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with "+t)}return or[n][t]}function mn(n){return Vt(n,"int32")}function sr(n,t){if(n.dtype===t.dtype)return[n,t];var e=Vt(n.dtype,t.dtype);return[n.cast(e),t.cast(e)]}function Sa(n,t){Z(n.dtype===t.dtype,function(){return"The dtypes of the first("+n.dtype+") and second("+t.dtype+") input must match"})}function Qi(n){var t=[];return function e(r,i,a){if(r!=null){if(r instanceof Wt)return void i.push(r);if(s=r,!(!Array.isArray(s)&&typeof s!="object")){var s,u=r;for(var l in u){var d=u[l];a.has(d)||(a.add(d),e(d,i,a))}}}}(n,t,new Set),t}var Hi,Ia=Object.freeze({makeTypesMatch:sr,assertTypesMatch:Sa,isTensorInList:function(n,t){return t.some(function(e){return e.id===n.id})},getTensorsInContainer:Qi}),ci=function(){function n(){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 n.prototype.dispose=function(){for(var t in this.registeredVariables)this.registeredVariables[t].dispose()},n}(),$n=function(){function n(t){this.ENV=t,this.registry={},this.registryFactory={},this.pendingBackendInitId=0,this.state=new ci}return n.prototype.ready=function(){return C(this,void 0,void 0,function(){var t,e,r;return E(this,function(i){switch(i.label){case 0:if(this.pendingBackendInit!=null)return[2,this.pendingBackendInit.then(function(){})];if(this.backendInstance!=null)return[2];t=this.getSortedBackends(),e=0,i.label=1;case 1:return e<t.length?(r=t[e],[4,this.initializeBackend(r).success]):[3,5];case 2:return i.sent()?[4,this.setBackend(r)]:[3,4];case 3:return i.sent(),[2];case 4:return e++,[3,1];case 5:throw new Error("Could not initialize any backends, all backend initializations failed.")}})})},Object.defineProperty(n.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}),n.prototype.backendNames=function(){return Object.keys(this.registryFactory)},n.prototype.findBackend=function(t){return!(t in this.registry)&&(!(t in this.registryFactory)||this.initializeBackend(t).asyncInit)?null:this.registry[t]},n.prototype.findBackendFactory=function(t){return t in this.registryFactory?this.registryFactory[t].factory:null},n.prototype.registerBackend=function(t,e,r){return r===void 0&&(r=1),t in this.registryFactory?(console.warn(t+" backend was already registered. Reusing existing backend factory."),!1):(this.registryFactory[t]={factory:e,priority:r},!0)},n.prototype.setBackend=function(t){return C(this,void 0,void 0,function(){var e,r,i;return E(this,function(a){switch(a.label){case 0:if(this.registryFactory[t]==null)throw new Error("Backend name '"+t+"' not found in registry");return this.backendName=t,this.registry[t]!=null?[3,4]:(this.backendInstance=null,e=this.initializeBackend(t),r=e.success,e.asyncInit?[4,r]:[3,2]);case 1:return i=a.sent(),[3,3];case 2:i=r,a.label=3;case 3:if(!i)return[2,!1];a.label=4;case 4:return this.backendInstance=this.registry[t],this.setupRegisteredKernels(),this.profiler=new Gt(this.backendInstance),[2,!0]}})})},n.prototype.setupRegisteredKernels=function(){var t=this;$(this.backendName).forEach(function(e){e.setupFunc!=null&&e.setupFunc(t.backendInstance)})},n.prototype.disposeRegisteredKernels=function(t){var e=this;$(t).forEach(function(r){r.disposeFunc!=null&&r.disposeFunc(e.registry[t])})},n.prototype.initializeBackend=function(t){var e=this,r=this.registryFactory[t];if(r==null)throw new Error("Cannot initialize backend "+t+", no registration found.");try{var i=r.factory();if(Promise.resolve(i)===i){var a=++this.pendingBackendInitId,s=i.then(function(u){return!(a<e.pendingBackendInitId)&&(e.registry[t]=u,e.pendingBackendInit=null,!0)}).catch(function(u){return!(a<e.pendingBackendInitId)&&(e.pendingBackendInit=null,console.warn("Initialization of backend "+t+" failed"),console.warn(u.stack||u.message),!1)});return this.pendingBackendInit=s,{success:s,asyncInit:!0}}return this.registry[t]=i,{success:!0,asyncInit:!1}}catch(u){return console.warn("Initialization of backend "+t+" failed"),console.warn(u.stack||u.message),{success:!1,asyncInit:!1}}},n.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)},n.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,r){return t.registryFactory[r].priority-t.registryFactory[e].priority})},n.prototype.initializeBackendsAndReturnBest=function(){for(var t=this.getSortedBackends(),e=0;e<t.length;e++){var r=t[e],i=this.initializeBackend(r),a=i.success,s=i.asyncInit;if(s||a)return{name:r,asyncInit:s}}throw new Error("Could not initialize any backends, all backend initializations failed.")},n.prototype.moveData=function(t,e){var r=this.state.tensorInfo.get(e),i=r.backend,a=this.readSync(e);i.disposeData(e),r.backend=t,t.move(e,a,r.shape,r.dtype),this.shouldCheckForMemLeaks()&&this.state.numDataMovesStack[this.state.numDataMovesStack.length-1]++},n.prototype.tidy=function(t,e){var r,i=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 i.startScope(a)},function(){return i.endScope(r)},function(){return(r=e())instanceof Promise&&console.error("Cannot return a Promise inside of tidy."),r})},n.prototype.scopedRun=function(t,e,r){t();try{var i=r();return e(),i}catch(a){throw e(),a}},n.prototype.nextTensorId=function(){return n.nextTensorId++},n.prototype.nextVariableId=function(){return n.nextVariableId++},n.prototype.clone=function(t){var e=this.makeTensorFromDataId(t.dataId,t.shape,t.dtype),r={x:t};return this.addTapeNode(this.state.activeScope.name,r,[e],function(i){return{x:function(){return i.toFloat()}}},[]),e},n.prototype.runKernel=function(t,e,r,i,a){return this.runKernelFunc(null,e,null,t,r,i,a)},n.prototype.shouldCheckForMemLeaks=function(){return this.ENV.getBool("IS_TEST")},n.prototype.checkKernelForMemLeak=function(t,e,r){var i=this.backend.numDataIds(),a=0;r.forEach(function(l){a+=l.dtype==="complex64"?3:1});var s=this.state.numDataMovesStack[this.state.numDataMovesStack.length-1],u=i-e-a-s;if(u>0)throw new Error("Backend '"+this.backendName+"' has an internal memory leak ("+u+" data ids) after running '"+t+"'")},n.prototype.runKernelFunc=function(t,e,r,i,a,s,u){var l,d=this;s===void 0&&(s=[]),u===void 0&&(u=[]);var A=[],T=this.isTapeOn();i==null&&(i=this.state.activeScope!=null?this.state.activeScope.name:"");var D,U=function(we){T&&(A=we.map(function(Ce){return d.keep(d.clone(Ce))}))},te=this.state.numBytes,oe=this.state.numTensors;this.shouldCheckForMemLeaks()&&this.state.numDataMovesStack.push(0);var ae,se=j(i,this.backendName);return D=se!=null?function(){var we=d.backend.numDataIds();ae=se.kernelFunc({inputs:e,attrs:a,backend:d.backend});var Ce=Array.isArray(ae)?ae:[ae];d.shouldCheckForMemLeaks()&&d.checkKernelForMemLeak(i,we,Ce);var me=Ce.map(function(Re){var Ue=Re.dataId,We=Re.shape,Ne=Re.dtype;return d.makeTensorFromDataId(Ue,We,Ne)}),Se=me.filter(function(Re,Ue){return u[Ue]});return U((s||[]).slice().concat(Se)),me}:function(){var we=d.backend.numDataIds();ae=d.tidy(function(){return t(d.backend,U)});var Ce=Array.isArray(ae)?ae:[ae];return d.shouldCheckForMemLeaks()&&d.checkKernelForMemLeak(i,we,Ce),Ce},this.scopedRun(function(){return d.state.kernelDepth++},function(){return d.state.kernelDepth--},function(){l=d.ENV.getBool("DEBUG")?d.profiler.profileKernel(i,e,function(){return D()}):D()}),T&&this.addTapeNode(i,e,l,r,A),this.state.profiling&&this.state.activeProfile.kernels.push({name:i,bytesAdded:this.state.numBytes-te,totalBytesSnapshot:this.state.numBytes,tensorsAdded:this.state.numTensors-oe,totalTensorsSnapshot:this.state.numTensors,inputShapes:Object.keys(e).map(function(we){return e[we].shape}),outputShapes:l.map(function(we){return we.shape})}),Array.isArray(ae)?l:l[0]},n.prototype.makeTensor=function(t,e,r,i){if(t==null)throw new Error("Values passed to engine.makeTensor() are null");r=r||"float32",i=i||this.backend;var a=t;r==="string"&&Ie(t[0])&&(a=t.map(function(A){return ot(A)}));var s=i.write(a,e,r),u=new Wt(e,r,s,this.nextTensorId());if(this.incRef(u,i),r==="string"){var l=this.state.tensorInfo.get(s),d=de(a);this.state.numBytes+=d-l.bytes,l.bytes=d}return u},n.prototype.makeTensorFromDataId=function(t,e,r,i){var a=new Wt(e,r=r||"float32",t,this.nextTensorId());return this.incRef(a,i),a},n.prototype.makeVariable=function(t,e,r,i){e===void 0&&(e=!0),r=r||this.nextVariableId().toString(),i!=null&&i!==t.dtype&&(t=t.asType(i));var a=new br(t,e,r,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},n.prototype.incRef=function(t,e){var r=this.state.tensorInfo.has(t.dataId)?this.state.tensorInfo.get(t.dataId).refCount:0;if(this.state.numTensors++,t.dtype==="string"&&this.state.numStringTensors++,r===0){this.state.numDataBuffers++;var i=0;t.dtype!=="complex64"&&t.dtype!=="string"&&(i=t.size*q(t.dtype)),this.state.tensorInfo.set(t.dataId,{backend:e||this.backend,dtype:t.dtype,shape:t.shape,bytes:i,refCount:0}),this.state.numBytes+=i}this.state.tensorInfo.get(t.dataId).refCount++,t instanceof br||this.track(t)},n.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--}},n.prototype.disposeVariables=function(){for(var t in this.state.registeredVariables){var e=this.state.registeredVariables[t];this.disposeVariable(e)}},n.prototype.disposeVariable=function(t){this.disposeTensor(t),this.state.registeredVariables[t.name]!