.sent(),this.accumulations=e.map((function(o){return{originalName:o.name,variable:o.tensor.variable(!1)}})),[2]}}))}))},t.prototype.getConfig=function(){return{learningRate:this.learningRate,momentum:this.momentum,useNesterov:this.useNesterov}},t.fromConfig=function(e,n){return new e(n.learningRate,n.momentum,n.useNesterov)},t.className="Momentum",t})(Jo);gn(ys);var xs=(function(r){function t(e,n,o,a,i){n===void 0&&(n=.9),o===void 0&&(o=0),a===void 0&&(a=null),i===void 0&&(i=!1);var s=r.call(this)||this;if(s.learningRate=e,s.decay=n,s.momentum=o,s.epsilon=a,s.accumulatedMeanSquares=[],s.accumulatedMoments=[],s.accumulatedMeanGrads=[],s.centered=i,a==null&&(s.epsilon=A.backend.epsilon()),e==null)throw new Error("learningRate for RMSPropOptimizer must be defined.");return s}return _t(t,r),t.prototype.applyGradients=function(e){var n=this;(Array.isArray(e)?e.map((function(o){return o.name})):Object.keys(e)).forEach((function(o,a){var i=A.registeredVariables[o];n.accumulatedMeanSquares[a]==null&&(n.accumulatedMeanSquares[a]={originalName:o+"/rms",variable:K((function(){return de(i).variable(!1)}))}),n.accumulatedMoments[a]==null&&(n.accumulatedMoments[a]={originalName:o+"/momentum",variable:K((function(){return de(i).variable(!1)}))}),n.accumulatedMeanGrads[a]==null&&n.centered&&(n.accumulatedMeanGrads[a]={originalName:o+"/mg",variable:K((function(){return de(i).variable(!1)}))});var s=Array.isArray(e)?e[a].tensor:e[o];if(s!=null){var u=n.accumulatedMeanSquares[a].variable,c=n.accumulatedMoments[a].variable;K((function(){var l=u.mul(n.decay).add(s.square().mul(1-n.decay));if(n.centered){var h=n.accumulatedMeanGrads[a].variable,f=h.mul(n.decay).add(s.mul(1-n.decay)),d=c.mul(n.momentum).add(s.mul(n.learningRate).div(l.sub(f.square().add(n.epsilon)).sqrt()));u.assign(l),h.assign(f),c.assign(d);var p=i.sub(d);i.assign(p)}else{var m=u.mul(n.decay).add(s.square().mul(1-n.decay));d=c.mul(n.momentum).add(s.mul(n.learningRate).div(m.add(n.epsilon).sqrt())),u.assign(m),c.assign(d),p=i.sub(d),i.assign(p)}}))}})),this.incrementIterations()},t.prototype.dispose=function(){this.accumulatedMeanSquares!=null&&Ze(this.accumulatedMeanSquares.map((function(e){return e.variable}))),this.accumulatedMeanGrads!=null&&this.centered&&Ze(this.accumulatedMeanGrads.map((function(e){return e.variable}))),this.accumulatedMoments!=null&&Ze(this.accumulatedMoments.map((function(e){return e.variable})))},t.prototype.getWeights=function(){return J(this,void 0,void 0,(function(){var e;return Q(this,(function(n){switch(n.label){case 0:return e=this.accumulatedMeanSquares.concat(this.accumulatedMoments),this.centered&&e.push.apply(e,this.accumulatedMeanGrads),[4,this.saveIterations()];case 1:return[2,[n.sent()].concat(e.map((function(o){return{name:o.originalName,tensor:o.variable}})))]}}))}))},t.prototype.setWeights=function(e){return J(this,void 0,void 0,(function(){var n;return Q(this,(function(o){switch(o.label){case 0:return[4,this.extractIterations(e)];case 1:return e=o.sent(),n=this.centered?e.length/3:e.length/2,this.accumulatedMeanSquares=e.slice(0,n).map((function(a){return{originalName:a.name,variable:a.tensor.variable(!1)}})),this.accumulatedMoments=e.slice(n,2*n).map((function(a){return{originalName:a.name,variable:a.tensor.variable(!1)}})),this.centered&&(this.accumulatedMeanGrads=e.slice(2*n,3*n).map((function(a){return{originalName:a.name,variable:a.tensor.variable(!1)}}))),[2]}}))}))},t.prototype.getConfig=function(){return{learningRate:this.learningRate,decay:this.decay,momentum:this.momentum,epsilon:this.epsilon,centered:this.centered}},t.fromConfig=function(e,n){return new e(n.learningRate,n.decay,n.momentum,n.epsilon,n.centered)},t.className="RMSProp",t})(yn);gn(xs);var wn=(function(){function r(){}return r.sgd=function(t){return new Jo(t)},r.momentum=function(t,e,n){return n===void 0&&(n=!1),new 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u=o(1024,256,1,"prediction_layer/conv_0"),c=o(256,512,3,"prediction_layer/conv_1"),l=o(512,128,1,"prediction_layer/conv_2"),h=o(128,256,3,"prediction_layer/conv_3"),f=o(256,128,1,"prediction_layer/conv_4"),d=o(128,256,3,"prediction_layer/conv_5"),p=o(256,64,1,"prediction_layer/conv_6"),m=o(64,128,3,"prediction_layer/conv_7"),v=n(512,12,1,"prediction_layer/box_predictor_0/box_encoding_predictor"),g=n(512,9,1,"prediction_layer/box_predictor_0/class_predictor"),x=n(1024,24,1,"prediction_layer/box_predictor_1/box_encoding_predictor"),b=n(1024,18,1,"prediction_layer/box_predictor_1/class_predictor"),y=n(512,24,1,"prediction_layer/box_predictor_2/box_encoding_predictor"),w=n(512,18,1,"prediction_layer/box_predictor_2/class_predictor"),_=n(256,24,1,"prediction_layer/box_predictor_3/box_encoding_predictor"),S=n(256,18,1,"prediction_layer/box_predictor_3/class_predictor"),k=n(256,24,1,"prediction_layer/box_predictor_4/box_encoding_predictor"),I=n(256,18,1,"prediction_layer/box_predictor_4/class_predictor"),R=n(128,24,1,"prediction_layer/box_predictor_5/box_encoding_predictor"),F=n(128,18,1,"prediction_layer/box_predictor_5/class_predictor"),T={box_encoding_predictor:v,class_predictor:g},L={box_encoding_predictor:x,class_predictor:b},O={box_encoding_predictor:y,class_predictor:w},B={box_encoding_predictor:_,class_predictor:S},U={box_encoding_predictor:k,class_predictor:I},z={box_encoding_predictor:R,class_predictor:F};return{conv_0:u,conv_1:c,conv_2:l,conv_3:h,conv_4:f,conv_5:d,conv_6:p,conv_7:m,box_predictor_0:T,box_predictor_1:L,box_predictor_2:O,box_predictor_3:B,box_predictor_4:U,box_predictor_5:z}}return{extractMobilenetV1Params:i,extractPredictionLayerParams:s}}function 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l="mobilenetv1/conv_"+c,h="MobilenetV1/Conv2d_"+c+"_depthwise",f=l+"/depthwise_conv",d=l+"/pointwise_conv",p=e(h+"/depthwise_weights",4,f+"/filters"),m=e(h+"/BatchNorm/gamma",1,f+"/batch_norm_scale"),v=e(h+"/BatchNorm/beta",1,f+"/batch_norm_offset"),g=e(h+"/BatchNorm/moving_mean",1,f+"/batch_norm_mean"),x=e(h+"/BatchNorm/moving_variance",1,f+"/batch_norm_variance");return{depthwise_conv:{filters:p,batch_norm_scale:m,batch_norm_offset:v,batch_norm_mean:g,batch_norm_variance:x},pointwise_conv:n("MobilenetV1",c,d)}}function a(){return{conv_0:n("MobilenetV1",0,"mobilenetv1/conv_0"),conv_1:o(1),conv_2:o(2),conv_3:o(3),conv_4:o(4),conv_5:o(5),conv_6:o(6),conv_7:o(7),conv_8:o(8),conv_9:o(9),conv_10:o(10),conv_11:o(11),conv_12:o(12),conv_13:o(13)}}function i(c,l){var h=e(c+"/weights",4,l+"/filters"),f=e(c+"/biases",1,l+"/bias");return{filters:h,bias:f}}function s(c){var l=i("Prediction/BoxPredictor_"+c+"/BoxEncodingPredictor","prediction_layer/box_predictor_"+c+"/box_encoding_predictor"),h=i("Prediction/BoxPredictor_"+c+"/ClassPredictor","prediction_layer/box_predictor_"+c+"/class_predictor");return{box_encoding_predictor:l,class_predictor:h}}function u(){return{conv_0:n("Prediction",0,"prediction_layer/conv_0"),conv_1:n("Prediction",1,"prediction_layer/conv_1"),conv_2:n("Prediction",2,"prediction_layer/conv_2"),conv_3:n("Prediction",3,"prediction_layer/conv_3"),conv_4:n("Prediction",4,"prediction_layer/conv_4"),conv_5:n("Prediction",5,"prediction_layer/conv_5"),conv_6:n("Prediction",6,"prediction_layer/conv_6"),conv_7:n("Prediction",7,"prediction_layer/conv_7"),box_predictor_0:s(0),box_predictor_1:s(1),box_predictor_2:s(2),box_predictor_3:s(3),box_predictor_4:s(4),box_predictor_5:s(5)}}return{extractMobilenetV1Params:a,extractPredictionLayerParams:u}}function Ay(r){var t=[],e=Sy(r,t),n=e.extractMobilenetV1Params,o=e.extractPredictionLayerParams,a=r["Output/extra_dim"];if(t.push({originalPath:"Output/extra_dim",paramPath:"output_layer/extra_dim"}),!Kr(a))throw new Error("expected weightMap['Output/extra_dim'] to be a Tensor3D, instead have "+a);var i={mobilenetv1:n(),prediction_layer:o(),output_layer:{extra_dim:a}};return en(r,t),{params:i,paramMappings:t}}function Tt(r,t,e){return K(function(){var n=pt(r,t.filters,e,"same");return n=ue(n,t.batch_norm_offset),Wo(n,0,6)})}var Dy=.0010000000474974513;function Ty(r,t,e){return K(function(){var n=Gr(r,t.filters,e,"same");return n=Hi(n,t.batch_norm_mean,t.batch_norm_variance,t.batch_norm_offset,t.batch_norm_scale,Dy),Wo(n,0,6)})}function Fy(r){return[2,4,6,12].some(function(t){return t===r})?