=null&&delete this.state.registeredVariables[t.name]},n.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},n.prototype.profile=function(t){return C(this,void 0,void 0,function(){var e,r;return E(this,function(i){return this.state.profiling=!0,e=this.state.numBytes,r=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-r,[2,this.state.activeProfile]})})},n.prototype.isTapeOn=function(){return this.state.gradientDepth>0&&this.state.kernelDepth===0},n.prototype.addTapeNode=function(t,e,r,i,a){var s=this,u={id:this.state.nextTapeNodeId++,kernelName:t,inputs:e,outputs:r,saved:a},l=N(t);l!=null&&(i=l.gradFunc),i!=null&&(u.gradient=function(d){return d=d.map(function(A,T){if(A==null){var D=r[T],U=Xe(D.size,D.dtype);return s.makeTensor(U,D.shape,D.dtype)}return A}),i(d.length>1?d:d[0],a)}),this.state.activeTape.push(u)},n.prototype.keep=function(t){return t.kept=!0,t},n.prototype.startTape=function(){this.state.gradientDepth===0&&(this.state.activeTape=[]),this.state.gradientDepth++},n.prototype.endTape=function(){this.state.gradientDepth--},n.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},n.prototype.endScope=function(t){for(var e=this,r=Qi(t),i=new Set(r.map(function(l){return l.id})),a=0;a<this.state.activeScope.track.length;a++){var s=this.state.activeScope.track[a];s.kept||i.has(s.id)||s.dispose()}var u=this.state.scopeStack.pop();this.state.activeScope=this.state.scopeStack.length===0?null:this.state.scopeStack[this.state.scopeStack.length-1],r.forEach(function(l){l.kept||l.scopeId!==u.id||e.track(l)})},n.prototype.gradients=function(t,e,r,i){var a=this;if(i===void 0&&(i=!1),Z(e.length>0,function(){return"gradients() received an empty list of xs."}),r!=null&&r.dtype!=="float32")throw new Error("dy must have 'float32' dtype, but has '"+r.dtype+"'");var s=this.scopedRun(function(){return a.startTape()},function(){return a.endTape()},function(){return a.tidy("forward",t)});Z(s instanceof Wt,function(){return"The result y returned by f() must be a tensor."});var u=function(l,d,A){for(var T={},D={},U=0;U<d.length;U++)T[d[U].id]=!0;for(U=0;U<l.length;U++){var te=(Re=l[U]).inputs;for(var oe in te){for(var ae=te[oe],se=!1,we=0;we<d.length;we++)if(T[ae.id]){Re.outputs.forEach(function(Le){return T[Le.id]=!0}),se=!0,D[Re.id]=!0;break}if(se)break}}var Ce={};Ce[A.id]=!0;var me={};for(U=l.length-1;U>=0;U--)for(te=(Re=l[U]).inputs,we=0;we<Re.outputs.length;we++)if(Ce[Re.outputs[we].id]){for(var oe in te)Ce[te[oe].id]=!0,me[Re.id]=!0;break}var Se=[];for(U=0;U<l.length;U++){var Re;if(D[(Re=l[U]).id]&&me[Re.id]){var Ue={};for(var oe in Re.inputs){var We=Re.inputs[oe];T[We.id]&&(Ue[oe]=We)}var Ne=Object.assign({},Re);Ne.inputs=Ue,Ne.outputs=Re.outputs,Se.push(Ne)}}return Se}(this.state.activeTape,e,s);if(!i&&u.length===0&&e.length>0)throw new Error("Cannot compute gradient of y=f(x) with respect to x. Make sure that the f you passed encloses all operations that lead from x to y.");return this.tidy("backward",function(){var l,d,A={};A[s.id]=r==null?(l=s.shape,d=Ve(le(l),"float32"),Ge.makeTensor(d,l,"float32")):r,function(D,U,te){for(var oe=function(se){var we=U[se],Ce=[];if(we.outputs.forEach(function(Ue){var We=D[Ue.id];We!=null?Ce.push(We):Ce.push(null)}),we.gradient==null)throw new Error("Cannot compute gradient: gradient function not found for "+we.kernelName+".");var me=we.gradient(Ce),Se=function(Ue){if(!(Ue in me))throw new Error("Cannot backprop through input "+Ue+". Available gradients found: "+Object.keys(me)+".");var We=te(function(){return me[Ue]()});if(We.dtype!=="float32")throw new Error("Error in gradient for op "+we.kernelName+". The gradient of input "+Ue+" must have 'float32' dtype, but has '"+We.dtype+"'");var Ne=we.inputs[Ue];if(!ue(We.shape,Ne.shape))throw new Error("Error in gradient for op "+we.kernelName+". 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}
`},Tp=function(n,t,e){this.variableNames=["A"];var r=n.windowSize,i=n.batchSize,a=n.inSize,s=Math.ceil(a/r);e||this.variableNames.push("bestIndicesA"),this.outputShape=[i,s];var u=t==="max"?">":"<",l=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 * `+r+`;
int bestIndex = inOffset;
float bestValue = getA(batch, bestIndex);
for (int i = 0; i < `+r+`; i++) {
int inIdx = `+l+`;
float candidate = getA(batch, inIdx);
if (candidate `+u+` bestValue) {
bestValue = candidate;
bestIndex = inIdx;
}
}
setOutput(float(bestIndex));
}
`};function Ec(n,t){return["x","y","z","w","u","v"].slice(0,t).map(function(e){return n+"."+e})}function li(n,t){return t===1?[n]:Ec(n,t)}function Un(){var n,t,e,r,i,a,s,u,l,d;return P().getNumber("WEBGL_VERSION")===2?(n="#version 300 es",t="in",e="out",r="in",i="texture",a="outputColor",s="out vec4 outputColor;",u=`
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)
`,l="",d=`
#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)));
}
`):(n="",t="attribute",e="varying",r="varying",i="texture2D",a="gl_FragColor",s="",u=`
#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));
}
`,l=`
uniform float INFINITY;
bool isinf(float val) {
return abs(val) == INFINITY;
}
bvec4 isinf(vec4 val) {
return equal(abs(val), vec4(INFINITY));
}
`,d=`
int round(float value) {
return int(floor(value + 0.5));
}
ivec4 round(vec4 value) {
return ivec4(floor(value + vec4(0.5)));
}
`),{version:n,attribute:t,varyingVs:e,varyingFs:r,texture2D:i,output:a,defineOutput:s,defineSpecialNaN:u,defineSpecialInf:l,defineRound:d}}function po(n,t,e){e===void 0&&(e="index");var r=Be(t);return r.map(function(i,a){return"int "+n[a]+" = "+e+" / "+i+"; "+(a===r.length-1?"int "+n[a+1]+" = "+e+" - "+n[a]+" * "+i:"index -= "+n[a]+" * "+i)+";"}).join("")}function Nu(n){var t=Be(n).map(function(e){return e.toString()});return`
int getFlatIndex(ivec3 coords) {
return coords.x * `+t[0]+" + coords.y * "+t[1]+` + coords.z;
}
`}var Cc=`
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 Rp(n,t,e,r){var i=[];n.forEach(function(U){var te=le(U.shapeInfo.logicalShape);U.shapeInfo.isUniform?i.push("uniform float "+U.name+(te>1?"["+te+"]":"")+";"):(i.push("uniform sampler2D "+U.name+";"),i.push("uniform int offset"+U.name+";"))});var a,s,u=i.join(`
`),l=n.map(function(U){return function(te,oe,ae){ae===void 0&&(ae=!1);var se="";se+=ae?Sc(te):zo(te);var we=te.shapeInfo.logicalShape,Ce=oe.logicalShape;return we.length<=Ce.length&&(se+=ae?function(me,Se){var Re,Ue=me.name,We=Ue.charAt(0).toUpperCase()+Ue.slice(1),Ne="get"+We+"AtOutCoords",Le=me.shapeInfo.logicalShape.length,$e=Se.logicalShape.length,Ze=ui(me.shapeInfo.logicalShape,Se.logicalShape),et=Gr($e),tt=$e-Le,st=["x","y","z","w","u","v"];Re=Le===0?"":$e<2&&Ze.length>=1?"coords = 0;":Ze.map(function(At){return"coords."+st[At+tt]+" = 0;"}).join(`
`);var pt="";pt=$e<2&&Le>0?"coords":me.shapeInfo.logicalShape.map(function(At,St){return"coords."+st[St+tt]}).join(", ");var ct="return outputValue;",lt=le(me.shapeInfo.logicalShape)===1,mt=le(Se.logicalShape)===1;if(Le!==1||lt||mt){if(lt&&!mt)ct=$e===1?`
return vec4(outputValue.x, outputValue.x, 0., 0.);
`:`
return vec4(outputValue.x);
`;else if(Ze.length){var ut=Le-2,yt=Le-1;Ze.indexOf(ut)>-1&&Ze.indexOf(yt)>-1?ct="return vec4(outputValue.x);":Ze.indexOf(ut)>-1?ct="return vec4(outputValue.x, outputValue.y, outputValue.x, outputValue.y);":Ze.indexOf(yt)>-1&&(ct="return vec4(outputValue.xx, outputValue.zz);")}}else ct=`
return vec4(outputValue.xy, outputValue.xy);
`;return`
vec4 `+Ne+`() {
`+et+` coords = getOutputCoords();
`+Re+`
vec4 outputValue = get`+We+"("+pt+`);
`+ct+`
}
`}(te,oe):function(me,Se){var Re=me.name,Ue=Re.charAt(0).toUpperCase()+Re.slice(1),We="get"+Ue+"AtOutCoords",Ne=Se.texShape,Le=me.shapeInfo.texShape,$e=me.shapeInfo.logicalShape.length,Ze=Se.logicalShape.length;if(!me.shapeInfo.isUniform&&$e===Ze&&me.shapeInfo.flatOffset==null&&ue(Le,Ne))return`
float `+We+`() {
return sampleTexture(`+Re+`, resultUV);
}
`;var et,tt=Gr(Ze),st=ui(me.shapeInfo.logicalShape,Se.logicalShape),pt=Ze-$e,ct=["x","y","z","w","u","v"];et=$e===0?"":Ze<2&&st.length>=1?"coords = 0;":st.map(function(mt){return"coords."+ct[mt+pt]+" = 0;"}).join(`
`);var lt="";return lt=Ze<2&&$e>0?"coords":me.shapeInfo.logicalShape.map(function(mt,ut){return"coords."+ct[ut+pt]}).join(", "),`
float `+We+`() {
`+tt+` coords = getOutputCoords();
`+et+`
return get`+Ue+"("+lt+`);
}
`}(te,oe)),se}(U,t,r)}).join(`
`),d=t.texShape,A=Un(),T=function(U){return`
float sampleTexture(sampler2D textureSampler, vec2 uv) {
return `+U.texture2D+`(textureSampler, uv).r;
}
`}(A),D=function(U){return U.version+`
precision highp float;
precision highp int;
precision highp sampler2D;
`+U.varyingFs+` vec2 resultUV;
`+U.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;
`+U.defineSpecialNaN+`
`+U.defineSpecialInf+`
`+U.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);
}
`+kp+`
`+Op+`
`+Dp+`
`}(A);return t.isPacked?(a=function(U,te){switch(U.length){case 0:return`
int getOutputCoords() {
return 0;
}
`;case 1:return function(me,Se){var Re=[Math.ceil(Se[0]/2),Math.ceil(Se[1]/2)];return Re[0]===1?`
int getOutputCoords() {
return 2 * int(resultUV.x * `+Re[1]+`.0);
}
`:Re[1]===1?`
int getOutputCoords() {
return 2 * int(resultUV.y * `+Re[0]+`.0);
}
`:`
int getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+Re[0]+", "+Re[1]+`));
return 2 * (resTexRC.x * `+Re[1]+` + resTexRC.y);
}
`}(0,te);case 2:return function(me,Se){var Re=[Math.ceil(Se[0]/2),Math.ceil(Se[1]/2)];if(ue(me,Se))return`
ivec2 getOutputCoords() {
return 2 * ivec2(resultUV.yx * vec2(`+Re[0]+", "+Re[1]+`));
}
`;var Ue=Math.ceil(me[1]/2);return`
ivec2 getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+Re[0]+", "+Re[1]+`));
int index = resTexRC.x * `+Re[1]+` + resTexRC.y;
int r = 2 * (index / `+Ue+`);
int c = imod(index, `+Ue+`) * 2;
return ivec2(r, c);
}
`}(U,te);case 3:return oe=U,ae=te,se=[Math.ceil(ae[0]/2),Math.ceil(ae[1]/2)],we=Math.ceil(oe[2]/2),Ce=we*Math.ceil(oe[1]/2),`
ivec3 getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+se[0]+", "+se[1]+`));
int index = resTexRC.x * `+se[1]+` + resTexRC.y;
int b = index / `+Ce+`;
index -= b * `+Ce+`;
int r = 2 * (index / `+we+`);
int c = imod(index, `+we+`) * 2;
return ivec3(b, r, c);
}
`;default:return function(me,Se){for(var Re=[Math.ceil(Se[0]/2),Math.ceil(Se[1]/2)],Ue=Math.ceil(me[me.length-1]/2),We=Ue*Math.ceil(me[me.length-2]/2),Ne=We,Le="",$e="b, r, c",Ze=2;Ze<me.length-1;Ze++)Ne*=me[me.length-Ze-1],Le=`
int b`+Ze+" = index / "+Ne+`;
index -= b`+Ze+" * "+Ne+`;
`+Le,$e="b"+Ze+", "+$e;return`
ivec`+me.length+` getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+Re[0]+", "+Re[1]+`));
int index = resTexRC.x * `+Re[1]+` + resTexRC.y;
`+Le+`
int b = index / `+We+`;
index -= b * `+We+`;
int r = 2 * (index / `+Ue+`);
int c = imod(index, `+Ue+`) * 2;
return ivec`+me.length+"("+$e+`);
}
`}(U,te)}var oe,ae,se,we,Ce}(t.logicalShape,d),s=function(U){return`
void setOutput(vec4 val) {
`+U.output+` = val;
}
`}(A)):(a=function(U,te){switch(U.length){case 0:return`
int getOutputCoords() {
return 0;
}
`;case 1:return function(se,we){return we[0]===1?`
int getOutputCoords() {
return int(resultUV.x * `+we[1]+`.0);
}
`:we[1]===1?`
int getOutputCoords() {
return int(resultUV.y * `+we[0]+`.0);
}
`:`
int getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+we[0]+", "+we[1]+`));
return resTexRC.x * `+we[1]+` + resTexRC.y;
}
`}(0,te);case 2:return function(se,we){return ue(se,we)?`
ivec2 getOutputCoords() {
return ivec2(resultUV.yx * vec2(`+we[0]+", "+we[1]+`));
}
`:se[1]===1?`
ivec2 getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+we[0]+", "+we[1]+`));
int index = resTexRC.x * `+we[1]+` + resTexRC.y;
return ivec2(index, 0);
}
`:se[0]===1?`
ivec2 getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+we[0]+", "+we[1]+`));
int index = resTexRC.x * `+we[1]+` + resTexRC.y;
return ivec2(0, index);
}
`:`
ivec2 getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+we[0]+", "+we[1]+`));
int index = resTexRC.x * `+we[1]+` + resTexRC.y;
int r = index / `+se[1]+`;
int c = index - r * `+se[1]+`;
return ivec2(r, c);
}
`}(U,te);case 3:return oe=te,ae=po(["r","c","d"],U),`
ivec3 getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+oe[0]+", "+oe[1]+`));
int index = resTexRC.x * `+oe[1]+` + resTexRC.y;
`+ae+`
return ivec3(r, c, d);
}
`;case 4:return function(se,we){var Ce=po(["r","c","d","d2"],se);return`
ivec4 getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+we[0]+", "+we[1]+`));
int index = resTexRC.x * `+we[1]+` + resTexRC.y;
`+Ce+`
return ivec4(r, c, d, d2);
}
`}(U,te);case 5:return function(se,we){var Ce=po(["r","c","d","d2","d3"],se);return`
ivec5 getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx * vec2(`+we[0]+`,
`+we[1]+`));
int index = resTexRC.x * `+we[1]+` + resTexRC.y;
`+Ce+`
ivec5 outShape = ivec5(r, c, d, d2, d3);
return outShape;
}
`}(U,te);case 6:return function(se,we){var Ce=po(["r","c","d","d2","d3","d4"],se);return`
ivec6 getOutputCoords() {
ivec2 resTexRC = ivec2(resultUV.yx *
vec2(`+we[0]+", "+we[1]+`));
int index = resTexRC.x * `+we[1]+` + resTexRC.y;
`+Ce+`
ivec6 result = ivec6(r, c, d, d2, d3, d4);
return result;
}
`}(U,te);default:throw new Error(U.length+"-D output sampling is not yet supported")}var oe,ae}(t.logicalShape,d),s=function(U){return`
void setOutput(float val) {
`+U.output+` = vec4(val, 0, 0, 0);
}
`}(A)),r&&(D+=jp),[D,T,s,u,a,l,e].join(`
`)}function zo(n){var t=n.shapeInfo.logicalShape;switch(t.length){case 0:return function(e){var r=e.name,i="get"+r.charAt(0).toUpperCase()+r.slice(1);if(e.shapeInfo.isUniform)return"float "+i+"() {return "+r+";}";var a=e.shapeInfo.texShape,s=a[0],u=a[1];if(s===1&&u===1)return`
float `+i+`() {
return sampleTexture(`+r+`, halfCR);
}
`;var l=e.shapeInfo.texShape,d=l[0],A=l[1],T=ho(r);return`
float `+i+`() {
vec2 uv = uvFromFlat(`+d+", "+A+", "+T+`);
return sampleTexture(`+r+`, uv);
}
`}(n);case 1:return function(e){var r=e.name,i="get"+r.charAt(0).toUpperCase()+r.slice(1);if(e.shapeInfo.isUniform)return`
float `+i+`(int index) {
`+Vo(e)+`
}
`;var a=e.shapeInfo.texShape,s=a[0],u=a[1];if(u===1&&s===1)return`
float `+i+`(int index) {
return sampleTexture(`+r+`, halfCR);
}
`;var l=ho(r);return u===1?`
float `+i+`(int index) {
vec2 uv = vec2(0.5, (float(index + `+l+") + 0.5) / "+s+`.0);
return sampleTexture(`+r+`, uv);
}
`:s===1?`
float `+i+`(int index) {
vec2 uv = vec2((float(index + `+l+") + 0.5) / "+u+`.0, 0.5);
return sampleTexture(`+r+`, uv);
}
`:`
float `+i+`(int index) {
vec2 uv = uvFromFlat(`+s+", "+u+", index + "+l+`);
return sampleTexture(`+r+`, uv);
}
`}(n);case 2:return function(e){var r=e.shapeInfo.logicalShape,i=e.name,a="get"+i.charAt(0).toUpperCase()+i.slice(1),s=e.shapeInfo.texShape;if(s!=null&&ue(r,s)){var u=s[0],l=s[1];return`
float `+a+`(int row, int col) {
vec2 uv = (vec2(col, row) + halfCR) / vec2(`+l+".0, "+u+`.0);
return sampleTexture(`+i+`, uv);
}
`}var d=Y(r),A=d.newShape,T=d.keptDims,D=A;if(D.length<r.length){var U=Qo(e,D);return`
`+zo(U)+`
float `+a+`(int row, int col) {
return `+a+"("+Ho(["row","col"],T)+`);
}
`}if(e.shapeInfo.isUniform)return`
float `+a+`(int row, int col) {
int index = round(dot(vec2(row, col), vec2(`+r[1]+`, 1)));
`+Vo(e)+`
}
`;var te=s[0],oe=s[1],ae=ho(i);return oe===1?`
float `+a+`(int row, int col) {
float index = dot(vec3(row, col, `+ae+"), vec3("+r[1]+`, 1, 1));
vec2 uv = vec2(0.5, (index + 0.5) / `+te+`.0);
return sampleTexture(`+i+`, uv);
}
`:te===1?`
float `+a+`(int row, int col) {
float index = dot(vec3(row, col, `+ae+"), vec3("+r[1]+`, 1, 1));
vec2 uv = vec2((index + 0.5) / `+oe+`.0, 0.5);
return sampleTexture(`+i+`, uv);
}
`:`
float `+a+`(int row, int col) {
// Explicitly use integer operations as dot() only works on floats.
int index = row * `+r[1]+" + col + "+ae+`;
vec2 uv = uvFromFlat(`+te+", "+oe+`, index);
return sampleTexture(`+i+`, uv);
}
`}(n);case 3:return function(e){var r=e.shapeInfo.logicalShape,i=e.name,a="get"+i.charAt(0).toUpperCase()+i.slice(1),s=r[1]*r[2],u=r[2],l=Y(r),d=l.newShape,A=l.keptDims,T=d;if(T.length<r.length){var D=Qo(e,T);return`
`+zo(D)+`
float `+a+`(int row, int col, int depth) {
return `+a+"("+Ho(["row","col","depth"],A)+`);
}
`}if(e.shapeInfo.isUniform)return`
float `+a+`(int row, int col, int depth) {
int index = round(dot(vec3(row, col, depth),
vec3(`+s+", "+u+`, 1)));
`+Vo(e)+`
}
`;var U=e.shapeInfo.texShape,te=U[0],oe=U[1],ae=e.shapeInfo.flatOffset;if(oe===s&&ae==null)return`
float `+a+`(int row, int col, int depth) {
float texR = float(row);
float texC = dot(vec2(col, depth), vec2(`+u+`, 1));
vec2 uv = (vec2(texC, texR) + halfCR) /
vec2(`+oe+".0, "+te+`.0);
return sampleTexture(`+i+`, uv);
}
`;if(oe===u&&ae==null)return`
float `+a+`(int row, int col, int depth) {
float texR = dot(vec2(row, col), vec2(`+r[1]+`, 1));
float texC = float(depth);
vec2 uv = (vec2(texC, texR) + halfCR) / vec2(`+oe+".0, "+te+`.0);
return sampleTexture(`+i+`, uv);
}
`;var se=ho(i);return`
float `+a+`(int row, int col, int depth) {
// Explicitly use integer operations as dot() only works on floats.
int index = row * `+s+" + col * "+u+" + depth + "+se+`;
vec2 uv = uvFromFlat(`+te+", "+oe+`, index);
return sampleTexture(`+i+`, uv);
}
`}(n);case 4:return function(e){var r=e.shapeInfo.logicalShape,i=e.name,a="get"+i.charAt(0).toUpperCase()+i.slice(1),s=r[3],u=r[2]*s,l=r[1]*u,d=Y(r),A=d.newShape,T=d.keptDims;if(A.length<r.length){var D=Qo(e,A);return`
`+zo(D)+`
float `+a+`(int row, int col, int depth, int depth2) {
return `+a+"("+Ho(["row","col","depth","depth2"],T)+`);
}
`}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(`+l+", "+u+", "+s+`, 1)));
`+Vo(e)+`
}
`;var U=e.shapeInfo.flatOffset,te=e.shapeInfo.texShape,oe=te[0],ae=te[1];if(ae===l&&U==null)return`
float `+a+`(int row, int col, int depth, int depth2) {
float texR = float(row);
float texC =
dot(vec3(col, depth, depth2),
vec3(`+u+", "+s+`, 1));
vec2 uv = (vec2(texC, texR) + halfCR) /
vec2(`+ae+".0, "+oe+`.0);
return sampleTexture(`+i+`, uv);
}
`;if(ae===s&&U==null)return`
float `+a+`(int row, int col, int depth, int depth2) {
float texR = dot(vec3(row, col, depth),
vec3(`+r[1]*r[2]+", "+r[2]+`, 1));
float texC = float(depth2);
vec2 uv = (vec2(texC, texR) + halfCR) /
vec2(`+ae+".0, "+oe+`.0);
return sampleTexture(`+i+`, uv);
}
`;var se=ho(i);return`
float `+a+`(int row, int col, int depth, int depth2) {
// Explicitly use integer operations as dot() only works on floats.