[2,2]:[1,1]}function Ny(r,t){return K(function(){var 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n=r.arraySync(),o=Math.min(n[t][0],n[t][2]),a=Math.min(n[t][1],n[t][3]),i=Math.max(n[t][0],n[t][2]),s=Math.max(n[t][1],n[t][3]),u=Math.min(n[e][0],n[e][2]),c=Math.min(n[e][1],n[e][3]),l=Math.max(n[e][0],n[e][2]),h=Math.max(n[e][1],n[e][3]),f=(i-o)*(s-a),d=(l-u)*(h-c);if(f<=0||d<=0)return 0;var p=Math.max(o,u),m=Math.max(a,c),v=Math.min(i,l),g=Math.min(s,h),x=Math.max(v-p,0)*Math.max(g-m,0);return x/(f+d-x)}function Oy(r){var t=Me($t(r,[1,0])),e=[Be(t[2],t[0]),Be(t[3],t[1])],n=[ue(t[0],vt(e[0],q(2))),ue(t[1],vt(e[1],q(2)))];return{sizes:e,centers:n}}function By(r,t){var e=Oy(r),n=e.sizes,o=e.centers,a=Me($t(t,[1,0])),i=vt(Xe(Ro(vt(a[2],q(5))),n[0]),q(2)),s=ue(Xe(vt(a[0],q(10)),n[0]),o[0]),u=vt(Xe(Ro(vt(a[3],q(5))),n[1]),q(2)),c=ue(Xe(vt(a[1],q(10)),n[1]),o[1]);return $t(ot([Be(s,i),Be(c,u),ue(s,i),ue(c,u)]),[1,0])}function Ly(r,t,e){return K(function(){var n=r.shape[0],o=By(mt(kn(e.extra_dim,[n,1,1]),[-1,4]),mt(r,[-1,4]));o=mt(o,[n,o.shape[0]/n,4]);var 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$(this,function(a){switch(a.label){case 0:return[4,this.run()];case 1:return o=a.sent(),[2,n(o?Br({},o):void 0)]}})})})},t.prototype.withFaceLandmarks=function(e){return e===void 0&&(e=!1),new b0(this.runAndExtendWithFaceDetection(),this.input,e)},t.prototype.withFaceExpressions=function(){return new Gs(this.runAndExtendWithFaceDetection(),this.input)},t.prototype.withAgeAndGender=function(){return new Ks(this.runAndExtendWithFaceDetection(),this.input)},t})(rp);function ax(r,t){return t===void 0&&(t=new cr),new w0(r,t)}function Qs(r,t){return t===void 0&&(t=new cr),new op(r,t)}function C0(r,t){return Y(this,void 0,void 0,function(){return $(this,function(e){switch(e.label){case 0:return console.warn("allFacesSsdMobilenetv1 is deprecated and will be removed soon, use the high level api instead"),[4,Qs(r,new cr(t?{minConfidence:t}:{})).withFaceLandmarks().withFaceDescriptors()];case 1:return[2,e.sent()]}})})}function ix(r,t){return t===void 0&&(t={}),Y(this,void 0,void 0,function(){return $(this,function(e){switch(e.label){case 0:return console.warn("allFacesTinyYolov2 is deprecated and will be removed soon, use the high level api instead"),[4,Qs(r,new oa(t)).withFaceLandmarks().withFaceDescriptors()];case 1:return[2,e.sent()]}})})}function sx(r,t){return t===void 0&&(t={}),Y(this,void 0,void 0,function(){return $(this,function(e){switch(e.label){case 0:return console.warn("allFacesMtcnn is deprecated and will be removed soon, use the high level api instead"),[4,Qs(r,new Os(t)).withFaceLandmarks().withFaceDescriptors()];case 1:return[2,e.sent()]}})})}var ux=C0;function _0(r,t){if(r.length!==t.length)throw new Error("euclideanDistance: arr1.length !== arr2.length");var e=Array.from(r),n=Array.from(t);return Math.sqrt(e.map(function(o,a){return o-n[a]}).reduce(function(o,a){return o+Math.pow(a,2)},0))}var cx=(function(){function r(t,e){e===void 0&&(e=.6),this._distanceThreshold=e;var n=Array.isArray(t)?t:[t];if(!n.length)throw new Error("FaceRecognizer.constructor - expected atleast one input");var o=1,a=function(){return"person "+o++};this._labeledDescriptors=n.map(function(i){if(i instanceof no)return i;if(i instanceof Float32Array)return new no(a(),[i]);if(i.descriptor&&i.descriptor instanceof Float32Array)return new no(a(),[i.descriptor]);throw new Error("FaceRecognizer.constructor - expected inputs to be of type LabeledFaceDescriptors | WithFaceDescriptor<any> | Float32Array | Array<LabeledFaceDescriptors | WithFaceDescriptor<any> | Float32Array>")})}return Object.defineProperty(r.prototype,"labeledDescriptors",{get:function(){return this._labeledDescriptors},enumerable:!0,configurable:!0}),Object.defineProperty(r.prototype,"distanceThreshold",{get:function(){return this._distanceThreshold},enumerable:!0,configurable:!0}),r.prototype.computeMeanDistance=function(t,e){return e.map(function(n){return _0(n,t)}).reduce(function(n,o){return n+o},0)/(e.length||1)},r.prototype.matchDescriptor=function(t){var e=this;return this.labeledDescriptors.map(function(n){var o=n.descriptors,a=n.label;return new Bu(a,e.computeMeanDistance(t,o))}).reduce(function(n,o){return n.distance<o.distance?n:o})},r.prototype.findBestMatch=function(t){var e=this.matchDescriptor(t);return e.distance<this.distanceThreshold?e:new Bu("unknown",e.distance)},r.prototype.toJSON=function(){return{distanceThreshold:this.distanceThreshold,labeledDescriptors:this.labeledDescriptors.map(function(t){return t.toJSON()})}},r.fromJSON=function(t){var e=t.labeledDescriptors.map(function(n){return no.fromJSON(n)});return new r(e,t.distanceThreshold)},r})();function lx(r){var t=new Jd;return t.extractWeights(r),t}function hx(r){var t=new Qd;return t.extractWeights(r),t}function E0(r,t){var e=new Sn(t.width,t.height),n=e.width,o=e.height;if(n<=0||o<=0)throw new Error("resizeResults - invalid dimensions: "+JSON.stringify({width:n,height:o}));if(Array.isArray(r))return r.map(function(s){return E0(s,{width:n,height:o})});if(Ps(r)){var a=r.detection.forSize(n,o),i=r.unshiftedLandmarks.forSize(a.box.width,a.box.height);return ra(Br(r,a),i)}return Or(r)?Br(r,r.detection.forSize(n,o)):r instanceof nr||r instanceof dt?r.forSize(n,o):r}export{vy as AgeGenderNet,ea as BoundingBox,Mt as Box,Yr as ComposableTask,$s as ComputeAllFaceDescriptorsTask,tp as ComputeFaceDescriptorsTaskBase,Js as ComputeSingleFaceDescriptorTask,x0 as DetectAllFaceLandmarksTask,op as DetectAllFacesTask,np as DetectFaceLandmarksTaskBase,rp as DetectFacesTaskBase,b0 as DetectSingleFaceLandmarksTask,w0 as DetectSingleFaceTask,Sn as Dimensions,zu as FACE_EXPRESSION_LABELS,dt as FaceDetection,W0 as FaceDetectionNet,ry as FaceExpressionNet,Ns as FaceExpressions,zd as FaceLandmark68Net,xy as FaceLandmark68TinyNet,P0 as FaceLandmarkNet,nr as FaceLandmarks,Gg as FaceLandmarks5,yd as FaceLandmarks68,Bu as FaceMatch,cx as FaceMatcher,Gd as FaceRecognitionNet,rr as Gender,Lu as LabeledBox,no as LabeledFaceDescriptors,Jd as Mtcnn,Os as MtcnnOptions,Ao as NetInput,Zt as NeuralNetwork,gd as ObjectDetection,ge as Point,A0 as PredictedBox,bs as Rect,Bs as SsdMobilenetv1,cr as SsdMobilenetv1Options,Qd as TinyFaceDetector,Qy as TinyFaceDetectorOptions,Xd as TinyYolov2,oa as TinyYolov2Options,Uu as TinyYolov2SizeType,ux as allFaces,sx as allFacesMtcnn,C0 as allFacesSsdMobilenetv1,ix as allFacesTinyYolov2,Kg as awaitMediaLoaded,Xg as bufferToImage,q0 as computeFaceDescriptor,ta as createCanvas,Rs as createCanvasFromMedia,L0 as createFaceDetectionNet,M0 as createFaceRecognitionNet,lx as createMtcnn,zy as createSsdMobilenetv1,hx as createTinyFaceDetector,z0 as createTinyYolov2,Qs as detectAllFaces,g0 as detectFaceLandmarks,H0 as detectFaceLandmarksTiny,ox as detectLandmarks,ax as detectSingleFace,N0 as draw,Ye as env,_0 as euclideanDistance,qd as extendWithAge,Hd as extendWithFaceDescriptor,Br as extendWithFaceDetection,Md as extendWithFaceExpressions,ra as extendWithFaceLandmarks,jd as extendWithGender,Ss as extractFaceTensors,ks as extractFaces,D0 as fetchImage,Jg as fetchJson,T0 as fetchNetWeights,As as fetchOrThrow,Ot as getContext2dOrThrow,Is as getMediaDimensions,Yg as imageTensorToCanvas,$g as imageToSquare,S0 as inverseSigmoid,Bg as iou,Wu as isMediaElement,Rd as isMediaLoaded,O0 as isWithAge,Or as isWithFaceDetection,oy as isWithFaceExpressions,Ps as isWithFaceLandmarks,B0 as isWithGender,tx as loadAgeGenderModel,nx as loadFaceDetectionModel,ex as loadFaceExpressionModel,J0 as loadFaceLandmarkModel,Q0 as loadFaceLandmarkTinyModel,Z0 as loadFaceRecognitionModel,Y0 as loadMtcnnModel,y0 as loadSsdMobilenetv1Model,X0 as loadTinyFaceDetectorModel,$0 as loadTinyYolov2Model,Qg as loadWeightMap,rx as locateFaces,F0 as matchDimensions,Lg as minBbox,G0 as mtcnn,xe as nets,Mr as nonMaxSuppression,Xr as normalize,Wg as padToSquare,K0 as predictAgeAndGender,j0 as recognizeFaceExpressions,E0 as resizeResults,Cs as resolveInput,k0 as shuffleArray,Ta as sigmoid,m0 as ssdMobilenetv1,I0 as tf,U0 as tinyFaceDetector,V0 as tinyYolov2,He as toNetInput,R0 as utils,Ky as validateConfig};
diff --git a/TrackingToolWeb/static/assets/index-CDZdzCu6.css b/TrackingToolWeb/static/assets/index-CDZdzCu6.css
deleted file mode 100644
index f002a48..0000000
--- a/TrackingToolWeb/static/assets/index-CDZdzCu6.css
+++ /dev/null
@@ -1 +0,0 @@
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deleted file mode 100644
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o=n.alternate;o!==null&&(o.lanes|=a),gf(n.return,a,i)}function nd(n,a,i,o,c,d){var g=n.memoizedState;g===null?n.memoizedState={isBackwards:a,rendering:null,renderingStartTime:0,last:o,tail:i,tailMode:c,treeForkCount:d}:(g.isBackwards=a,g.rendering=null,g.renderingStartTime=0,g.last=o,g.tail=i,g.tailMode=c,g.treeForkCount=d)}function my(n,a,i){var o=a.pendingProps,c=o.revealOrder,d=o.tail;o=o.children;var g=Tt.current,b=(g&2)!==0;if(b?(g=g&1|2,a.flags|=128):g&=1,q(Tt,g),Kt(n,a,o,i),o=Ge?Wi:0,!b&&n!==null&&(n.flags&128)!==0)e:for(n=a.child;n!==null;){if(n.tag===13)n.memoizedState!==null&&hy(n,i,a);else if(n.tag===19)hy(n,i,a);else if(n.child!==null){n.child.return=n,n=n.child;continue}if(n===a)break e;for(;n.sibling===null;){if(n.return===null||n.return===a)break e;n=n.return}n.sibling.return=n.return,n=n.sibling}switch(c){case"forwards":for(i=a.child,c=null;i!==null;)n=i.alternate,n!==null&&No(n)===null&&(c=i),i=i.sibling;i=c,i===null?(c=a.child,a.child=null):(c=i.sibling,i.sibling=null),nd(a,!1,c,i,d,o);break;case"backwards":case"unstable_legacy-backwards":for(i=null,c=a.child,a.child=null;c!==null;){if(n=c.alternate,n!==null&&No(n)===null){a.child=c;break}n=c.sibling,c.sibling=i,i=c,c=n}nd(a,!0,i,null,d,o);break;case"together":nd(a,!1,null,null,void 0,o);break;default:a.memoizedState=null}return a.child}function Za(n,a,i){if(n!==null&&(a.dependencies=n.dependencies),Or|=a.lanes,(i&a.childLanes)===0)if(n!==null){if(Xs(n,a,i,!1),(i&a.childLanes)===0)return null}else return null;if(n!==null&&a.child!==n.child)throw Error(s(153));if(a.child!==null){for(n=a.child,i=Ua(n,n.pendingProps),a.child=i,i.return=a;n.sibling!==null;)n=n.sibling,i=i.sibling=Ua(n,n.pendingProps),i.return=a;i.sibling=null}return a.child}function ad(n,a){return(n.lanes&a)!==0?!0:(n=n.dependencies,!!(n!==null&&xo(n)))}function _x(n,a,i){switch(a.tag){case 3:Re(a,a.stateNode.containerInfo),vr(a,Ct,n.memoizedState.cache),Jr();break;case 27:case 5:jt(a);break;case 4:Re(a,a.stateNode.containerInfo);break;case 10:vr(a,a.type,a.memoizedProps.value);break;case 31:if(a.memoizedState!==null)return a.flags|=128,Df(a),null;break;case 13:var o=a.memoizedState;if(o!==null)return o.dehydrated!==null?(wr(a),a.flags|=128,null):(i&a.child.childLanes)!==0?dy(n,a,i):(wr(a),n=Za(n,a,i),n!==null?n.sibling:null);wr(a);break;case 19:var c=(n.flags&128)!==0;if(o=(i&a.childLanes)!==0,o||(Xs(n,a,i,!1),o=(i&a.childLanes)!==0),c){if(o)return my(n,a,i);a.flags|=128}if(c=a.memoizedState,c!==null&&(c.rendering=null,c.tail=null,c.lastEffect=null),q(Tt,Tt.current),o)break;return null;case 22:return a.lanes=0,iy(n,a,i,a.pendingProps);case 24:vr(a,Ct,n.memoizedState.cache)}return Za(n,a,i)}function py(n,a,i){if(n!==null)if(n.memoizedProps!==a.pendingProps)Nt=!0;else{if(!ad(n,i)&&(a.flags&128)===0)return Nt=!1,_x(n,a,i);Nt=(n.flags&131072)!==0}else Nt=!1,Ge&&(a.flags&1048576)!==0&&Xp(a,Wi,a.index);switch(a.lanes=0,a.tag){case 16:e:{var o=a.pendingProps;if(n=as(a.elementType),a.type=n,typeof n=="function")of(n)?(o=ls(n,o),a.tag=1,a=cy(null,a,n,o,i)):(a.tag=0,a=Wf(null,a,n,o,i));else{if(n!=null){var c=n.$$typeof;if(c===Z){a.tag=11,a=ay(null,a,n,o,i);break e}else if(c===P){a.tag=14,a=ry(null,a,n,o,i);break e}}throw a=Ee(n)||n,Error(s(306,a,""))}}return a;case 0:return Wf(n,a,a.type,a.pendingProps,i);case 1:return o=a.type,c=ls(o,a.pendingProps),cy(n,a,o,c,i);case 3:e:{if(Re(a,a.stateNode.containerInfo),n===null)throw Error(s(387));o=a.pendingProps;var d=a.memoizedState;c=d.element,xf(n,a),rl(a,o,null,i);var g=a.memoizedState;if(o=g.cache,vr(a,Ct,o),o!==d.cache&&yf(a,[Ct],i,!0),al(),o=g.element,d.isDehydrated)if(d={element:o,isDehydrated:!1,cache:g.cache},a.updateQueue.baseState=d,a.memoizedState=d,a.flags&256){a=fy(n,a,o,i);break e}else if(o!==c){c=qn(Error(s(424)),a),Pi(c),a=fy(n,a,o,i);break e}else{switch(n=a.stateNode.containerInfo,n.nodeType){case 9:n=n.body;break;default:n=n.nodeName==="HTML"?n.ownerDocument.body:n}for(dt=Wn(n.firstChild),Wt=a,Ge=!0,gr=null,In=!0,i=ig(a,null,o,i),a.child=i;i;)i.flags=i.flags&-3|4096,i=i.sibling}else{if(Jr(),o===c){a=Za(n,a,i);break e}Kt(n,a,o,i)}a=a.child}return a;case 26:return Zo(n,a),n===null?(i=Ov(a.type,null,a.pendingProps,null))?a.memoizedState=i:Ge||(i=a.type,n=a.pendingProps,o=su(Se.current).createElement(i),o[Qt]=a,o[yn]=n,Jt(o,i,n),Gt(o),a.stateNode=o):a.memoizedState=Ov(a.type,n.memoizedProps,a.pendingProps,n.memoizedState),null;case 27:return jt(a),n===null&&Ge&&(o=a.stateNode=xv(a.type,a.pendingProps,Se.current),Wt=a,In=!0,c=dt,Nr(a.type)?(Ud=c,dt=Wn(o.firstChild)):dt=c),Kt(n,a,a.pendingProps.children,i),Zo(n,a),n===null&&(a.flags|=4194304),a.child;case 5:return n===null&&Ge&&((c=o=dt)&&(o=Wx(o,a.type,a.pendingProps,In),o!==null?(a.stateNode=o,Wt=a,dt=Wn(o.firstChild),In=!1,c=!0):c=!1),c||yr(a)),jt(a),c=a.type,d=a.pendingProps,g=n!==null?n.memoizedProps:null,o=d.children,Nd(c,d)?o=null:g!==null&&Nd(c,g)&&(a.flags|=32),a.memoizedState!==null&&(c=Rf(n,a,fx,null,null,i),El._currentValue=c),Zo(n,a),Kt(n,a,o,i),a.child;case 6:return n===null&&Ge&&((n=i=dt)&&(i=Px(i,a.pendingProps,In),i!==null?(a.stateNode=i,Wt=a,dt=null,n=!0):n=!1),n||yr(a)),null;case 13:return dy(n,a,i);case 4:return Re(a,a.stateNode.containerInfo),o=a.pendingProps,n===null?a.child=ss(a,null,o,i):Kt(n,a,o,i),a.child;case 11:return ay(n,a,a.type,a.pendingProps,i);case 7:return Kt(n,a,a.pendingProps,i),a.child;case 8:return Kt(n,a,a.pendingProps.children,i),a.child;case 12:return Kt(n,a,a.pendingProps.children,i),a.child;case 10:return o=a.pendingProps,vr(a,a.type,o.value),Kt(n,a,o.children,i),a.child;case 9:return c=a.type._context,o=a.pendingProps.children,ts(a),c=Pt(c),o=o(c),a.flags|=1,Kt(n,a,o,i),a.child;case 14:return ry(n,a,a.type,a.pendingProps,i);case 15:return sy(n,a,a.type,a.pendingProps,i);case 19:return my(n,a,i);case 31:return bx(n,a,i);case 22:return iy(n,a,i,a.pendingProps);case 24:return ts(a),o=Pt(Ct),n===null?(c=_f(),c===null&&(c=ct,d=vf(),c.pooledCache=d,d.refCount++,d!==null&&(c.pooledCacheLanes|=i),c=d),a.memoizedState={parent:o,cache:c},wf(a),vr(a,Ct,c)):((n.lanes&i)!==0&&(xf(n,a),rl(a,null,null,i),al()),c=n.memoizedState,d=a.memoizedState,c.parent!==o?(c={parent:o,cache:o},a.memoizedState=c,a.lanes===0&&(a.memoizedState=a.updateQueue.baseState=c),vr(a,Ct,o)):(o=d.cache,vr(a,Ct,o),o!==c.cache&&yf(a,[Ct],i,!0))),Kt(n,a,a.pendingProps.children,i),a.child;case 29:throw a.pendingProps}throw Error(s(156,a.tag))}function Fa(n){n.flags|=4}function rd(n,a,i,o,c){if((a=(n.mode&32)!==0)&&(a=!1),a){if(n.flags|=16777216,(c&335544128)===c)if(n.stateNode.complete)n.flags|=8192;else if(Zy())n.flags|=8192;else throw rs=Ao,Sf}else n.flags&=-16777217}function gy(n,a){if(a.type!=="stylesheet"||(a.state.loading&4)!==0)n.flags&=-16777217;else if(n.flags|=16777216,!Nv(a))if(Zy())n.flags|=8192;else throw rs=Ao,Sf}function $o(n,a){a!==null&&(n.flags|=4),n.flags&16384&&(a=n.tag!==22?an():536870912,n.lanes|=a,si|=a)}function cl(n,a){if(!Ge)switch(n.tailMode){case"hidden":a=n.tail;for(var i=null;a!==null;)a.alternate!==null&&(i=a),a=a.sibling;i===null?n.tail=null:i.sibling=null;break;case"collapsed":i=n.tail;for(var o=null;i!==null;)i.alternate!==null&&(o=i),i=i.sibling;o===null?a||n.tail===null?n.tail=null:n.tail.sibling=null:o.sibling=null}}function ht(n){var a=n.alternate!==null&&n.alternate.child===n.child,i=0,o=0;if(a)for(var c=n.child;c!==null;)i|=c.lanes|c.childLanes,o|=c.subtreeFlags&65011712,o|=c.flags&65011712,c.return=n,c=c.sibling;else for(c=n.child;c!==null;)i|=c.lanes|c.childLanes,o|=c.subtreeFlags,o|=c.flags,c.return=n,c=c.sibling;return n.subtreeFlags|=o,n.childLanes=i,a}function Sx(n,a,i){var o=a.pendingProps;switch(df(a),a.tag){case 16:case 15:case 0:case 11:case 7:case 8:case 12:case 9:case 14:return ht(a),null;case 1:return ht(a),null;case 3:return i=a.stateNode,o=null,n!==null&&(o=n.memoizedState.cache),a.memoizedState.cache!==o&&(a.flags|=2048),Ha(Ct),Ve(),i.pendingContext&&(i.context=i.pendingContext,i.pendingContext=null),(n===null||n.child===null)&&(Gs(a)?Fa(a):n===null||n.memoizedState.isDehydrated&&(a.flags&256)===0||(a.flags|=1024,mf())),ht(a),null;case 26:var c=a.type,d=a.memoizedState;return n===null?(Fa(a),d!==null?(ht(a),gy(a,d)):(ht(a),rd(a,c,null,o,i))):d?d!==n.memoizedState?(Fa(a),ht(a),gy(a,d)):(ht(a),a.flags&=-16777217):(n=n.memoizedProps,n!==o&&Fa(a),ht(a),rd(a,c,n,o,i)),null;case 27:if(on(a),i=Se.current,c=a.type,n!==null&&a.stateNode!=null)n.memoizedProps!==o&&Fa(a);else{if(!o){if(a.stateNode===null)throw Error(s(166));return ht(a),null}n=ee.current,Gs(a)?Qp(a):(n=xv(c,o,i),a.stateNode=n,Fa(a))}return ht(a),null;case 5:if(on(a),c=a.type,n!==null&&a.stateNode!=null)n.memoizedProps!==o&&Fa(a);else{if(!o){if(a.stateNode===null)throw Error(s(166));return ht(a),null}if(d=ee.current,Gs(a))Qp(a);else{var g=su(Se.current);switch(d){case 1:d=g.createElementNS("http://www.w3.org/2000/svg",c);break;case 2:d=g.createElementNS("http://www.w3.org/1998/Math/MathML",c);break;default:switch(c){case"svg":d=g.createElementNS("http://www.w3.org/2000/svg",c);break;case"math":d=g.createElementNS("http://www.w3.org/1998/Math/MathML",c);break;case"script":d=g.createElement("div"),d.innerHTML="<script><\/script>",d=d.removeChild(d.firstChild);break;case"select":d=typeof o.is=="string"?g.createElement("select",{is:o.is}):g.createElement("select"),o.multiple?d.multiple=!0:o.size&&(d.size=o.size);break;default:d=typeof o.is=="string"?g.createElement(c,{is:o.is}):g.createElement(c)}}d[Qt]=a,d[yn]=o;e:for(g=a.child;g!==null;){if(g.tag===5||g.tag===6)d.appendChild(g.stateNode);else if(g.tag!==4&&g.tag!==27&&g.child!==null){g.child.return=g,g=g.child;continue}if(g===a)break e;for(;g.sibling===null;){if(g.return===null||g.return===a)break e;g=g.return}g.sibling.return=g.return,g=g.sibling}a.stateNode=d;e:switch(Jt(d,c,o),c){case"button":case"input":case"select":case"textarea":o=!!o.autoFocus;break e;case"img":o=!0;break e;default:o=!1}o&&Fa(a)}}return ht(a),rd(a,a.type,n===null?null:n.memoizedProps,a.pendingProps,i),null;case 6:if(n&&a.stateNode!