int index = row * `+l+" + col * "+u+` +
depth * `+s+` + depth2;
vec2 uv = uvFromFlat(`+oe+", "+ae+", index + "+se+`);
return sampleTexture(`+i+`, uv);
}
`}(n);case 5:return function(e){var r=e.shapeInfo.logicalShape,i=e.name,a="get"+i.charAt(0).toUpperCase()+i.slice(1),s=r[4],u=r[3]*s,l=r[2]*u,d=r[1]*l,A=Y(r),T=A.newShape,D=A.keptDims;if(T.length<r.length){var U=Qo(e,T);return`
`+zo(U)+`
float `+a+`(int row, int col, int depth, int depth2, int depth3) {
return `+a+"("+Ho(["row","col","depth","depth2","depth3"],D)+`);
}
`}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(`+d+", "+l+", "+u+", "+s+`)) +
depth3;
`+Vo(e)+`
}
`;var te=e.shapeInfo.flatOffset,oe=e.shapeInfo.texShape,ae=oe[0],se=oe[1];if(se===d&&te==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(`+l+", "+u+", "+s+`, 1));
vec2 uv = (vec2(texC, texR) + halfCR) /
vec2(`+se+".0, "+ae+`.0);
return sampleTexture(`+i+`, uv);
}
`;if(se===s&&te==null)return`
float `+a+`(int row, int col, int depth, int depth2, int depth3) {
float texR = dot(
vec4(row, col, depth, depth2),
vec4(`+r[1]*r[2]*r[3]+`,
`+r[2]*r[3]+", "+r[3]+`, 1));
int texC = depth3;
vec2 uv = (vec2(texC, texR) + halfCR) /
vec2(`+se+".0, "+ae+`.0);
return sampleTexture(`+i+`, uv);
}
`;var we=ho(i);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 * `+d+" + col * "+l+" + depth * "+u+` +
depth2 * `+s+" + depth3 + "+we+`;
vec2 uv = uvFromFlat(`+ae+", "+se+`, index);
return sampleTexture(`+i+`, uv);
}
`}(n);case 6:return function(e){var r=e.shapeInfo.logicalShape,i=e.name,a="get"+i.charAt(0).toUpperCase()+i.slice(1),s=Y(r),u=s.newShape,l=s.keptDims;if(u.length<r.length){var d=Qo(e,u);return`
`+zo(d)+`
float `+a+`(int row, int col, int depth,
int depth2, int depth3, int depth4) {
return `+a+"("+Ho(["row","col","depth","depth2","depth3","depth4"],l)+`);
}
`}var A=r[5],T=r[4]*A,D=r[3]*T,U=r[2]*D,te=r[1]*U;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(`+te+", "+U+", "+D+", "+T+`)) +
dot(
vec2(depth3, depth4),
vec2(`+A+`, 1)));
`+Vo(e)+`
}
`;var oe=e.shapeInfo.flatOffset,ae=e.shapeInfo.texShape,se=ae[0],we=ae[1];if(we===te&&oe==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(`+U+", "+D+", "+T+", "+A+`)) +
float(depth4);
vec2 uv = (vec2(texC, texR) + halfCR) /
vec2(`+we+".0, "+se+`.0);
return sampleTexture(`+i+`, uv);
}
`;if(we===A&&oe==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(`+r[1]*r[2]*r[3]*r[4]+`,
`+r[2]*r[3]*r[4]+`,
`+r[3]*r[4]+`,
`+r[4]+`)) + float(depth3);
int texC = depth4;
vec2 uv = (vec2(texC, texR) + halfCR) /
vec2(`+we+".0, "+se+`.0);
return sampleTexture(`+i+`, uv);
}
`;var Ce=ho(i);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 * `+te+" + col * "+U+" + depth * "+D+` +
depth2 * `+T+" + depth3 * "+A+" + depth4 + "+Ce+`;
vec2 uv = uvFromFlat(`+se+", "+we+`, index);
return sampleTexture(`+i+`, uv);
}
`}(n);default:throw new Error(t.length+"-D input sampling is not yet supported")}}function Sc(n){var t,e,r;switch(n.shapeInfo.logicalShape.length){case 0:return t=n.name,e="get"+t.charAt(0).toUpperCase()+t.slice(1),r=Un(),`
vec4 `+e+`() {
return `+r.texture2D+"("+t+`, halfCR);
}
`;case 1:return function(i){var a=i.name,s="get"+a.charAt(0).toUpperCase()+a.slice(1),u=i.shapeInfo.texShape,l=[Math.ceil(u[0]/2),Math.ceil(u[1]/2)],d=Un();return`
vec4 `+s+`(int index) {
vec2 uv = packedUVfrom1D(
`+l[0]+", "+l[1]+`, index);
return `+d.texture2D+"("+a+`, uv);
}
`}(n);case 2:return function(i){var a=i.shapeInfo.logicalShape,s=i.name,u="get"+s.charAt(0).toUpperCase()+s.slice(1),l=i.shapeInfo.texShape,d=l[0],A=l[1],T=Un();if(l!=null&&ue(a,l))return`
vec4 `+u+`(int row, int col) {
vec2 uv = (vec2(col, row) + halfCR) / vec2(`+A+".0, "+d+`.0);
return `+T.texture2D+"("+s+`, uv);
}
`;var D=[Math.ceil(l[0]/2),Math.ceil(l[1]/2)],U=Math.ceil(a[1]/2);return`
vec4 `+u+`(int row, int col) {
vec2 uv = packedUVfrom2D(`+U+", "+D[0]+", "+D[1]+`, row, col);
return `+T.texture2D+"("+s+`, uv);
}
`}(n);case 3:return function(i){var a=i.shapeInfo.logicalShape,s=i.name,u="get"+s.charAt(0).toUpperCase()+s.slice(1),l=i.shapeInfo.texShape,d=[Math.ceil(l[0]/2),Math.ceil(l[1]/2)];if(a[0]===1){var A=a.slice(1),T=Qo(i,A);return`
`+Sc(T)+`
vec4 `+u+`(int b, int row, int col) {
return `+u+"("+Ho(["b","row","col"],[1,2])+`);
}
`}var D=d[0],U=d[1],te=Math.ceil(a[2]/2),oe=te*Math.ceil(a[1]/2),ae=Un();return`
vec4 `+u+`(int b, int row, int col) {
vec2 uv = packedUVfrom3D(
`+D+", "+U+", "+oe+", "+te+`, b, row, col);
return `+ae.texture2D+"("+s+`, uv);
}
`}(n);default:return function(i){for(var a=i.shapeInfo.logicalShape,s=a.length,u=i.name,l="get"+u.charAt(0).toUpperCase()+u.slice(1),d=i.shapeInfo.texShape,A=[Math.ceil(d[0]/2),Math.ceil(d[1]/2)],T=A[0],D=A[1],U=Math.ceil(a[s-1]/2),te=U*Math.ceil(a[s-2]/2),oe="int b, int row, int col",ae="b * "+te+" + (row / 2) * "+U+" + (col / 2)",se=2;se<s-1;se++)oe="int b"+se+", "+oe,te*=a[s-se-1],ae="b"+se+" * "+te+" + "+ae;var we=Un();return`
vec4 `+l+"("+oe+`) {
int index = `+ae+`;
int texR = index / `+D+`;
int texC = index - texR * `+D+`;
vec2 uv = (vec2(texC, texR) + halfCR) / vec2(`+D+", "+T+`);
return `+we.texture2D+"("+u+`, uv);
}
`}(n)}}var kp=`
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);
}
`,Op=`
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);
}
`,Dp=`
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);
}
`,jp=`
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 ho(n){return"offset"+n}function Vo(n){var t=n.name,e=le(n.shapeInfo.logicalShape);return e<2?"return "+t+";":`
for (int i = 0; i < `+e+`; i++) {
if (i == index) {
return `+t+`[i];
}
}
`}function Gr(n){if(n<=1)return"int";if(n===2)return"ivec2";if(n===3)return"ivec3";if(n===4)return"ivec4";if(n===5)return"ivec5";if(n===6)return"ivec6";throw Error("GPU for rank "+n+" is not yet supported")}function Qo(n,t){var e=JSON.parse(JSON.stringify(n));return e.shapeInfo.logicalShape=t,e}function Ho(n,t){return t.map(function(e){return n[e]}).join(", ")}var Pp=function(n,t,e,r){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,Z(n.length>2,function(){return"Packed arg"+(e.charAt(0).toUpperCase()+e.slice(1))+" supports only inputs with rank above 2."});var i=n[n.length-1],a=Math.ceil(i/t);this.outputShape=n.slice(0,-1),a>1&&this.outputShape.push(a),r||this.variableNames.push("bestIndicesA");var s,u,l=this.outputShape,d=l.length,A=Gr(d),T=li("coords",d);if(a===1){var D=Gr(u=d+1);s=`
`+D+" sourceLocR = "+D+"("+T.join()+`, 0);
++`+T[d-1]+`;
`+D+" sourceLocG = "+D+"("+T.join()+`, 0);
++`+T[d-2]+`;
`+D+" sourceLocA = "+D+"("+T.join()+`, 0);
--`+T[d-1]+`;
`+D+" sourceLocB = "+D+"("+T.join()+`, 0);
--`+T[d-2]+";"}else u=d,s=`
`+A+` sourceLocR = coords;
++`+T[d-1]+`;
`+A+` sourceLocG = coords;
++`+T[d-2]+`;
`+A+` sourceLocA = coords;
--`+T[d-1]+`;
`+A+` sourceLocB = coords;
--`+T[d-2]+";";var U=["x","y","z","w","u","v"].slice(0,u),te="."+U[u-1],oe=U.map(function(We){return"int "+We}),ae=li("sourceLocR",u-1).concat("inIdx.r"),se=li("sourceLocG",u-1).concat("inIdx.g"),we=li("sourceLocB",u-1).concat("inIdx.b"),Ce=li("sourceLocA",u-1).concat("inIdx.a"),me=e==="max"?"greaterThan":"lessThan",Se=r?"":`
inIdx = round(vec4(getBestIndicesAChannel(`+ae.join()+`),
getBestIndicesAChannel(`+se.join()+`),
getBestIndicesAChannel(`+we.join()+`),
getBestIndicesAChannel(`+Ce.join()+")));",Re=`vec4(
getAChannel(`+ae.join()+`),
hasNextCol ? getAChannel(`+se.join()+`) : 0.,
hasNextRow ? getAChannel(`+we.join()+`) : 0.,
hasNextRow && hasNextCol ? getAChannel(`+Ce.join()+") : 0.)",Ue=r?"":`
float getBestIndicesAChannel(`+oe.join()+`) {
return getChannel(getBestIndicesA(`+U.join()+`),
vec2(`+U.slice(-2).join()+`));
}`;this.userCode=`
float getAChannel(`+oe.join()+`) {
return getChannel(getA(`+U.join()+`),
vec2(`+U.slice(-2).join()+`));
}
`+Ue+`
void main() {
`+A+` coords = getOutputCoords();
bool hasNextCol = `+T[d-1]+" < "+(l[d-1]-1)+`;
bool hasNextRow = `+T[d-2]+" < "+(l[d-2]-1)+`;
`+s+`
ivec4 srcIdx = ivec4(sourceLocR`+te+", sourceLocG"+te+`,
sourceLocB`+te+", sourceLocA"+te+") * "+t+`;
ivec4 inIdx = srcIdx;
vec4 bestIndex = vec4(inIdx);
vec4 bestValue = `+Re+`;
for (int i = 0; i < `+t+`; i++) {
inIdx = srcIdx;
`+Se+`
vec4 candidate = `+Re+`;
bvec4 nan = isnan(candidate);
bvec4 replace = bvec4(
vec4(`+me+`(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);
}
`},Bp=function(n){this.variableNames=["dy"],this.outputShape=n.inShape;var t=n.filterHeight,e=n.filterWidth,r=n.strideHeight,i=n.strideWidth,a=n.dilationHeight,s=n.dilationWidth,u=n.effectiveFilterHeight,l=n.effectiveFilterWidth,d=u-1-n.padInfo.top,A=l-1-n.padInfo.left,T=1/(t*e);this.userCode=`
const ivec2 pads = ivec2(`+d+", "+A+`);
const float avgMultiplier = float(`+T+`);
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 < `+u+`;
wR += `+a+`) {
float dyR = float(dyRCorner + wR) / `+r+`.0;
if (dyR < 0.0 || dyR >= `+n.outHeight+`.0 || fract(dyR) > 0.0) {
continue;
}
int idyR = int(dyR);
for (int wC = 0; wC < `+l+`;