=null)n.memoizedProps!==o&&Fa(a);else{if(typeof o!="string"&&a.stateNode===null)throw Error(s(166));if(n=Se.current,Gs(a)){if(n=a.stateNode,i=a.memoizedProps,o=null,c=Wt,c!==null)switch(c.tag){case 27:case 5:o=c.memoizedProps}n[Qt]=a,n=!!(n.nodeValue===i||o!==null&&o.suppressHydrationWarning===!0||dv(n.nodeValue,i)),n||yr(a,!0)}else n=su(n).createTextNode(o),n[Qt]=a,a.stateNode=n}return ht(a),null;case 31:if(i=a.memoizedState,n===null||n.memoizedState!==null){if(o=Gs(a),i!==null){if(n===null){if(!o)throw Error(s(318));if(n=a.memoizedState,n=n!==null?n.dehydrated:null,!n)throw Error(s(557));n[Qt]=a}else Jr(),(a.flags&128)===0&&(a.memoizedState=null),a.flags|=4;ht(a),n=!1}else i=mf(),n!==null&&n.memoizedState!==null&&(n.memoizedState.hydrationErrors=i),n=!0;if(!n)return a.flags&256?(jn(a),a):(jn(a),null);if((a.flags&128)!==0)throw Error(s(558))}return ht(a),null;case 13:if(o=a.memoizedState,n===null||n.memoizedState!==null&&n.memoizedState.dehydrated!==null){if(c=Gs(a),o!==null&&o.dehydrated!==null){if(n===null){if(!c)throw Error(s(318));if(c=a.memoizedState,c=c!==null?c.dehydrated:null,!c)throw Error(s(317));c[Qt]=a}else Jr(),(a.flags&128)===0&&(a.memoizedState=null),a.flags|=4;ht(a),c=!1}else c=mf(),n!==null&&n.memoizedState!==null&&(n.memoizedState.hydrationErrors=c),c=!0;if(!c)return a.flags&256?(jn(a),a):(jn(a),null)}return jn(a),(a.flags&128)!==0?(a.lanes=i,a):(i=o!==null,n=n!==null&&n.memoizedState!==null,i&&(o=a.child,c=null,o.alternate!==null&&o.alternate.memoizedState!==null&&o.alternate.memoizedState.cachePool!==null&&(c=o.alternate.memoizedState.cachePool.pool),d=null,o.memoizedState!==null&&o.memoizedState.cachePool!==null&&(d=o.memoizedState.cachePool.pool),d!==c&&(o.flags|=2048)),i!==n&&i&&(a.child.flags|=8192),$o(a,a.updateQueue),ht(a),null);case 4:return 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diff --git a/TrackingToolWeb/static/assets/index-_MGhSlOr.js b/TrackingToolWeb/static/assets/index-_MGhSlOr.js
new file mode 100644
index 0000000..c7c9247
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+++ b/TrackingToolWeb/static/assets/index-_MGhSlOr.js
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v=s.memoizedState;if(u=v.cache,Ya(s,Ft,u),u!==h.cache&&Ud(s,[Ft],i,!0),Io(),u=v.element,h.isDehydrated)if(h={element:u,isDehydrated:!1,cache:v.cache},s.updateQueue.baseState=h,s.memoizedState=h,s.flags&256){s=q0(n,s,u,i);break e}else if(u!==d){d=lr(Error(a(424)),s),Yo(d),s=q0(n,s,u,i);break e}else{switch(n=s.stateNode.containerInfo,n.nodeType){case 9:n=n.body;break;default:n=n.nodeName==="HTML"?n.ownerDocument.body:n}for(yt=hr(n.firstChild),cn=s,We=!0,Ua=null,fr=!0,i=Hv(s,null,u,i),s.child=i;i;)i.flags=i.flags&-3|4096,i=i.sibling}else{if(Ts(),u===d){s=ua(n,s,i);break e}dn(n,s,u,i)}s=s.child}return s;case 26:return $u(n,s),n===null?(i=u1(s.type,null,s.pendingProps,null))?s.memoizedState=i:We||(i=s.type,n=s.pendingProps,u=lc(De.current).createElement(i),u[un]=s,u[zn]=n,hn(u,i,n),sn(u),s.stateNode=u):s.memoizedState=u1(s.type,n.memoizedProps,s.pendingProps,n.memoizedState),null;case 27:return 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e=window.matchMedia("(prefers-reduced-motion)"),t=()=>Up.current=e.matches;e.addEventListener("change",t),t()}else Up.current=!1}const eL=new WeakMap;function tL(e,t,r){for(const a in t){const o=t[a],l=r[a];if(_n(o))e.addValue(a,o);else if(_n(l))e.addValue(a,mo(o,{owner:e}));else if(l!==o)if(e.hasValue(a)){const c=e.getValue(a);c.liveStyle===!0?c.jump(o):c.hasAnimated||c.set(o)}else{const c=e.getStaticValue(a);e.addValue(a,mo(c!==void 0?c:o,{owner:e}))}}for(const a in r)t[a]===void 0&&e.removeValue(a);return t}const fx=["AnimationStart","AnimationComplete","Update","BeforeLayoutMeasure","LayoutMeasure","LayoutAnimationStart","LayoutAnimationComplete"];class nL{scrapeMotionValuesFromProps(t,r,a){return{}}constructor({parent:t,props:r,presenceContext:a,reducedMotionConfig:o,blockInitialAnimation:l,visualState:c},f={}){this.current=null,this.children=new Set,this.isVariantNode=!1,this.isControllingVariants=!1,this.shouldReduceMotion=null,this.values=new Map,this.KeyframeResolver=ay,this.features={},this.valueSubscriptions=new Map,this.prevMotionValues={},this.events={},this.propEventSubscriptions={},this.notifyUpdate=()=>this.notify("Update",this.latestValues),this.render=()=>{this.current&&(this.triggerBuild(),this.renderInstance(this.current,this.renderState,this.props.style,this.projection))},this.renderScheduledAt=0,this.scheduleRender=()=>{const b=Zn.now();this.renderScheduledAt<b&&(this.renderScheduledAt=b,Tt.render(this.render,!1,!0))};const{latestValues:m,renderState:p}=c;this.latestValues=m,this.baseTarget={...m},this.initialValues=r.initial?{...m}:{},this.renderState=p,this.parent=t,this.props=r,this.presenceContext=a,this.depth=t?t.depth+1:0,this.reducedMotionConfig=o,this.options=f,this.blockInitialAnimation=!!l,this.isControllingVariants=If(r),this.isVariantNode=qE(r),this.isVariantNode&&(this.variantChildren=new Set),this.manuallyAnimateOnMount=!!(t&&t.current);const{willChange:y,...g}=this.scrapeMotionValuesFromProps(r,{},this);for(const b in g){const T=g[b];m[b]!==void 0&&_n(T)&&T.set(m[b])}}mount(t){this.current=t,eL.set(t,this),this.projection&&!this.projection.instance&&this.projection.mount(t),this.parent&&this.isVariantNode&&!this.isControllingVariants&&(this.removeFromVariantTree=this.parent.addVariantChild(this)),this.values.forEach((r,a)=>this.bindToMotionValue(a,r)),u2.current||JV(),this.shouldReduceMotion=this.reducedMotionConfig==="never"?!1:this.reducedMotionConfig==="always"?!0:Up.current,this.parent?.addChild(this),this.update(this.props,this.presenceContext)}unmount(){this.projection&&this.projection.unmount(),ds(this.notifyUpdate),ds(this.render),this.valueSubscriptions.forEach(t=>t()),this.valueSubscriptions.clear(),this.removeFromVariantTree&&this.removeFromVariantTree(),this.parent?.removeChild(this);for(const t in this.events)this.events[t].clear();for(const t in this.features){const r=this.features[t];r&&(r.unmount(),r.isMounted=!1)}this.current=null}addChild(t){this.children.add(t),this.enteringChildren??(this.enteringChildren=new Set),this.enteringChildren.add(t)}removeChild(t){this.children.delete(t),this.enteringChildren&&this.enteringChildren.delete(t)}bindToMotionValue(t,r){this.valueSubscriptions.has(t)&&this.valueSubscriptions.get(t)();const a=Eo.has(t);a&&this.onBindTransform&&this.onBindTransform();const o=r.on("change",c=>{this.latestValues[t]=c,this.props.onUpdate&&Tt.preRender(this.notifyUpdate),a&&this.projection&&(this.projection.isTransformDirty=!0),this.scheduleRender()});let l;window.MotionCheckAppearSync&&(l=window.MotionCheckAppearSync(this,t,r)),this.valueSubscriptions.set(t,()=>{o(),l&&l(),r.owner&&r.stop()})}sortNodePosition(t){return!this.current||!this.sortInstanceNodePosition||this.type!==t.type?0:this.sortInstanceNodePosition(this.current,t.current)}updateFeatures(){let t="animation";for(t in po){const r=po[t];if(!r)continue;const{isEnabled:a,Feature:o}=r;if(!this.features[t]&&o&&a(this.props)&&(this.features[t]=new o(this)),this.features[t]){const l=this.features[t];l.isMounted?l.update():(l.mount(),l.isMounted=!0)}}}triggerBuild(){this.build(this.renderState,this.latestValues,this.props)}measureViewportBox(){return this.current?this.measureInstanceViewportBox(this.current,this.props):en()}getStaticValue(t){return this.latestValues[t]}setStaticValue(t,r){this.latestValues[t]=r}update(t,r){(t.transformTemplate||this.props.transformTemplate)&&this.scheduleRender(),this.prevProps=this.props,this.props=t,this.prevPresenceContext=this.presenceContext,this.presenceContext=r;for(let a=0;a<fx.length;a++){const o=fx[a];this.propEventSubscriptions[o]&&(this.propEventSubscriptions[o](),delete this.propEventSubscriptions[o]);const l="on"+o,c=t[l];c&&(this.propEventSubscriptions[o]=this.on(o,c))}this.prevMotionValues=tL(this,this.scrapeMotionValuesFromProps(t,this.prevProps,this),this.prevMotionValues),this.handleChildMotionValue&&this.handleChildMotionValue()}getProps(){return this.props}getVariant(t){return this.props.variants?this.props.variants[t]:void 0}getDefaultTransition(){return this.props.transition}getTransformPagePoint(){return this.props.transformPagePoint}getClosestVariantNode(){return this.isVariantNode?this:this.parent?this.parent.getClosestVariantNode():void 0}addVariantChild(t){const r=this.getClosestVariantNode();if(r)return r.variantChildren&&r.variantChildren.add(t),()=>r.variantChildren.delete(t)}addValue(t,r){const a=this.values.get(t);r!==a&&(a&&this.removeValue(t),this.bindToMotionValue(t,r),this.values.set(t,r),this.latestValues[t]=r.get())}removeValue(t){this.values.delete(t);const r=this.valueSubscriptions.get(t);r&&(r(),this.valueSubscriptions.delete(t)),delete 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x2(t,{onSessionStart:l,onStart:c,onMove:f,onSessionEnd:m,resumeAnimation:p},{transformPagePoint:this.visualElement.getTransformPagePoint(),dragSnapToOrigin:y,distanceThreshold:a,contextWindow:S2(this.visualElement)})}stop(t,r){const a=t||this.latestPointerEvent,o=r||this.latestPanInfo,l=this.isDragging;if(this.cancel(),!l||!o||!a)return;const{velocity:c}=o;this.startAnimation(c);const{onDragEnd:f}=this.getProps();f&&Tt.postRender(()=>f(a,o))}cancel(){this.isDragging=!1;const{projection:t,animationState:r}=this.visualElement;t&&(t.isAnimationBlocked=!1),this.panSession&&this.panSession.end(),this.panSession=void 0;const{dragPropagation:a}=this.getProps();!a&&this.openDragLock&&(this.openDragLock(),this.openDragLock=null),r&&r.setActive("whileDrag",!1)}updateAxis(t,r,a){const{drag:o}=this.getProps();if(!a||!jc(t,o,this.currentDirection))return;const l=this.getAxisMotionValue(t);let c=this.originPoint[t]+a[t];this.constraints&&this.constraints[t]&&(c=HL(c,this.constraints[t],this.elastic[t])),l.set(c)}resolveConstraints(){const{dragConstraints:t,dragElastic:r}=this.getProps(),a=this.visualElement.projection&&!this.visualElement.projection.layout?this.visualElement.projection.measure(!1):this.visualElement.projection?.layout,o=this.constraints;t&&eo(t)?this.constraints||(this.constraints=this.resolveRefConstraints()):t&&a?this.constraints=ZL(a.layoutBox,t):this.constraints=!1,this.elastic=qL(r),o!==this.constraints&&a&&this.constraints&&!this.hasMutatedConstraints&&pr(l=>{this.constraints!==!1&&this.getAxisMotionValue(l)&&(this.constraints[l]=GL(a.layoutBox[l],this.constraints[l]))})}resolveRefConstraints(){const{dragConstraints:t,onMeasureDragConstraints:r}=this.getProps();if(!t||!eo(t))return!1;const a=t.current,{projection:o}=this.visualElement;if(!o||!o.layout)return!1;const l=QV(a,o.root,this.visualElement.getTransformPagePoint());let c=$L(o.layout.layoutBox,l);if(r){const f=r(XV(c));this.hasMutatedConstraints=!!f,f&&(c=s2(f))}return c}startAnimation(t){const{drag:r,dragMomentum:a,dragElastic:o,dragTransition:l,dragSnapToOrigin:c,onDragTransitionEnd:f}=this.getProps(),m=this.constraints||{},p=pr(y=>{if(!jc(y,r,this.currentDirection))return;let g=m&&m[y]||{};c&&(g={min:0,max:0});const b=o?200:1e6,T=o?40:1e7,_={type:"inertia",velocity:a?t[y]:0,bounceStiffness:b,bounceDamping:T,timeConstant:750,restDelta:1,restSpeed:10,...l,...g};return this.startAxisValueAnimation(y,_)});return Promise.all(p).then(f)}startAxisValueAnimation(t,r){const a=this.getAxisMotionValue(t);return Yp(this.visualElement,t),a.start(vy(t,a,0,r,this.visualElement,!1))}stopAnimation(){pr(t=>this.getAxisMotionValue(t).stop())}pauseAnimation(){pr(t=>this.getAxisMotionValue(t).animation?.pause())}getAnimationState(t){return this.getAxisMotionValue(t).animation?.state}getAxisMotionValue(t){const r=`_drag${t.toUpperCase()}`,a=this.visualElement.getProps(),o=a[r];return o||this.visualElement.getValue(t,(a.initial?a.initial[t]:void 0)||0)}snapToCursor(t){pr(r=>{const{drag:a}=this.getProps();if(!jc(r,a,this.currentDirection))return;const{projection:o}=this.visualElement,l=this.getAxisMotionValue(r);if(o&&o.layout){const{min:c,max:f}=o.layout.layoutBox[r];l.set(t[r]-Mt(c,f,.5))}})}scalePositionWithinConstraints(){if(!this.visualElement.current)return;const{drag:t,dragConstraints:r}=this.getProps(),{projection:a}=this.visualElement;if(!eo(r)||!a||!this.constraints)return;this.stopAnimation();const o={x:0,y:0};pr(c=>{const f=this.getAxisMotionValue(c);if(f&&this.constraints!==!1){const m=f.get();o[c]=IL({min:m,max:m},this.constraints[c])}});const{transformTemplate:l}=this.visualElement.getProps();this.visualElement.current.style.transform=l?l({},""):"none",a.root&&a.root.updateScroll(),a.updateLayout(),this.resolveConstraints(),pr(c=>{if(!jc(c,t,null))return;const f=this.getAxisMotionValue(c),{min:m,max:p}=this.constraints[c];f.set(Mt(m,p,o[c]))})}addListeners(){if(!this.visualElement.current)return;XL.set(this.visualElement,this);const t=this.visualElement.current,r=Ol(t,"pointerdown",m=>{const{drag:p,dragListener:y=!0}=this.getProps();p&&y&&this.start(m)}),a=()=>{const{dragConstraints:m}=this.getProps();eo(m)&&m.current&&(this.constraints=this.resolveRefConstraints())},{projection:o}=this.visualElement,l=o.addEventListener("measure",a);o&&!o.layout&&(o.root&&o.root.updateScroll(),o.updateLayout()),Tt.read(a);const c=Zl(window,"resize",()=>this.scalePositionWithinConstraints()),f=o.addEventListener("didUpdate",(({delta:m,hasLayoutChanged:p})=>{this.isDragging&&p&&(pr(y=>{const g=this.getAxisMotionValue(y);g&&(this.originPoint[y]+=m[y].translate,g.set(g.get()+m[y].translate))}),this.visualElement.render())}));return()=>{c(),r(),l(),f&&f()}}getProps(){const t=this.visualElement.getProps(),{drag:r=!1,dragDirectionLock:a=!1,dragPropagation:o=!1,dragConstraints:l=!1,dragElastic:c=Fp,dragMomentum:f=!0}=t;return{...t,drag:r,dragDirectionLock:a,dragPropagation:o,dragConstraints:l,dragElastic:c,dragMomentum:f}}}function jc(e,t,r){return(t===!0||t===e)&&(r===null||r===e)}function KL(e,t=10){let r=null;return Math.abs(e.y)>t?r="y":Math.abs(e.x)>t&&(r="x"),r}class QL extends ms{constructor(t){super(t),this.removeGroupControls=vr,this.removeListeners=vr,this.controls=new WL(t)}mount(){const{dragControls:t}=this.node.getProps();t&&(this.removeGroupControls=t.subscribe(this.controls)),this.removeListeners=this.controls.addListeners()||vr}unmount(){this.removeGroupControls(),this.removeListeners()}}const _x=e=>(t,r)=>{e&&Tt.postRender(()=>e(t,r))};class JL extends ms{constructor(){super(...arguments),this.removePointerDownListener=vr}onPointerDown(t){this.session=new x2(t,this.createPanHandlers(),{transformPagePoint:this.node.getTransformPagePoint(),contextWindow:S2(this.node)})}createPanHandlers(){const{onPanSessionStart:t,onPanStart:r,onPan:a,onPanEnd:o}=this.node.getProps();return{onSessionStart:_x(t),onStart:_x(r),onMove:a,onEnd:(l,c)=>{delete this.session,o&&Tt.postRender(()=>o(l,c))}}}mount(){this.removePointerDownListener=Ol(this.node.current,"pointerdown",t=>this.onPointerDown(t))}update(){this.session&&this.session.updateHandlers(this.createPanHandlers())}unmount(){this.removePointerDownListener(),this.session&&this.session.end()}}const ef={hasAnimatedSinceResize:!0,hasEverUpdated:!1};function wx(e,t){return t.max===t.min?0:e/(t.max-t.min)*100}const Tl={correct:(e,t)=>{if(!t.target)return e;if(typeof e=="string")if(ke.test(e))e=parseFloat(e);else return e;const r=wx(e,t.target.x),a=wx(e,t.target.y);return`${r}% ${a}%`}},eU={correct:(e,{treeScale:t,projectionDelta:r})=>{const a=e,o=hs.parse(e);if(o.length>5)return a;const l=hs.createTransformer(e),c=typeof o[0]!="number"?1:0,f=r.x.scale*t.x,m=r.y.scale*t.y;o[0+c]/=f,o[1+c]/=m;const p=Mt(f,m,.5);return typeof o[2+c]=="number"&&(o[2+c]/=p),typeof o[3+c]=="number"&&(o[3+c]/=p),l(o)}};let Gm=!1;class tU extends x.Component{componentDidMount(){const{visualElement:t,layoutGroup:r,switchLayoutGroup:a,layoutId:o}=this.props,{projection:l}=t;wV(nU),l&&(r.group&&r.group.add(l),a&&a.register&&o&&a.register(l),Gm&&l.root.didUpdate(),l.addEventListener("animationComplete",()=>{this.safeToRemove()}),l.setOptions({...l.options,onExitComplete:()=>this.safeToRemove()})),ef.hasEverUpdated=!0}getSnapshotBeforeUpdate(t){const{layoutDependency:r,visualElement:a,drag:o,isPresent:l}=this.props,{projection:c}=a;return c&&(c.isPresent=l,Gm=!0,o||t.layoutDependency!==r||r===void 0||t.isPresent!==l?c.willUpdate():this.safeToRemove(),t.isPresent!==l&&(l?c.promote():c.relegate()||Tt.postRender(()=>{const f=c.getStack();(!f||!f.members.length)&&this.safeToRemove()}))),null}componentDidUpdate(){const{projection:t}=this.props.visualElement;t&&(t.root.didUpdate(),oy.postRender(()=>{!t.currentAnimation&&t.isLead()&&this.safeToRemove()}))}componentWillUnmount(){const{visualElement:t,layoutGroup:r,switchLayoutGroup:a}=this.props,{projection:o}=t;Gm=!0,o&&(o.scheduleCheckAfterUnmount(),r&&r.group&&r.group.remove(o),a&&a.deregister&&a.deregister(o))}safeToRemove(){const{safeToRemove:t}=this.props;t&&t()}render(){return null}}function w2(e){const[t,r]=$E(),a=x.useContext(Bg);return A.jsx(tU,{...e,layoutGroup:a,switchLayoutGroup:x.useContext(r2),isPresent:t,safeToRemove:r})}const nU={borderRadius:{...Tl,applyTo:["borderTopLeftRadius","borderTopRightRadius","borderBottomLeftRadius","borderBottomRightRadius"]},borderTopLeftRadius:Tl,borderTopRightRadius:Tl,borderBottomLeftRadius:Tl,borderBottomRightRadius:Tl,boxShadow:eU};function rU(e,t,r){const a=_n(e)?e:mo(e);return a.start(vy("",a,t,r)),a.animation}const aU=(e,t)=>e.depth-t.depth;class sU{constructor(){this.children=[],this.isDirty=!1}add(t){Fg(this.children,t),this.isDirty=!0}remove(t){Hg(this.children,t),this.isDirty=!0}forEach(t){this.isDirty&&this.children.sort(aU),this.isDirty=!1,this.children.forEach(t)}}function iU(e,t){const r=Zn.now(),a=({timestamp:o})=>{const l=o-r;l>=t&&(ds(a),e(l-t))};return Tt.setup(a,!0),()=>ds(a)}const T2=["TopLeft","TopRight","BottomLeft","BottomRight"],oU=T2.length,Tx=e=>typeof e=="string"?parseFloat(e):e,Ex=e=>typeof e=="number"||ke.test(e);function lU(e,t,r,a,o,l){o?