wC+= `+s+`) {
float dyC = float(dyCCorner + wC) / `+i+`.0;
if (dyC < 0.0 || dyC >= `+n.outWidth+`.0 ||
fract(dyC) > 0.0) {
continue;
}
int idyC = int(dyC);
float dyValue = getDy(b, idyR, idyC, d);
dotProd += dyValue * avgMultiplier;
}
}
setOutput(dotProd);
}
`},_p=function(n){this.variableNames=["dy"],this.outputShape=n.inShape;var t=n.filterDepth,e=n.filterHeight,r=n.filterWidth,i=n.strideDepth,a=n.strideHeight,s=n.strideWidth,u=n.dilationDepth,l=n.dilationHeight,d=n.dilationWidth,A=n.effectiveFilterDepth,T=n.effectiveFilterHeight,D=n.effectiveFilterWidth,U=A-1-n.padInfo.front,te=T-1-n.padInfo.top,oe=D-1-n.padInfo.left,ae=1/(t*e*r);this.userCode=`
const ivec3 pads = ivec3(`+U+", "+te+", "+oe+`);
const float avgMultiplier = float(`+ae+`);
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 < `+A+`;
wD += `+u+`) {
float dyD = float(dyDCorner + wD) / `+i+`.0;
if (dyD < 0.0 || dyD >= `+n.outDepth+`.0 || fract(dyD) > 0.0) {
continue;
}
int idyD = int(dyD);
for (int wR = 0; wR < `+T+`;
wR += `+l+`) {
float dyR = float(dyRCorner + wR) / `+a+`.0;
if (dyR < 0.0 || dyR >= `+n.outHeight+`.0 ||
fract(dyR) > 0.0) {
continue;
}
int idyR = int(dyR);
for (int wC = 0; wC < `+D+`;
wC += `+d+`) {
float dyC = float(dyCCorner + wC) / `+s+`.0;
if (dyC < 0.0 || dyC >= `+n.outWidth+`.0 ||
fract(dyC) > 0.0) {
continue;
}
int idyC = int(dyC);
float dyValue = getDy(batch, idyD, idyR, idyC, ch);
dotProd += dyValue * avgMultiplier;
}
}
}
setOutput(dotProd);
}
`},Mp=function(n,t,e,r,i,a){this.outputShape=[],this.variableNames=["x","mean","variance"],Zt(n,t),Zt(n,e);var s="0.0";r!=null&&(Zt(n,r),this.variableNames.push("offset"),s="getOffsetAtOutCoords()");var u="1.0";i!=null&&(Zt(n,i),this.variableNames.push("scale"),u="getScaleAtOutCoords()"),this.outputShape=n,this.userCode=`
void main() {
float x = getXAtOutCoords();
float mean = getMeanAtOutCoords();
float variance = getVarianceAtOutCoords();
float offset = `+s+`;
float scale = `+u+`;
float inv = scale * inversesqrt(variance + float(`+a+`));
setOutput(dot(vec3(x, -mean, offset), vec3(inv, inv, 1)));
}
`},Np=function(n,t,e,r,i,a){this.packedInputs=!0,this.packedOutput=!0,this.variableNames=["x","mean","variance"],Zt(n,t),Zt(n,e);var s="vec4(0.0)";r!=null&&(Zt(n,r),this.variableNames.push("offset"),s="getOffsetAtOutCoords()");var u="vec4(1.0)";i!=null&&(Zt(n,i),this.variableNames.push("scale"),u="getScaleAtOutCoords()"),this.outputShape=n,this.userCode=`
void main() {
vec4 offset = `+s+`;
vec4 scale = `+u+`;
vec4 x = getXAtOutCoords();
vec4 mean = getMeanAtOutCoords();
vec4 variance = getVarianceAtOutCoords();
vec4 inv = scale * inversesqrt(variance + vec4(`+a+`));
setOutput((x - mean) * inv + offset);
}
`},Fp="return areal * breal - aimag * bimag;",Lp="return areal * bimag + aimag * breal;",Ic=function(n,t,e){this.variableNames=["AReal","AImag","BReal","BImag"],this.outputShape=Zt(t,e),this.userCode=`
float binaryOpComplex(
float areal, float aimag, float breal, float bimag) {
`+n+`
}
void main() {
float areal = getARealAtOutCoords();
float aimag = getAImagAtOutCoords();
float breal = getBRealAtOutCoords();
float bimag = getBImagAtOutCoords();
setOutput(binaryOpComplex(areal, aimag, breal, bimag));
}
`},Fu="return a + b;",Lu="return a - b;",Tc="return a * b;",Rc="return (a < 0.) ? b * a : a;",ln=function(n,t,e){this.variableNames=["A","B"],this.outputShape=Zt(t,e),this.userCode=`
float binaryOperation(float a, float b) {
`+n+`
}
void main() {
float a = getAAtOutCoords();
float b = getBAtOutCoords();
setOutput(binaryOperation(a, b));
}
`},kc=`
vec4 aLessThanZero = vec4(lessThan(a, vec4(0.)));
return (aLessThanZero * (b * a)) + ((vec4(1.0) - aLessThanZero) * a);
`,ma=function(n,t,e,r){r===void 0&&(r=!1),this.variableNames=["A","B"],this.supportsBroadcasting=!0,this.packedInputs=!0,this.packedOutput=!0,this.outputShape=Zt(t,e);var i=this.outputShape.length,a="";if(r)if(i===0||le(this.outputShape)===1)a=`
result.y = 0.;
result.z = 0.;
result.w = 0.;
`;else if(a=`
`+Gr(i)+` coords = getOutputCoords();
`,i===1)a+=`
result.y = (coords + 1) >= `+this.outputShape[0]+` ? 0. : result.y;
result.z = 0.;
result.w = 0.;
`;else{var s=li("coords",i);a+=`
bool nextRowOutOfBounds =
(`+s[i-2]+" + 1) >= "+this.outputShape[i-2]+`;
bool nextColOutOfBounds =
(`+s[i-1]+" + 1) >= "+this.outputShape[i-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) {
`+n+`
}
void main() {
vec4 a = getAAtOutCoords();
vec4 b = getBAtOutCoords();
vec4 result = binaryOperation(a, b);
`+a+`
setOutput(result);
}
`},Up=function(){function n(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 n.prototype.getCustomSetupFunc=function(t,e){var r=this;return function(i,a){r.minLoc==null&&(r.minLoc=i.getUniformLocationNoThrow(a,"minVal"),r.maxLoc=i.getUniformLocationNoThrow(a,"maxVal")),i.gl.uniform1f(r.minLoc,t),i.gl.uniform1f(r.maxLoc,e)}},n}(),Wp=function(){function n(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 n.prototype.getCustomSetupFunc=function(t,e){var r=this;return function(i,a){r.minLoc==null&&(r.minLoc=i.getUniformLocationNoThrow(a,"minVal"),r.maxLoc=i.getUniformLocationNoThrow(a,"maxVal")),i.gl.uniform1f(r.minLoc,t),i.gl.uniform1f(r.maxLoc,e)}},n}(),zp=function(n){this.variableNames=["real","imag"],this.outputShape=n,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))
);
}
`},Vp=function(n){this.outputShape=[],this.outputShape=On(n,1),this.variableNames=n.map(function(u,l){return"T"+l});var t=new Array(n.length-1);t[0]=n[0][1];for(var e=1;e<t.length;e++)t[e]=t[e-1]+n[e][1];var r=["if (yC < "+t[0]+") setOutput(getT0(yR, yC));"];for(e=1;e<t.length;e++){var i=t[e-1];r.push("else if (yC < "+t[e]+") setOutput(getT"+e+"(yR, yC-"+i+"));")}var a=t.length,s=t[t.length-1];r.push("else setOutput(getT"+a+"(yR, yC-"+s+"));"),this.userCode=`
void main() {
ivec2 coords = getOutputCoords();
int yR = coords.x;
int yC = coords.y;
`+r.join(`
`)+`
}
`},Qp=function(n,t){this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[],this.outputShape=On(n,t);var e=this.outputShape,r=e.length,i=Gr(r),a=li("coords",r),s=["x","y","z","w","u","v"].slice(0,r);this.variableNames=n.map(function(ae,se){return"T"+se});var u=new Array(n.length-1);u[0]=n[0][t];for(var l=1;l<u.length;l++)u[l]=u[l-1]+n[l][t];var d=s[t],A=s.slice(-2),T=s.join(),D="if ("+d+" < "+u[0]+`) {
return getChannel(
getT0(`+T+"), vec2("+A.join()+`));
}`;for(l=1;l<u.length;l++){var U=u[l-1];D+=`
if (`+d+" < "+u[l]+" && "+d+" >= "+u[l-1]+`) {
return getChannel(
getT`+l+"("+Ys(s,d,U)+`),
vec2(`+Ys(A,d,U)+`));
}`}var te=u.length,oe=u[u.length-1];D+=`
return getChannel(
getT`+te+"("+Ys(s,d,oe)+`),
vec2(`+Ys(A,d,oe)+"));",this.userCode=`
float getValue(`+s.map(function(ae){return"int "+ae})+`) {
`+D+`
}
void main() {
`+i+` coords = getOutputCoords();
vec4 result = vec4(getValue(`+a+`), 0., 0., 0.);
`+a[r-1]+" = "+a[r-1]+` + 1;
if (`+a[r-1]+" < "+e[r-1]+`) {
result.g = getValue(`+a+`);
}
`+a[r-2]+" = "+a[r-2]+` + 1;
if (`+a[r-2]+" < "+e[r-2]+`) {
result.a = getValue(`+a+`);
}
`+a[r-1]+" = "+a[r-1]+` - 1;
if (`+a[r-2]+" < "+e[r-2]+` &&
`+a[r-1]+" < "+e[r-1]+`) {
result.b = getValue(`+a+`);
}
setOutput(result);
}
`};function Ys(n,t,e){var r=n.indexOf(t);return n.map(function(i,a){return a===r?i+" - "+e:i}).join()}var Hp=function(n){this.variableNames=["x","dy"],this.outputShape=n.filterShape;var t=n.strideHeight,e=n.strideWidth,r=n.padInfo.top,i=n.padInfo.left,a=n.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 < `+n.batchSize+`; b++) {
for (int yR = 0; yR < `+n.outHeight+`; yR++) {
int xR = wR + yR * `+t+" - "+r+`;
if (xR < 0 || xR >= `+n.inHeight+`) {
continue;
}
for (int yC = 0; yC < `+n.outWidth+`; yC++) {
int xC = wC + yC * `+e+" - "+i+`;
if (xC < 0 || xC >= `+n.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);
}
`},Gp=function(n){this.variableNames=["dy","W"],this.outputShape=n.inShape;var t=n.filterHeight,e=n.filterWidth,r=n.strideHeight,i=n.strideWidth,a=n.dataFormat==="channelsLast",s=t-1-n.padInfo.top,u=e-1-n.padInfo.left,l=a?1:2,d=a?2:3,A=a?3:1;this.userCode=`
const ivec2 pads = ivec2(`+s+", "+u+`);
void main() {
ivec4 coords = getOutputCoords();
int batch = coords[0];
int d1 = coords[`+A+`];
ivec2 dyCorner = ivec2(coords[`+l+"], coords["+d+`]) - 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) / `+r+`.0;
if (dyR < 0.0 || dyR >= `+n.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) / `+i+`.0;
if (dyC < 0.0 || dyC >= `+n.outWidth+`.0 ||
fract(dyC) > 0.0) {
continue;
}
int idyC = int(dyC);
int wCPerm = `+e+` - 1 - wC;
for (int d2 = 0; d2 < `+n.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);
}
`},Xp=function(n){this.variableNames=["x","dy"],this.outputShape=n.filterShape;var t=n.strideDepth,e=n.strideHeight,r=n.strideWidth,i=n.padInfo.front,a=n.padInfo.top,s=n.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 < `+n.batchSize+`; b++) {
for (int yF = 0; yF < `+n.outDepth+`; yF++) {