(e.opacity=Mt(0,r.opacity??1,uU(a)),e.opacityExit=Mt(t.opacity??1,0,cU(a))):l&&(e.opacity=Mt(t.opacity??1,r.opacity??1,a));for(let c=0;c<oU;c++){const f=`border${T2[c]}Radius`;let m=Ax(t,f),p=Ax(r,f);if(m===void 0&&p===void 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a=this.lead;if(t!==a&&(this.prevLead=a,this.lead=t,t.show(),a)){a.instance&&a.scheduleRender(),t.scheduleRender(),t.resumeFrom=a,r&&(t.resumeFrom.preserveOpacity=!0),a.snapshot&&(t.snapshot=a.snapshot,t.snapshot.latestValues=a.animationValues||a.latestValues),t.root&&t.root.isUpdating&&(t.isLayoutDirty=!0);const{crossfade:o}=t.options;o===!1&&a.hide()}}exitAnimationComplete(){this.members.forEach(t=>{const{options:r,resumingFrom:a}=t;r.onExitComplete&&r.onExitComplete(),a&&a.options.onExitComplete&&a.options.onExitComplete()})}scheduleRender(){this.members.forEach(t=>{t.instance&&t.scheduleRender(!1)})}removeLeadSnapshot(){this.lead&&this.lead.snapshot&&(this.lead.snapshot=void 0)}}function gU(e,t,r){let a="";const o=e.x.translate/t.x,l=e.y.translate/t.y,c=r?.z||0;if((o||l||c)&&(a=`translate3d(${o}px, ${l}px, ${c}px) `),(t.x!==1||t.y!==1)&&(a+=`scale(${1/t.x}, ${1/t.y}) `),r){const{transformPerspective:p,rotate:y,rotateX:g,rotateY:b,skewX:T,skewY:_}=r;p&&(a=`perspective(${p}px) 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Set,this.options={},this.isTreeAnimating=!1,this.isAnimationBlocked=!1,this.isLayoutDirty=!1,this.isProjectionDirty=!1,this.isSharedProjectionDirty=!1,this.isTransformDirty=!1,this.updateManuallyBlocked=!1,this.updateBlockedByResize=!1,this.isUpdating=!1,this.isSVG=!1,this.needsReset=!1,this.shouldResetTransform=!1,this.hasCheckedOptimisedAppear=!1,this.treeScale={x:1,y:1},this.eventHandlers=new Map,this.hasTreeAnimated=!1,this.layoutVersion=0,this.updateScheduled=!1,this.scheduleUpdate=()=>this.update(),this.projectionUpdateScheduled=!1,this.checkUpdateFailed=()=>{this.isUpdating&&(this.isUpdating=!1,this.clearAllSnapshots())},this.updateProjection=()=>{this.projectionUpdateScheduled=!1,this.nodes.forEach(xU),this.nodes.forEach(EU),this.nodes.forEach(AU),this.nodes.forEach(_U)},this.resolvedRelativeTargetAt=0,this.linkedParentVersion=0,this.hasProjected=!1,this.isVisible=!0,this.animationProgress=0,this.sharedNodes=new Map,this.latestValues=c,this.root=f?f.root||f:this,this.path=f?[...f.path,f]:[],this.parent=f,this.depth=f?f.depth+1:0;for(let m=0;m<this.path.length;m++)this.path[m].shouldResetTransform=!0;this.root===this&&(this.nodes=new sU)}addEventListener(c,f){return this.eventHandlers.has(c)||this.eventHandlers.set(c,new Ig),this.eventHandlers.get(c).add(f)}notifyListeners(c,...f){const m=this.eventHandlers.get(c);m&&m.notify(...f)}hasListeners(c){return this.eventHandlers.has(c)}mount(c){if(this.instance)return;this.isSVG=ZE(c)&&!oV(c),this.instance=c;const{layoutId:f,layout:m,visualElement:p}=this.options;if(p&&!p.current&&p.mount(c),this.root.nodes.add(this),this.parent&&this.parent.children.add(this),this.root.hasTreeAnimated&&(m||f)&&(this.isLayoutDirty=!0),e){let y,g=0;const b=()=>this.root.updateBlockedByResize=!1;Tt.read(()=>{g=window.innerWidth}),e(c,()=>{const T=window.innerWidth;T!==g&&(g=T,this.root.updateBlockedByResize=!0,y&&y(),y=iU(b,250),ef.hasAnimatedSinceResize&&(ef.hasAnimatedSinceResize=!1,this.nodes.forEach(Bx)))})}f&&this.root.registerSharedNode(f,this),this.options.animate!==!1&&p&&(f||m)&&this.addEventListener("didUpdate",({delta:y,hasLayoutChanged:g,hasRelativeLayoutChanged:b,layout:T})=>{if(this.isTreeAnimationBlocked()){this.target=void 0,this.relativeTarget=void 0;return}const _=this.options.transition||p.getDefaultTransition()||OU,{onLayoutAnimationStart:w,onLayoutAnimationComplete:E}=p.getProps(),C=!this.targetLayout||!C2(this.targetLayout,T),O=!g&&b;if(this.options.layoutRoot||this.resumeFrom||O||g&&(C||!this.currentAnimation)){this.resumeFrom&&(this.resumingFrom=this.resumeFrom,this.resumingFrom.resumingFrom=void 0);const k={...sy(_,"layout"),onPlay:w,onComplete:E};(p.shouldReduceMotion||this.options.layoutRoot)&&(k.delay=0,k.type=!1),this.startAnimation(k),this.setAnimationOrigin(y,O)}else g||Bx(this),this.isLead()&&this.options.onExitComplete&&this.options.onExitComplete();this.targetLayout=T})}unmount(){this.options.layoutId&&this.willUpdate(),this.root.nodes.remove(this);const c=this.getStack();c&&c.remove(this),this.parent&&this.parent.children.delete(this),this.instance=void 0,this.eventHandlers.clear(),ds(this.updateProjection)}blockUpdate(){this.updateManuallyBlocked=!0}unblockUpdate(){this.updateManuallyBlocked=!1}isUpdateBlocked(){return this.updateManuallyBlocked||this.updateBlockedByResize}isTreeAnimationBlocked(){return this.isAnimationBlocked||this.parent&&this.parent.isTreeAnimationBlocked()||!1}startUpdate(){this.isUpdateBlocked()||(this.isUpdating=!0,this.nodes&&this.nodes.forEach(CU),this.animationId++)}getTransformTemplate(){const{visualElement:c}=this.options;return c&&c.getProps().transformTemplate}willUpdate(c=!0){if(this.root.hasTreeAnimated=!0,this.root.isUpdateBlocked()){this.options.onExitComplete&&this.options.onExitComplete();return}if(window.MotionCancelOptimisedAnimation&&!this.hasCheckedOptimisedAppear&&D2(this),!this.root.isUpdating&&this.root.startUpdate(),this.isLayoutDirty)return;this.isLayoutDirty=!0;for(let y=0;y<this.path.length;y++){const g=this.path[y];g.shouldResetTransform=!0,g.updateScroll("snapshot"),g.options.layoutRoot&&g.willUpdate(!1)}const{layoutId:f,layout:m}=this.options;if(f===void 0&&!m)return;const p=this.getTransformTemplate();this.prevTransformTemplateValue=p?p(this.latestValues,""):void 0,this.updateSnapshot(),c&&this.notifyListeners("willUpdate")}update(){if(this.updateScheduled=!1,this.isUpdateBlocked()){this.unblockUpdate(),this.clearAllSnapshots(),this.nodes.forEach(Lx);return}if(this.animationId<=this.animationCommitId){this.nodes.forEach(Ux);return}this.animationCommitId=this.animationId,this.isUpdating?(this.isUpdating=!1,this.nodes.forEach(TU),this.nodes.forEach(bU),this.nodes.forEach(SU)):this.nodes.forEach(Ux),this.clearAllSnapshots();const f=Zn.now();mn.delta=Ma(0,1e3/60,f-mn.timestamp),mn.timestamp=f,mn.isProcessing=!0,Lm.update.process(mn),Lm.preRender.process(mn),Lm.render.process(mn),mn.isProcessing=!1}didUpdate(){this.updateScheduled||(this.updateScheduled=!0,oy.read(this.scheduleUpdate))}clearAllSnapshots(){this.nodes.forEach(wU),this.sharedNodes.forEach(DU)}scheduleUpdateProjection(){this.projectionUpdateScheduled||(this.projectionUpdateScheduled=!0,Tt.preRender(this.updateProjection,!1,!0))}scheduleCheckAfterUnmount(){Tt.postRender(()=>{this.isLayoutDirty?this.root.didUpdate():this.root.checkUpdateFailed()})}updateSnapshot(){this.snapshot||!this.instance||(this.snapshot=this.measure(),this.snapshot&&!Dn(this.snapshot.measuredBox.x)&&!Dn(this.snapshot.measuredBox.y)&&(this.snapshot=void 0))}updateLayout(){if(!this.instance||(this.updateScroll(),!(this.options.alwaysMeasureLayout&&this.isLead())&&!this.isLayoutDirty))return;if(this.resumeFrom&&!this.resumeFrom.instance)for(let m=0;m<this.path.length;m++)this.path[m].updateScroll();const c=this.layout;this.layout=this.measure(!1),this.layoutVersion++,this.layoutCorrected=en(),this.isLayoutDirty=!1,this.projectionDelta=void 0,this.notifyListeners("measure",this.layout.layoutBox);const{visualElement:f}=this.options;f&&f.notify("LayoutMeasure",this.layout.layoutBox,c?c.layoutBox:void 0)}updateScroll(c="measure"){let f=!!(this.options.layoutScroll&&this.instance);if(this.scroll&&this.scroll.animationId===this.root.animationId&&this.scroll.phase===c&&(f=!1),f&&this.instance){const m=a(this.instance);this.scroll={animationId:this.root.animationId,phase:c,isRoot:m,offset:r(this.instance),wasRoot:this.scroll?this.scroll.isRoot:m}}}resetTransform(){if(!o)return;const c=this.isLayoutDirty||this.shouldResetTransform||this.options.alwaysMeasureLayout,f=this.projectionDelta&&!A2(this.projectionDelta),m=this.getTransformTemplate(),p=m?m(this.latestValues,""):void 0,y=p!==this.prevTransformTemplateValue;c&&this.instance&&(f||Bs(this.latestValues)||y)&&(o(this.instance,p),this.shouldResetTransform=!1,this.scheduleRender())}measure(c=!0){const f=this.measurePageBox();let m=this.removeElementScroll(f);return c&&(m=this.removeTransform(m)),kU(m),{animationId:this.root.animationId,measuredBox:f,layoutBox:m,latestValues:{},source:this.id}}measurePageBox(){const{visualElement:c}=this.options;if(!c)return en();const f=c.measureViewportBox();if(!(this.scroll?.wasRoot||this.path.some(NU))){const{scroll:p}=this.root;p&&(to(f.x,p.offset.x),to(f.y,p.offset.y))}return f}removeElementScroll(c){const f=en();if(Ar(f,c),this.scroll?.wasRoot)return f;for(let m=0;m<this.path.length;m++){const p=this.path[m],{scroll:y,options:g}=p;p!==this.root&&y&&g.layoutScroll&&(y.wasRoot&&Ar(f,c),to(f.x,y.offset.x),to(f.y,y.offset.y))}return f}applyTransform(c,f=!1){const m=en();Ar(m,c);for(let p=0;p<this.path.length;p++){const y=this.path[p];!f&&y.options.layoutScroll&&y.scroll&&y!==y.root&&no(m,{x:-y.scroll.offset.x,y:-y.scroll.offset.y}),Bs(y.latestValues)&&no(m,y.latestValues)}return Bs(this.latestValues)&&no(m,this.latestValues),m}removeTransform(c){const f=en();Ar(f,c);for(let m=0;m<this.path.length;m++){const p=this.path[m];if(!p.instance||!Bs(p.latestValues))continue;Vp(p.latestValues)&&p.updateSnapshot();const y=en(),g=p.measurePageBox();Ar(y,g),Ox(f,p.latestValues,p.snapshot?p.snapshot.layoutBox:void 0,y)}return Bs(this.latestValues)&&Ox(f,this.latestValues),f}setTargetDelta(c){this.targetDelta=c,this.root.scheduleUpdateProjection(),this.isProjectionDirty=!0}setOptions(c){this.options={...this.options,...c,crossfade:c.crossfade!==void 0?c.crossfade:!0}}clearMeasurements(){this.scroll=void 0,this.layout=void 0,this.snapshot=void 0,this.prevTransformTemplateValue=void 0,this.targetDelta=void 0,this.target=void 0,this.isLayoutDirty=!1}forceRelativeParentToResolveTarget(){this.relativeParent&&this.relativeParent.resolvedRelativeTargetAt!==mn.timestamp&&this.relativeParent.resolveTargetDelta(!0)}resolveTargetDelta(c=!1){const f=this.getLead();this.isProjectionDirty||(this.isProjectionDirty=f.isProjectionDirty),this.isTransformDirty||(this.isTransformDirty=f.isTransformDirty),this.isSharedProjectionDirty||(this.isSharedProjectionDirty=f.isSharedProjectionDirty);const m=!!this.resumingFrom||this!==f;if(!(c||m&&this.isSharedProjectionDirty||this.isProjectionDirty||this.parent?.isProjectionDirty||this.attemptToResolveRelativeTarget||this.root.updateBlockedByResize))return;const{layout:y,layoutId:g}=this.options;if(!this.layout||!(y||g))return;this.resolvedRelativeTargetAt=mn.timestamp;const b=this.getClosestProjectingParent();b&&this.linkedParentVersion!==b.layoutVersion&&!b.options.layoutRoot&&this.removeRelativeTarget(),!this.targetDelta&&!this.relativeTarget&&(b&&b.layout?this.createRelativeTarget(b,this.layout.layoutBox,b.layout.layoutBox):this.removeRelativeTarget()),!(!this.relativeTarget&&!this.targetDelta)&&(this.target||(this.target=en(),this.targetWithTransforms=en()),this.relativeTarget&&this.relativeTargetOrigin&&this.relativeParent&&this.relativeParent.target?(this.forceRelativeParentToResolveTarget(),BL(this.target,this.relativeTarget,this.relativeParent.target)):this.targetDelta?(this.resumingFrom?this.target=this.applyTransform(this.layout.layoutBox):Ar(this.target,this.layout.layoutBox),o2(this.target,this.targetDelta)):Ar(this.target,this.layout.layoutBox),this.attemptToResolveRelativeTarget&&(this.attemptToResolveRelativeTarget=!1,b&&!!b.resumingFrom==!!this.resumingFrom&&!b.options.layoutScroll&&b.target&&this.animationProgress!==1?this.createRelativeTarget(b,this.target,b.target):this.relativeParent=this.relativeTarget=void 0))}getClosestProjectingParent(){if(!(!this.parent||Vp(this.parent.latestValues)||i2(this.parent.latestValues)))return this.parent.isProjecting()?this.parent:this.parent.getClosestProjectingParent()}isProjecting(){return!!((this.relativeTarget||this.targetDelta||this.options.layoutRoot)&&this.layout)}createRelativeTarget(c,f,m){this.relativeParent=c,this.linkedParentVersion=c.layoutVersion,this.forceRelativeParentToResolveTarget(),this.relativeTarget=en(),this.relativeTargetOrigin=en(),yf(this.relativeTargetOrigin,f,m),Ar(this.relativeTarget,this.relativeTargetOrigin)}removeRelativeTarget(){this.relativeParent=this.relativeTarget=void 0}calcProjection(){const c=this.getLead(),f=!!this.resumingFrom||this!==c;let m=!0;if((this.isProjectionDirty||this.parent?.isProjectionDirty)&&(m=!1),f&&(this.isSharedProjectionDirty||this.isTransformDirty)&&(m=!1),this.resolvedRelativeTargetAt===mn.timestamp&&(m=!1),m)return;const{layout:p,layoutId:y}=this.options;if(this.isTreeAnimating=!!(this.parent&&this.parent.isTreeAnimating||this.currentAnimation||this.pendingAnimation),this.isTreeAnimating||(this.targetDelta=this.relativeTarget=void 0),!this.layout||!(p||y))return;Ar(this.layoutCorrected,this.layout.layoutBox);const g=this.treeScale.x,b=this.treeScale.y;KV(this.layoutCorrected,this.treeScale,this.path,f),c.layout&&!c.target&&(this.treeScale.x!==1||this.treeScale.y!==1)&&(c.target=c.layout.layoutBox,c.targetWithTransforms=en());const{target:T}=c;if(!T){this.prevProjectionDelta&&(this.createProjectionDeltas(),this.scheduleRender());return}!this.projectionDelta||!this.prevProjectionDelta?this.createProjectionDeltas():(Dx(this.prevProjectionDelta.x,this.projectionDelta.x),Dx(this.prevProjectionDelta.y,this.projectionDelta.y)),kl(this.projectionDelta,this.layoutCorrected,T,this.latestValues),(this.treeScale.x!==g||this.treeScale.y!==b||!Vx(this.projectionDelta.x,this.prevProjectionDelta.x)||!Vx(this.projectionDelta.y,this.prevProjectionDelta.y))&&(this.hasProjected=!0,this.scheduleRender(),this.notifyListeners("projectionUpdate",T))}hide(){this.isVisible=!1}show(){this.isVisible=!0}scheduleRender(c=!0){if(this.options.visualElement?.scheduleRender(),c){const f=this.getStack();f&&f.scheduleRender()}this.resumingFrom&&!this.resumingFrom.instance&&(this.resumingFrom=void 0)}createProjectionDeltas(){this.prevProjectionDelta=ro(),this.projectionDelta=ro(),this.projectionDeltaWithTransform=ro()}setAnimationOrigin(c,f=!1){const m=this.snapshot,p=m?m.latestValues:{},y={...this.latestValues},g=ro();(!this.relativeParent||!this.relativeParent.options.layoutRoot)&&(this.relativeTarget=this.relativeTargetOrigin=void 0),this.attemptToResolveRelativeTarget=!f;const b=en(),T=m?m.source:void 0,_=this.layout?this.layout.source:void 0,w=T!==_,E=this.getStack(),C=!E||E.members.length<=1,O=!!(w&&!C&&this.options.crossfade===!0&&!this.path.some(RU));this.animationProgress=0;let k;this.mixTargetDelta=j=>{const L=j/1e3;Yx(g.x,c.x,L),Yx(g.y,c.y,L),this.setTargetDelta(g),this.relativeTarget&&this.relativeTargetOrigin&&this.layout&&this.relativeParent&&this.relativeParent.layout&&(yf(b,this.layout.layoutBox,this.relativeParent.layout.layoutBox),MU(this.relativeTarget,this.relativeTargetOrigin,b,L),k&&mU(this.relativeTarget,k)&&(this.isProjectionDirty=!1),k||(k=en()),Ar(k,this.relativeTarget)),w&&(this.animationValues=y,lU(y,p,this.latestValues,L,O,C)),this.root.scheduleUpdateProjection(),this.scheduleRender(),this.animationProgress=L},this.mixTargetDelta(this.options.layoutRoot?1e3:0)}startAnimation(c){this.notifyListeners("animationStart"),this.currentAnimation?.stop(),this.resumingFrom?.currentAnimation?.stop(),this.pendingAnimation&&(ds(this.pendingAnimation),this.pendingAnimation=void 0),this.pendingAnimation=Tt.update(()=>{ef.hasAnimatedSinceResize=!0,this.motionValue||(this.motionValue=mo(0)),this.currentAnimation=rU(this.motionValue,[0,1e3],{...c,velocity:0,isSync:!0,onUpdate:f=>{this.mixTargetDelta(f),c.onUpdate&&c.onUpdate(f)},onStop:()=>{},onComplete:()=>{c.onComplete&&c.onComplete(),this.completeAnimation()}}),this.resumingFrom&&(this.resumingFrom.currentAnimation=this.currentAnimation),this.pendingAnimation=void 0})}completeAnimation(){this.resumingFrom&&(this.resumingFrom.currentAnimation=void 0,this.resumingFrom.preserveOpacity=void 0);const c=this.getStack();c&&c.exitAnimationComplete(),this.resumingFrom=this.currentAnimation=this.animationValues=void 0,this.notifyListeners("animationComplete")}finishAnimation(){this.currentAnimation&&(this.mixTargetDelta&&this.mixTargetDelta(yU),this.currentAnimation.stop()),this.completeAnimation()}applyTransformsToTarget(){const c=this.getLead();let{targetWithTransforms:f,target:m,layout:p,latestValues:y}=c;if(!(!f||!m||!p)){if(this!