int xF = wF + yF * `+t+" - "+i+`;
if (xF < 0 || xF >= `+n.inDepth+`) {
continue;
}
for (int yR = 0; yR < `+n.outHeight+`; yR++) {
int xR = wR + yR * `+e+" - "+a+`;
if (xR < 0 || xR >= `+n.inHeight+`) {
continue;
}
for (int yC = 0; yC < `+n.outWidth+`; yC++) {
int xC = wC + yC * `+r+" - "+s+`;
if (xC < 0 || xC >= `+n.inWidth+`) {
continue;
}
float dyValue = getDy(b, yF, yR, yC, d2);
float xValue = getX(b, xF, xR, xC, d1);
dotProd += (xValue * dyValue);
}
}
}
}
setOutput(dotProd);
}
`},Kp=function(n){this.variableNames=["dy","W"],this.outputShape=n.inShape;var t=n.filterDepth,e=n.filterHeight,r=n.filterWidth,i=n.strideDepth,a=n.strideHeight,s=n.strideWidth,u=t-1-n.padInfo.front,l=e-1-n.padInfo.top,d=r-1-n.padInfo.left;this.userCode=`
const ivec3 pads = ivec3(`+u+", "+l+", "+d+`);
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) / `+i+`.0;
if (dyF < 0.0 || dyF >= `+n.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 >= `+n.outHeight+`.0 ||
fract(dyR) > 0.0) {
continue;
}
int idyR = int(dyR);
int wRPerm = `+e+` - 1 - wR;
for (int wC = 0; wC < `+r+`; wC++) {
float dyC = float(dyCCorner + wC) / `+s+`.0;
if (dyC < 0.0 || dyC >= `+n.outWidth+`.0 ||
fract(dyC) > 0.0) {
continue;
}
int idyC = int(dyC);
int wCPerm = `+r+` - 1 - wC;
for (int d2 = 0; d2 < `+n.outChannels+`; d2++) {
float xValue = getDy(batch, idyF, idyR, idyC, d2);
float wValue = getW(wFPerm, wRPerm, wCPerm, d1, d2);
dotProd += xValue * wValue;
}
}
}
}
setOutput(dotProd);
}
`},Zp=function(n){this.variableNames=["x","dy"],this.outputShape=n.filterShape;var t=n.strideHeight,e=n.strideWidth,r=n.padInfo.top,i=n.padInfo.left,a=n.outChannels/n.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 < `+n.batchSize+`; b++) {
for (int yR = 0; yR < `+n.outHeight+`; yR++) {
int xR = wR + yR * `+t+" - "+r+`;
if (xR < 0 || xR >= `+n.inHeight+`) {
continue;
}
for (int yC = 0; yC < `+n.outWidth+`; yC++) {
int xC = wC + yC * `+e+" - "+i+`;
if (xC < 0 || xC >= `+n.inWidth+`) {
continue;
}
float dyValue = getDy(b, yR, yC, d2);
float xValue = getX(b, xR, xC, d1);
dotProd += (xValue * dyValue);
}
}
}
setOutput(dotProd);
}
`},Jp=function(n){this.variableNames=["dy","W"],this.outputShape=n.inShape;var t=n.filterHeight,e=n.filterWidth,r=n.strideHeight,i=n.strideWidth,a=t-1-n.padInfo.top,s=e-1-n.padInfo.left,u=n.outChannels/n.inChannels;this.userCode=`
const ivec2 pads = ivec2(`+a+", "+s+`);
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) / `+r+`.0;
if (dyR < 0.0 || dyR >= `+n.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) / `+i+`.0;
if (dyC < 0.0 || dyC >= `+n.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 < `+u+`; dm++) {
int d2 = d1 * `+u+` + dm;
float xValue = getDy(batch, idyR, idyC, d2);
float wValue = getW(wRPerm, wCPerm, d1, dm);
dotProd += xValue * wValue;
}
}
}
setOutput(dotProd);
}
`},Oc=function(n,t,e,r){t===void 0&&(t=!1),e===void 0&&(e=null),r===void 0&&(r=!1),this.variableNames=["x","W"],this.outputShape=n.outShape;var i=n.padInfo.top,a=n.padInfo.left,s=n.strideHeight,u=n.strideWidth,l=n.dilationHeight,d=n.dilationWidth,A=n.filterHeight,T=n.filterWidth,D=4*Math.floor(n.inChannels/4),U=n.inChannels%4,te=n.dataFormat==="channelsLast",oe=te?1:2,ae=te?2:3,se=te?3:1,we="",Ce="";e&&(we=r?`float activation(float a) {
float b = getPreluActivationWeightsAtOutCoords();
`+e+`
}`:`
float activation(float x) {
`+e+`
}
`,Ce="result = activation(result);");var me=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),this.userCode=`
`+we+`
const ivec2 strides = ivec2(`+s+", "+u+`);
const ivec2 pads = ivec2(`+i+", "+a+`);
void main() {
ivec4 coords = getOutputCoords();
int batch = coords[0];
int d2 = coords[`+se+`];
ivec2 xRCCorner =
ivec2(coords[`+oe+"], coords["+ae+`]) * 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 < `+A+`; wR++) {
int xR = xRCorner + wR * `+l+`;
if (xR < 0 || xR >= `+n.inHeight+`) {
continue;
}
for (int wC = 0; wC < `+T+`; wC++) {
int xC = xCCorner + wC * `+d+`;
if (xC < 0 || xC >= `+n.inWidth+`) {
continue;
}
for (int d1 = 0; d1 < `+D+`; 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 (`+te+`) {
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 (`+(U===1)+`) {
if (`+te+`) {
dotProd +=
getX(batch, xR, xC, `+D+`) *
getW(wR, wC, `+D+`, d2);
} else {
dotProd +=
getX(batch, `+D+`, xR, xC) *
getW(wR, wC, `+D+`, d2);
}
} else if (`+(U===2)+`) {
vec2 wValues = vec2(
getW(wR, wC, `+D+`, d2),
getW(wR, wC, `+D+` + 1, d2)
);
if (`+te+`) {
vec2 xValues = vec2(
getX(batch, xR, xC, `+D+`),
getX(batch, xR, xC, `+D+` + 1)
);
dotProd += dot(xValues, wValues);
} else {
vec2 xValues = vec2(
getX(batch, `+D+`, xR, xC),
getX(batch, `+D+` + 1, xR, xC)
);
dotProd += dot(xValues, wValues);
}
} else if (`+(U===3)+`) {
vec3 wValues = vec3(
getW(wR, wC, `+D+`, d2),
getW(wR, wC, `+D+` + 1, d2),
getW(wR, wC, `+D+` + 2, d2)
);
if (`+te+`) {
vec3 xValues = vec3(
getX(batch, xR, xC, `+D+`),
getX(batch, xR, xC, `+D+` + 1),
getX(batch, xR, xC, `+D+` + 2)
);
dotProd += dot(xValues, wValues);
} else {
vec3 xValues = vec3(
getX(batch, `+D+`, xR, xC),
getX(batch, `+D+` + 1, xR, xC),
getX(batch, `+D+` + 2, xR, xC)
);
dotProd += dot(xValues, wValues);
}
}
}
}
float result = dotProd;
`+me+`
`+Ce+`
setOutput(result);
}
`},Yp=function(n){this.variableNames=["x","W"],this.outputShape=n.outShape;var t=n.padInfo.front,e=n.padInfo.top,r=n.padInfo.left,i=n.strideDepth,a=n.strideHeight,s=n.strideWidth,u=n.dilationDepth,l=n.dilationHeight,d=n.dilationWidth,A=n.filterDepth,T=n.filterHeight,D=n.filterWidth,U=4*Math.floor(n.inChannels/4),te=n.inChannels%4;this.userCode=`
const ivec3 strides = ivec3(`+i+", "+a+", "+s+`);
const ivec3 pads = ivec3(`+t+", "+e+", "+r+`);
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 < `+A+`; wF++) {
int xF = xFCorner + wF * `+u+`;
if (xF < 0 || xF >= `+n.inDepth+`) {
continue;
}
for (int wR = 0; wR < `+T+`; wR++) {
int xR = xRCorner + wR * `+l+`;
if (xR < 0 || xR >= `+n.inHeight+`) {
continue;
}
for (int wC = 0; wC < `+D+`; wC++) {
int xC = xCCorner + wC * `+d+`;
if (xC < 0 || xC >= `+n.inWidth+`) {
continue;
}
for (int d1 = 0; d1 < `+U+`; 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 (`+(te===1)+`) {
dotProd +=
getX(batch, xF, xR, xC, `+U+`) *
getW(wF, wR, wC, `+U+`, d2);
} else if (`+(te===2)+`) {
vec2 xValues = vec2(
getX(batch, xF, xR, xC, `+U+`),
getX(batch, xF, xR, xC, `+U+` + 1)
);
vec2 wValues = vec2(
getW(wF, wR, wC, `+U+`, d2),
getW(wF, wR, wC, `+U+` + 1, d2)
);
dotProd += dot(xValues, wValues);
} else if (`+(te===3)+`) {
vec3 xValues = vec3(
getX(batch, xF, xR, xC, `+U+`),
getX(batch, xF, xR, xC, `+U+` + 1),
getX(batch, xF, xR, xC, `+U+` + 2)
);
vec3 wValues = vec3(
getW(wF, wR, wC, `+U+`, d2),
getW(wF, wR, wC, `+U+` + 1, d2),
getW(wF, wR, wC, `+U+` + 2, d2)
);
dotProd += dot(xValues, wValues);
}
}
}
}
setOutput(dotProd);
}
`},Dc=function(n,t,e,r){t===void 0&&(t=!1),e===void 0&&(e=null),r===void 0&&(r=!1),this.variableNames=["x","W"],this.outputShape=n.outShape;var i=n.inHeight,a=n.inWidth,s=n.padInfo.top,u=n.padInfo.left,l=n.strideHeight,d=n.strideWidth,A=n.dilationHeight,T=n.dilationWidth,D=n.filterHeight,U=n.filterWidth,te=n.outChannels/n.inChannels,oe="",ae="";e&&(oe=r?`float activation(float a) {
float b = getPreluActivationWeightsAtOutCoords();
`+e+`
}`:`
float activation(float x) {
`+e+`
}
`,ae="result = activation(result);");var se=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),this.userCode=`
`+oe+`
const ivec2 strides = ivec2(`+l+", "+d+`);
const ivec2 pads = ivec2(`+s+", "+u+`);
void main() {
ivec4 coords = getOutputCoords();
int batch = coords.x;
ivec2 xRCCorner = coords.yz * strides - pads;
int d2 = coords.w;
int d1 = d2 / `+te+`;
int q = d2 - d1 * `+te+`;
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 < `+D+`; wR++) {
int xR = xRCorner + wR * `+A+`;
if (xR < 0 || xR >= `+i+`) {
continue;
}
for (int wC = 0; wC < `+U+`; wC++) {
int xC = xCCorner + wC * `+T+`;
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;
`+se+`
`+ae+`
setOutput(result);
}
`},jc=function(n,t,e,r){t===void 0&&(t=!1),e===void 0&&(e=null),r===void 0&&(r=!1),this.variableNames=["x","W"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=n.outShape;for(var i=n.inHeight,a=n.inWidth,s=n.padInfo.top,u=n.padInfo.left,l=n.strideHeight,d=n.strideWidth,A=n.dilationHeight,T=n.dilationWidth,D=n.filterHeight,U=n.filterWidth,te=U,oe="int xR; int xC; int xCOffset;",ae=0;ae<D;ae++)for(var se=0;se<U;se++)oe+=`
vec4 xTexelR`+ae+"C"+2*se+` = vec4(0.);
vec4 wR`+ae+"C"+se+` = vec4(0.);
vec4 xR`+ae+"C"+se+" = vec4(0.);";for(ae=0;ae<D;ae++)for(var we=0;we<te;we++){if(oe+=`
xR = xRCorner + `+ae*A+`;
xC = xCCorner + `+(se=2*we)*T+`;
`,d===1){if(se<U&&(oe+=u%2==1?`
xCOffset = xC + 1;
if(xR >= 0 && xR < `+i+" && xCOffset >= 0 && xCOffset < "+a+`) {
xTexelR`+ae+"C"+se+` = getX(batch, xR, xCOffset, d1);
// Need to manually clear unused channels in case
// we're reading from recycled texture.
if(xCOffset + 1 >= `+a+`) {
xTexelR`+ae+"C"+se+`.zw = vec2(0.);
}
} else {
xTexelR`+ae+"C"+se+` = vec4(0.);
}
xCOffset = xC + 1 - 2;
if(xR >= 0 && xR < `+i+" && 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`+ae+"C"+se+" = vec4(previous.zw, xTexelR"+ae+"C"+se+`.xy);
} else {
xR`+ae+"C"+se+" = vec4(0, 0, xTexelR"+ae+"C"+se+`.xy);
}
`:`
if(xR >= 0 && xR < `+i+" && xC >= 0 && xC < "+a+`) {
xTexelR`+ae+"C"+se+` = getX(batch, xR, xC, d1);
} else {
xTexelR`+ae+"C"+se+` = vec4(0.);
}
xR`+ae+"C"+se+" = xTexelR"+ae+"C"+se+`;
`,se+1<U)){var Ce=u%2==0?ie(T):T;T%2==0&&u%2==1||T%2!=0&&u%2!=1?(oe+=`
xCOffset = xC + `+u%2+" + "+Ce+`;
if(xR >= 0 && xR < `+i+` &&
xCOffset >= 0 && xCOffset < `+a+`) {
xTexelR`+ae+"C"+(se+2)+` = getX(batch, xR, xCOffset, d1);
}
`,T>1&&(oe+=`
xCOffset -= 2;
if(xR >= 0 && xR < `+i+` &&
xCOffset >= 0 && xCOffset < `+a+`) {
xTexelR`+ae+"C"+se+` = getX(batch, xR, xCOffset, d1);
} else {
xTexelR`+ae+"C"+se+` = vec4(0.);
}
`),oe+=`
xR`+ae+"C"+(se+1)+` = vec4(
xTexelR`+ae+"C"+se+".zw, xTexelR"+ae+"C"+(se+2)+`.xy);
`):oe+=`
xCOffset = xC + `+Ce+`;
if(xR >= 0 && xR < `+i+` &&
xCOffset >= 0 && xCOffset < `+a+`) {
xTexelR`+ae+"C"+(se+2)+` = getX(batch, xR, xCOffset, d1);
}
xR`+ae+"C"+(se+1)+" = xTexelR"+ae+"C"+(se+2)+`;
`}}else se<U&&(oe+=`
if(xR >= 0 && xR < `+i+`) {
`,u%2==1?(oe+=`
xCOffset = xC + 1 - `+d+`;
if(xCOffset >= 0 && xCOffset < `+a+`) {
xTexelR`+ae+"C"+se+` = getX(batch, xR, xCOffset, d1);
} else {
xTexelR`+ae+"C"+se+` = vec4(0.);
}
if(xC + 1 >= 0 && xC + 1 < `+a+`) {
xTexelR`+ae+"C"+(se+2)+` = getX(batch, xR, xC + 1, d1);
} else {
xTexelR`+ae+"C"+(se+2)+` = vec4(0.);
}
xR`+ae+"C"+se+` = vec4(
xTexelR`+ae+"C"+se+".zw, xTexelR"+ae+"C"+(se+2)+`.zw);
`,se+1<U&&(oe+=`
vec4 final = vec4(0.);
xCOffset = xC + 1 + `+d+`;
if(xCOffset >= 0 && xCOffset < `+a+`) {
final = getX(batch, xR, xCOffset, d1);
}
xR`+ae+"C"+(se+1)+" = vec4(xTexelR"+ae+"C"+(se+2)+`.xy, final.xy);
`)):(oe+=`
if(xC >= 0 && xC < `+a+`) {
xTexelR`+ae+"C"+se+` = getX(batch, xR, xC, d1);
} else {
xTexelR`+ae+"C"+se+` = vec4(0.);
}
xCOffset = xC + `+d+`;
if(xCOffset >= 0 && xCOffset < `+a+`) {
xTexelR`+ae+"C"+(se+2)+` = getX(batch, xR, xCOffset, d1);
} else {
xTexelR`+ae+"C"+(se+2)+` = vec4(0.);
}
xR`+ae+"C"+se+` = vec4(
xTexelR`+ae+"C"+se+".xy, xTexelR"+ae+"C"+(se+2)+`.xy);
`,se+1<U&&(oe+=`
xR`+ae+"C"+(se+1)+` = vec4(
xTexelR`+ae+"C"+se+".zw, xTexelR"+ae+"C"+(se+2)+`.zw);
`)),oe+="}");se<U&&(oe+=`
vec4 wTexelR`+ae+"C"+se+" = getW("+ae+", "+se+`, d1, q);
wR`+ae+"C"+se+" = vec4(wTexelR"+ae+"C"+se+".xz, wTexelR"+ae+"C"+se+`.xz);
`,se+1<U&&(oe+=`
vec4 wTexelR`+ae+"C"+(se+1)+" = getW("+ae+", "+(se+1)+`, d1, q);
wR`+ae+"C"+(se+1)+` =
vec4(wTexelR`+ae+"C"+(se+1)+".xz, wTexelR"+ae+"C"+(se+1)+".xz);"))}for(ae=0;ae<D;ae++)for(se=0;se<U;se++)oe+="dotProd += xR"+ae+"C"+se+" * wR"+ae+"C"+se+";";var me="",Se="";e&&(me=r?`vec4 activation(vec4 a) {
vec4 b = getPreluActivationWeightsAtOutCoords();
`+e+`
}`:`vec4 activation(vec4 x) {
`+e+`
}`,Se="result = activation(result);");var Re=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),this.userCode=`
`+me+`
const ivec2 strides = ivec2(`+l+", "+d+`);
const ivec2 pads = ivec2(`+s+", "+u+`);
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.);
`+oe+`
vec4 result = dotProd;
`+Re+`
`+Se+`
setOutput(result);
}
`},$p=function(n,t,e,r,i){this.variableNames=["Image","Boxes","BoxInd"],this.outputShape=[];var a=n[0],s=n[1],u=n[2],l=n[3],d=t[0],A=e[0],T=e[1];this.outputShape=[d,A,T,l];var D=r==="bilinear"?1:0,U=[s-1+".0",u-1+".0"],te=U[0],oe=U[1],ae=A>1?[""+(s-1)/(A-1),"(y2-y1) * height_ratio","y1*"+te+" + float(y)*(height_scale)"]:["0.0","0.0","0.5 * (y1+y2) * "+te],se=ae[0],we=ae[1],Ce=ae[2],me=T>1?[""+(u-1)/(T-1),"(x2-x1) * width_ratio","x1*"+oe+" + float(x)*(width_scale)"]:["0.0","0.0","0.5 * (x1+x2) * "+oe],Se=me[0],Re=me[1],Ue=me[2];this.userCode=`
const float height_ratio = float(`+se+`);
const float width_ratio = float(`+Se+`);
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 = `+we+`;
float width_scale = `+Re+`;
float in_y = `+Ce+`;
if( in_y < 0.0 || in_y > `+te+` ) {
setOutput(float(`+i+`));
return;
}
float in_x = `+Ue+`;
if( in_x < 0.0 || in_x > `+oe+` ) {
setOutput(float(`+i+`));
return;
}
vec2 sourceFracIndexCR = vec2(in_x,in_y);
if(`+D+` == 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);
}
}
`},qp=function(n,t,e){this.variableNames=["x"],this.outputShape=n;var r=n.length,i=n[n.length-1],a=e?"<":">";this.userCode=`
int getIndex(int i) {
`+(e?"return "+i+" -i - 1;":"return i;")+`
}
void main() {
`+Gr(r)+` coords = getOutputCoords();
int end = `+Pc(r,"coords")+`;
float val = 0.0;
for (int i = `+i+` - 1; i >= 0; i -= 1) {
int idx = getIndex(i);
if (idx `+a+` end) {
continue;
}
if (idx == end && `+t+`) {
continue;
}
`+Pc(r,"coords")+` = idx;
val += getX(`+function(s,u){if(s===1)return""+u;if(s===2)return u+".x, "+u+".y";if(s===3)return u+".x, "+u+".y, "+u+".z";if(s===4)return u+".x, "+u+".y, "+u+".z, "+u+".w";throw Error("Cumulative sum for rank "+s+" is not yet supported")}(r,"coords")+`);
}
setOutput(val);
}
`};function Pc(n,t){if(n===1)return""+t;if(n===2)return t+".y";if(n===3)return t+".z";if(n===4)return t+".w";throw Error("Cumulative sum for rank "+n+" is not yet supported")}var eh=function(n){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0,this.outPackingScheme=qn.DENSE;var t=ji(n),e=Un();this.outputShape=n,this.userCode=`
ivec3 outCoordsFromFlatIndex(int index) {
`+po(["r","c","d"],n)+`
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;
}
`},th=function(n){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outPackingScheme=qn.DENSE;var t=ji(n),e=Un();this.outputShape=n,this.userCode=`
ivec3 outCoordsFromFlatIndex(int index) {
`+po(["r","c","d"],n)+`
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;
}
`},rh=function(){function n(t,e,r){this.variableNames=["x"],this.outputShape=[],this.outputShape=t,this.blockSize=e,this.dataFormat=r,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 n.prototype.getHeightCoordString=function(){return this.dataFormat==="NHWC"?"coords[1]":"coords[2]"},n.prototype.getWidthCoordString=function(){return this.dataFormat==="NHWC"?"coords[2]":"coords[3]"},n.prototype.getDepthCoordString=function(){return this.dataFormat==="NHWC"?"coords[3]":"coords[1]"},n.prototype.getOutputDepthSize=function(){return this.dataFormat==="NHWC"?this.outputShape[3]:this.outputShape[1]},n.prototype.getInputSamplingString=function(){return this.dataFormat==="NHWC"?"getX(b, in_h, in_w, in_d)":"getX(b, in_d, in_h, in_w)"},n}(),nh=function(n){this.variableNames=["X"],this.outputShape=[n,n],this.userCode=`
void main() {
ivec2 coords = getOutputCoords();
float val = coords[0] == coords[1] ? getX(coords[0]) : 0.0;
setOutput(val);
}
`},ih=function(n){this.variableNames=["A"],this.outTexUsage=Cn.DOWNLOAD;var t=Un();this.outputShape=n,this.userCode=`
`+Cc+`
void main() {
float x = getAAtOutCoords();
`+t.output+` = encode_float(x);
}
`},ah=function(n){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!1,this.outTexUsage=Cn.DOWNLOAD;var t=Un();this.outputShape=n,this.userCode=`
`+Cc+`
void main() {
ivec3 coords = getOutputCoords();
float x = getChannel(getAAtOutCoords(), vec2(coords.y, coords.z));
`+t.output+` = encode_float(x);
}
`},oh=function(n,t,e){e===void 0&&(e=!1),this.variableNames=["A"];var r=Un(),i=t[0],a=t[1];this.outputShape=n;var s="result";e&&(s="floor(result * 255. + 0.5)"),this.userCode=`
`+Nu(n)+`
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, "+i+`.0);
vec4 values = `+r.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];
}
`+r.output+" = vec4("+s+`, 0., 0., 0.);
}
`},sh=function(n,t,e){e===void 0&&(e=!1),this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0;var r=Un(),i=t[0],a=t[1];this.outputShape=n;var s="",u="result";e&&(u="floor(result * 255. + 0.5)");for(var l=0;l<=1;l++)for(var d=0;d<=1;d++){var A=2*l+d;s+=`
localCoords = coords;
if(localCoords[2] + `+d+" < "+n[2]+`) {
localCoords[2] += `+d+`;
if(localCoords[1] + `+l+" < "+n[1]+`) {
localCoords[1] += `+l+`;
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, "+i+`.0);
values = `+r.texture2D+`(A, uv);
if(offset == 0) {
result[`+A+`] = values[0];
} else if(offset == 1) {
result[`+A+`] = values[1];
} else if(offset == 2) {
result[`+A+`] = values[2];
} else {
result[`+A+`] = values[3];
}
}
}
`}this.userCode=`
`+Nu(n)+`
void main() {
ivec3 coords = getOutputCoords();
vec4 result = vec4(0.);
int flatIndex, r, c, offset;
ivec3 localCoords;
vec2 uv;
vec4 values;
`+s+`
`+r.output+" = "+u+`;
}
`},uh="return real * expR - imag * expI;",lh="return real * expI + imag * expR;",Bc=function(n,t,e){this.variableNames=["real","imag"];var r=t[1];this.outputShape=t;var i=e?"2.0 * "+Math.PI:"-2.0 * "+Math.PI,a=e?r+".0":"1.0";this.userCode=`
const float exponentMultiplier = `+i+`;
float unaryOpComplex(float real, float expR, float imag, float expI) {
`+n+`
}
float mulMatDFT(int batch, int index) {
float indexRatio = float(index) / float(`+r+`);
float exponentMultiplierTimesIndexRatio =
exponentMultiplier * indexRatio;
float result = 0.0;
for (int i = 0; i < `+r+`; 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]));
}