==c&&this.layout&&p&&R2(this.options.animationType,this.layout.layoutBox,p.layoutBox)){m=this.target||en();const g=Dn(this.layout.layoutBox.x);m.x.min=c.target.x.min,m.x.max=m.x.min+g;const b=Dn(this.layout.layoutBox.y);m.y.min=c.target.y.min,m.y.max=m.y.min+b}Ar(f,m),no(f,y),kl(this.projectionDeltaWithTransform,this.layoutCorrected,f,y)}}registerSharedNode(c,f){this.sharedNodes.has(c)||this.sharedNodes.set(c,new pU),this.sharedNodes.get(c).add(f);const p=f.options.initialPromotionConfig;f.promote({transition:p?p.transition:void 0,preserveFollowOpacity:p&&p.shouldPreserveFollowOpacity?p.shouldPreserveFollowOpacity(f):void 0})}isLead(){const c=this.getStack();return c?c.lead===this:!0}getLead(){const{layoutId:c}=this.options;return c?this.getStack()?.lead||this:this}getPrevLead(){const{layoutId:c}=this.options;return c?this.getStack()?.prevLead:void 0}getStack(){const{layoutId:c}=this.options;if(c)return this.root.sharedNodes.get(c)}promote({needsReset:c,transition:f,preserveFollowOpacity:m}={}){const p=this.getStack();p&&p.promote(this,m),c&&(this.projectionDelta=void 0,this.needsReset=!0),f&&this.setOptions({transition:f})}relegate(){const c=this.getStack();return c?c.relegate(this):!1}resetSkewAndRotation(){const{visualElement:c}=this.options;if(!c)return;let f=!1;const{latestValues:m}=c;if((m.z||m.rotate||m.rotateX||m.rotateY||m.rotateZ||m.skewX||m.skewY)&&(f=!0),!f)return;const p={};m.z&&Xm("z",c,p,this.animationValues);for(let y=0;y<qm.length;y++)Xm(`rotate${qm[y]}`,c,p,this.animationValues),Xm(`skew${qm[y]}`,c,p,this.animationValues);c.render();for(const y in p)c.setStaticValue(y,p[y]),this.animationValues&&(this.animationValues[y]=p[y]);c.scheduleRender()}applyProjectionStyles(c,f){if(!this.instance||this.isSVG)return;if(!this.isVisible){c.visibility="hidden";return}const m=this.getTransformTemplate();if(this.needsReset){this.needsReset=!1,c.visibility="",c.opacity="",c.pointerEvents=Jc(f?.pointerEvents)||"",c.transform=m?m(this.latestValues,""):"none";return}const p=this.getLead();if(!this.projectionDelta||!this.layout||!p.target){this.options.layoutId&&(c.opacity=this.latestValues.opacity!==void 0?this.latestValues.opacity:1,c.pointerEvents=Jc(f?.pointerEvents)||""),this.hasProjected&&!Bs(this.latestValues)&&(c.transform=m?m({},""):"none",this.hasProjected=!1);return}c.visibility="";const y=p.animationValues||p.latestValues;this.applyTransformsToTarget();let g=gU(this.projectionDeltaWithTransform,this.treeScale,y);m&&(g=m(y,g)),c.transform=g;const{x:b,y:T}=this.projectionDelta;c.transformOrigin=`${b.origin*100}% ${T.origin*100}% 0`,p.animationValues?c.opacity=p===this?y.opacity??this.latestValues.opacity??1:this.preserveOpacity?this.latestValues.opacity:y.opacityExit:c.opacity=p===this?y.opacity!==void 0?y.opacity:"":y.opacityExit!==void 0?y.opacityExit:0;for(const _ in Hl){if(y[_]===void 0)continue;const{correct:w,applyTo:E,isCSSVariable:C}=Hl[_],O=g==="none"?y[_]:w(y[_],p);if(E){const k=E.length;for(let j=0;j<k;j++)c[E[j]]=O}else C?this.options.visualElement.renderState.vars[_]=O:c[_]=O}this.options.layoutId&&(c.pointerEvents=p===this?Jc(f?.pointerEvents)||"":"none")}clearSnapshot(){this.resumeFrom=this.snapshot=void 0}resetTree(){this.root.nodes.forEach(c=>c.currentAnimation?.stop()),this.root.nodes.forEach(Lx),this.root.sharedNodes.clear()}}}function bU(e){e.updateLayout()}function SU(e){const t=e.resumeFrom?.snapshot||e.snapshot;if(e.isLead()&&e.layout&&t&&e.hasListeners("didUpdate")){const{layoutBox:r,measuredBox:a}=e.layout,{animationType:o}=e.options,l=t.source!==e.layout.source;o==="size"?pr(y=>{const g=l?t.measuredBox[y]:t.layoutBox[y],b=Dn(g);g.min=r[y].min,g.max=g.min+b}):R2(o,t.layoutBox,r)&&pr(y=>{const g=l?t.measuredBox[y]:t.layoutBox[y],b=Dn(r[y]);g.max=g.min+b,e.relativeTarget&&!e.currentAnimation&&(e.isProjectionDirty=!0,e.relativeTarget[y].max=e.relativeTarget[y].min+b)});const c=ro();kl(c,r,t.layoutBox);const f=ro();l?kl(f,e.applyTransform(a,!0),t.measuredBox):kl(f,r,t.layoutBox);const m=!A2(c);let p=!1;if(!e.resumeFrom){const y=e.getClosestProjectingParent();if(y&&!y.resumeFrom){const{snapshot:g,layout:b}=y;if(g&&b){const T=en();yf(T,t.layoutBox,g.layoutBox);const _=en();yf(_,r,b.layoutBox),C2(T,_)||(p=!0),y.options.layoutRoot&&(e.relativeTarget=_,e.relativeTargetOrigin=T,e.relativeParent=y)}}}e.notifyListeners("didUpdate",{layout:r,snapshot:t,delta:f,layoutDelta:c,hasLayoutChanged:m,hasRelativeLayoutChanged:p})}else if(e.isLead()){const{onExitComplete:r}=e.options;r&&r()}e.options.transition=void 0}function xU(e){e.parent&&(e.isProjecting()||(e.isProjectionDirty=e.parent.isProjectionDirty),e.isSharedProjectionDirty||(e.isSharedProjectionDirty=!!(e.isProjectionDirty||e.parent.isProjectionDirty||e.parent.isSharedProjectionDirty)),e.isTransformDirty||(e.isTransformDirty=e.parent.isTransformDirty))}function _U(e){e.isProjectionDirty=e.isSharedProjectionDirty=e.isTransformDirty=!1}function wU(e){e.clearSnapshot()}function Lx(e){e.clearMeasurements()}function Ux(e){e.isLayoutDirty=!1}function TU(e){const{visualElement:t}=e.options;t&&t.getProps().onBeforeLayoutMeasure&&t.notify("BeforeLayoutMeasure"),e.resetTransform()}function Bx(e){e.finishAnimation(),e.targetDelta=e.relativeTarget=e.target=void 0,e.isProjectionDirty=!0}function EU(e){e.resolveTargetDelta()}function AU(e){e.calcProjection()}function CU(e){e.resetSkewAndRotation()}function DU(e){e.removeLeadSnapshot()}function Yx(e,t,r){e.translate=Mt(t.translate,0,r),e.scale=Mt(t.scale,1,r),e.origin=t.origin,e.originPoint=t.originPoint}function Px(e,t,r,a){e.min=Mt(t.min,r.min,a),e.max=Mt(t.max,r.max,a)}function MU(e,t,r,a){Px(e.x,t.x,r.x,a),Px(e.y,t.y,r.y,a)}function RU(e){return e.animationValues&&e.animationValues.opacityExit!==void 0}const OU={duration:.45,ease:[.4,0,.1,1]},Fx=e=>typeof navigator<"u"&&navigator.userAgent&&navigator.userAgent.toLowerCase().includes(e),Hx=Fx("applewebkit/")&&!Fx("chrome/")?Math.round:vr;function Zx(e){e.min=Hx(e.min),e.max=Hx(e.max)}function kU(e){Zx(e.x),Zx(e.y)}function R2(e,t,r){return e==="position"||e==="preserve-aspect"&&!UL(jx(t),jx(r),.2)}function NU(e){return e!==e.root&&e.scroll?.wasRoot}const zU=M2({attachResizeListener:(e,t)=>Zl(e,"resize",t),measureScroll:()=>({x:document.documentElement.scrollLeft||document.body.scrollLeft,y:document.documentElement.scrollTop||document.body.scrollTop}),checkIsScrollRoot:()=>!0}),Wm={current:void 0},O2=M2({measureScroll:e=>({x:e.scrollLeft,y:e.scrollTop}),defaultParent:()=>{if(!Wm.current){const e=new zU({});e.mount(window),e.setOptions({layoutScroll:!0}),Wm.current=e}return Wm.current},resetTransform:(e,t)=>{e.style.transform=t!==void 0?t:"none"},checkIsScrollRoot:e=>window.getComputedStyle(e).position==="fixed"}),jU={pan:{Feature:JL},drag:{Feature:QL,ProjectionNode:O2,MeasureLayout:w2}};function $x(e,t,r){const{props:a}=e;e.animationState&&a.whileHover&&e.animationState.setActive("whileHover",r==="Start");const o="onHover"+r,l=a[o];l&&Tt.postRender(()=>l(t,ou(t)))}class VU extends ms{mount(){const{current:t}=this.node;t&&(this.unmount=nV(t,(r,a)=>($x(this.node,a,"Start"),o=>$x(this.node,o,"End"))))}unmount(){}}class LU extends ms{constructor(){super(...arguments),this.isActive=!1}onFocus(){let t=!1;try{t=this.node.current.matches(":focus-visible")}catch{t=!0}!t||!this.node.animationState||(this.node.animationState.setActive("whileFocus",!0),this.isActive=!0)}onBlur(){!this.isActive||!this.node.animationState||(this.node.animationState.setActive("whileFocus",!1),this.isActive=!1)}mount(){this.unmount=au(Zl(this.node.current,"focus",()=>this.onFocus()),Zl(this.node.current,"blur",()=>this.onBlur()))}unmount(){}}function Ix(e,t,r){const{props:a}=e;if(e.current instanceof HTMLButtonElement&&e.current.disabled)return;e.animationState&&a.whileTap&&e.animationState.setActive("whileTap",r==="Start");const o="onTap"+(r==="End"?"":r),l=a[o];l&&Tt.postRender(()=>l(t,ou(t)))}class UU extends ms{mount(){const{current:t}=this.node;t&&(this.unmount=iV(t,(r,a)=>(Ix(this.node,a,"Start"),(o,{success:l})=>Ix(this.node,o,l?"End":"Cancel")),{useGlobalTarget:this.node.props.globalTapTarget}))}unmount(){}}const Hp=new WeakMap,Km=new WeakMap,BU=e=>{const 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+        
+        if (${j}.value === undefined) {
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+        }
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diff --git a/TrackingToolWeb/static/index.html b/TrackingToolWeb/static/index.html
index 4ecfebc..6c3b8f1 100644
--- a/TrackingToolWeb/static/index.html
+++ b/TrackingToolWeb/static/index.html
@@ -1,4 +1,4 @@
-<!DOCTYPE html>
+<!doctype html>
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@@ -8,12 +8,12 @@
     <script
       type="module"
       crossorigin
-      src="/camera/static/assets/index-DW_Nku2j.js"
+      src="/camera/static/assets/index-_MGhSlOr.js"
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     <link
       rel="stylesheet"
       crossorigin
-      href="/camera/static/assets/index-CDZdzCu6.css"
+      href="/camera/static/assets/index-B9NPk65I.css"
     />
   </head>
   <body>
diff --git a/TrackingToolWeb/static/models/tiny_face_detector_model-shard1 b/TrackingToolWeb/static/models/tiny_face_detector_model-shard1
new file mode 100644
index 0000000..a3f113a
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diff --git a/TrackingToolWeb/static/models/tiny_face_detector_model-weights_manifest.json b/TrackingToolWeb/static/models/tiny_face_detector_model-weights_manifest.json
new file mode 100644
index 0000000..7d3b222
--- /dev/null
+++ b/TrackingToolWeb/static/models/tiny_face_detector_model-weights_manifest.json
@@ -0,0 +1 @@
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\ No newline at end of file