`},ch=function(){function n(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 n.prototype.getCustomSetupFunc=function(t){var e=this;return function(r,i){e.valueLoc==null&&(e.valueLoc=r.getUniformLocationNoThrow(i,"value")),r.gl.uniform1f(e.valueLoc,t)}},n}(),fh=function(n,t,e){this.variableNames=["A","indices"];var r=n.slice();r[e]=t,this.outputShape=r,this.rank=r.length;var i=Gr(this.rank),a=function(s,u){var l=s.length;if(l>4)throw Error("Gather for rank "+l+" is not yet supported");if(l===1)return"int(getIndices(resRC))";for(var d=["resRC.x","resRC.y","resRC.z","resRC.w"],A=[],T=0;T<s.length;T++)T===u?A.push("int(getIndices("+d[T]+"))"):A.push(""+d[T]);return A.join()}(n,e);this.userCode=`
void main() {
`+i+` resRC = getOutputCoords();
setOutput(getA(`+a+`));
}
`},dh=function(n,t,e){this.sliceDim=n,this.strides=t,this.variableNames=["x","indices"],this.outputShape=e;var r=Gr(t.length),i=Gr(e.length),a=this.sliceDim>1?"strides[j]":"strides";this.userCode=`
`+r+" strides = "+r+"("+this.strides+`);
void main() {
`+i+` 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 _c(n,t){var e=Un();return _s(n,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 Mc(n,t){return as(n,t,new Float32Array([-1,1,0,0,1,-1,-1,0,0,0,1,1,0,1,1,1,-1,0,1,0]))}function Nc(n,t){return os(n,t,new Uint16Array([0,1,2,2,1,3]))}function bs(n,t,e,r,i,a,s){Us(e,r);var u=Ls(n,t),l=n.TEXTURE_2D;return bt(n,t,function(){return n.bindTexture(l,u)}),bt(n,t,function(){return n.texParameteri(l,n.TEXTURE_WRAP_S,n.CLAMP_TO_EDGE)}),bt(n,t,function(){return n.texParameteri(l,n.TEXTURE_WRAP_T,n.CLAMP_TO_EDGE)}),bt(n,t,function(){return n.texParameteri(l,n.TEXTURE_MIN_FILTER,n.NEAREST)}),bt(n,t,function(){return n.texParameteri(l,n.TEXTURE_MAG_FILTER,n.NEAREST)}),bt(n,t,function(){return n.texImage2D(l,0,i,e,r,0,a,s,null)}),bt(n,t,function(){return n.bindTexture(n.TEXTURE_2D,null)}),u}function Fc(n,t,e,r,i){var a=Ra(e,r);return bs(n,t,a[0],a[1],i.internalFormatFloat,i.textureFormatFloat,n.FLOAT)}function Lc(n,t,e,r,i){var a=Ra(e,r);return bs(n,t,a[0],a[1],i.internalFormatHalfFloat,i.textureFormatFloat,i.textureTypeHalfFloat)}function Uc(n,t,e,r,i){var a=Ra(e,r);return bs(n,t,a[0],a[1],n.RGBA,n.RGBA,n.UNSIGNED_BYTE)}function Wc(n,t,e,r,i){var a=wi(e,r);return bs(n,t,a[0],a[1],i.internalFormatPackedFloat,n.RGBA,n.FLOAT)}function zc(n,t,e,r,i){var a=wi(e,r);return bs(n,t,a[0],a[1],i.internalFormatPackedHalfFloat,n.RGBA,i.textureTypeHalfFloat)}function Vc(n,t,e,r){return bt(n,t,function(){return n.bindBuffer(n.ARRAY_BUFFER,r)}),ss(n,t,e,"clipSpacePos",r,3,20,0)&&ss(n,t,e,"uv",r,2,20,12)}function Qc(n,t,e,r,i,a,s){var u,l,d;bt(n,t,function(){return n.bindTexture(n.TEXTURE_2D,e)}),a instanceof Uint8Array?(u=new Uint8Array(r*i*4),l=n.UNSIGNED_BYTE,d=n.RGBA):(u=new Float32Array(r*i*4),l=n.FLOAT,d=s.internalFormatPackedFloat),u.set(a),bt(n,t,function(){return n.texImage2D(n.TEXTURE_2D,0,d,r,i,0,n.RGBA,l,u)}),bt(n,t,function(){return n.bindTexture(n.TEXTURE_2D,null)})}function Hc(n,t,e,r){bt(n,t,function(){return n.bindTexture(n.TEXTURE_2D,e)}),r.data instanceof Uint8Array?bt(n,t,function(){return n.texImage2D(n.TEXTURE_2D,0,n.RGBA,r.width,r.height,0,n.RGBA,n.UNSIGNED_BYTE,r.data)}):bt(n,t,function(){return n.texImage2D(n.TEXTURE_2D,0,n.RGBA,n.RGBA,n.UNSIGNED_BYTE,r)}),bt(n,t,function(){return n.bindTexture(n.TEXTURE_2D,null)})}function Gc(n,t,e,r,i){var a=n.createBuffer();bt(n,t,function(){return n.bindBuffer(n.PIXEL_PACK_BUFFER,a)});var s=16*e*r;return bt(n,t,function(){return n.bufferData(n.PIXEL_PACK_BUFFER,s,n.STREAM_READ)}),bt(n,t,function(){return n.readPixels(0,0,r,e,n.RGBA,n.FLOAT,0)}),bt(n,t,function(){return n.bindBuffer(n.PIXEL_PACK_BUFFER,null)}),a}function Xc(n,t,e){var r=n,i=new Float32Array(e);return r.bindBuffer(r.PIXEL_PACK_BUFFER,t),r.getBufferSubData(r.PIXEL_PACK_BUFFER,0,i),r.bindBuffer(r.PIXEL_PACK_BUFFER,null),i}function Kc(n,t,e,r,i){var a=Ra(e,r),s=a[0],u=a[1],l=new Uint8Array(e*r*4);return bt(n,t,function(){return n.readPixels(0,0,s,u,i.downloadTextureFormat,n.UNSIGNED_BYTE,l)}),new Float32Array(l.buffer)}function Zc(n,t,e,r,i,a,s,u){var l=n,d=new Float32Array(function(A,T){var D=wi(A,T);return D[0]*D[1]*4}(a,s));return l.bindBuffer(l.PIXEL_PACK_BUFFER,t),l.getBufferSubData(l.PIXEL_PACK_BUFFER,0,d),l.bindBuffer(l.PIXEL_PACK_BUFFER,null),d}function Jc(n,t,e,r){var i=new Float32Array(e*r*4);return bt(n,t,function(){return n.readPixels(0,0,r,e,n.RGBA,n.FLOAT,i)}),i}var ph=Object.freeze({createVertexShader:_c,createVertexBuffer:Mc,createIndexBuffer:Nc,createFloat32MatrixTexture:Fc,createFloat16MatrixTexture:Lc,createUnsignedBytesMatrixTexture:Uc,createPackedMatrixTexture:Wc,createFloat16PackedMatrixTexture:zc,bindVertexProgramAttributeStreams:Vc,uploadDenseMatrixToTexture:Qc,uploadPixelDataToTexture:Hc,createBufferFromOutputTexture:Gc,downloadFloat32MatrixFromBuffer:Xc,downloadByteEncodedFloatMatrixFromOutputTexture:Kc,downloadPackedMatrixFromBuffer:Zc,downloadMatrixFromPackedOutputTexture:Jc}),Yc=function(){function n(t){this.outputTexture=null,this.program=null,this.disposed=!1,this.vertexAttrsAreBound=!1,this.itemsToPoll=[];var e=P().getNumber("WEBGL_VERSION");t!=null?(this.gl=t,Eo(e,t)):this.gl=gn(e);var r="WEBGL_color_buffer_float";if(P().getNumber("WEBGL_VERSION")===1){if(this.textureFloatExtension=Za(this.gl,this.debug,"OES_texture_float"),Hn(this.gl,"OES_texture_half_float"))this.textureHalfFloatExtension=Za(this.gl,this.debug,"OES_texture_half_float");else if(P().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(r),Hn(this.gl,"EXT_color_buffer_half_float"))this.colorBufferHalfFloatExtension=Za(this.gl,this.debug,"EXT_color_buffer_half_float");else if(P().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(r="EXT_color_buffer_float",Hn(this.gl,r))this.colorBufferFloatExtension=this.gl.getExtension(r);else{if(!Hn(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=Mc(this.gl,this.debug),this.indexBuffer=Nc(this.gl,this.debug),this.framebuffer=Ws(this.gl,this.debug),this.textureConfig=Qr(this.gl,this.textureHalfFloatExtension)}return Object.defineProperty(n.prototype,"debug",{get:function(){return P().getBool("DEBUG")},enumerable:!0,configurable:!0}),n.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;bt(e,this.debug,function(){return e.finish()}),bt(e,this.debug,function(){return e.bindFramebuffer(e.FRAMEBUFFER,null)}),bt(e,this.debug,function(){return e.deleteFramebuffer(t.framebuffer)}),bt(e,this.debug,function(){return e.bindBuffer(e.ARRAY_BUFFER,null)}),bt(e,this.debug,function(){return e.bindBuffer(e.ELEMENT_ARRAY_BUFFER,null)}),bt(e,this.debug,function(){return e.deleteBuffer(t.indexBuffer)}),this.disposed=!0}},n.prototype.createFloat32MatrixTexture=function(t,e){return this.throwIfDisposed(),Fc(this.gl,this.debug,t,e,this.textureConfig)},n.prototype.createFloat16MatrixTexture=function(t,e){return this.throwIfDisposed(),Lc(this.gl,this.debug,t,e,this.textureConfig)},n.prototype.createUnsignedBytesMatrixTexture=function(t,e){return this.throwIfDisposed(),Uc(this.gl,this.debug,t,e,this.textureConfig)},n.prototype.uploadPixelDataToTexture=function(t,e){this.throwIfDisposed(),Hc(this.gl,this.debug,t,e)},n.prototype.uploadDenseMatrixToTexture=function(t,e,r,i){this.throwIfDisposed(),Qc(this.gl,this.debug,t,e,r,i,this.textureConfig)},n.prototype.createFloat16PackedMatrixTexture=function(t,e){return this.throwIfDisposed(),zc(this.gl,this.debug,t,e,this.textureConfig)},n.prototype.createPackedMatrixTexture=function(t,e){return this.throwIfDisposed(),Wc(this.gl,this.debug,t,e,this.textureConfig)},n.prototype.deleteMatrixTexture=function(t){var e=this;this.throwIfDisposed(),this.outputTexture===t&&(Ro(this.gl,this.debug,this.framebuffer),this.outputTexture=null),bt(this.gl,this.debug,function(){return e.gl.deleteTexture(t)})},n.prototype.downloadByteEncodedFloatMatrixFromOutputTexture=function(t,e,r){var i=this;return this.downloadMatrixDriver(t,function(){return Kc(i.gl,i.debug,e,r,i.textureConfig)})},n.prototype.downloadPackedMatrixFromBuffer=function(t,e,r,i,a,s){return Zc(this.gl,t,0,0,0,a,s,this.textureConfig)},n.prototype.downloadFloat32MatrixFromBuffer=function(t,e){return Xc(this.gl,t,e)},n.prototype.createBufferFromTexture=function(t,e,r){this.bindTextureToFrameBuffer(t);var i=Gc(this.gl,this.debug,e,r,this.textureConfig);return this.unbindTextureToFrameBuffer(),i},n.prototype.createAndWaitForFence=function(){var t=this.createFence(this.gl);return this.pollFence(t)},n.prototype.createFence=function(t){var e,r,i=this;if(P().getBool("WEBGL_FENCE_API_ENABLED")){var a=t,s=a.fenceSync(a.SYNC_GPU_COMMANDS_COMPLETE,0);t.flush(),r=function(){var u=a.clientWaitSync(s,0,0);return u===a.ALREADY_SIGNALED||u===a.CONDITION_SATISFIED},e=s}else P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")>0?(e=this.beginQuery(),this.endQuery(),r=function(){return i.isQueryAvailable(e,P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))}):r=function(){return!0};return{query:e,isFencePassed:r}},n.prototype.downloadMatrixFromPackedTexture=function(t,e,r){var i=this;return this.downloadMatrixDriver(t,function(){return Jc(i.gl,i.debug,e,r)})},n.prototype.createProgram=function(t){this.throwIfDisposed();var e=this.gl,r=Ms(e,this.debug,t),i=_c(e,this.debug),a=Ns(e,this.debug);return bt(e,this.debug,function(){return e.attachShader(a,i)}),bt(e,this.debug,function(){return e.attachShader(a,r)}),Fs(e,this.debug,a),this.debug&&Io(e,this.debug,a),this.vertexAttrsAreBound||(this.setProgram(a),this.vertexAttrsAreBound=Vc(e,this.debug,this.program,this.vertexBuffer)),a},n.prototype.deleteProgram=function(t){var e=this;this.throwIfDisposed(),t===this.program&&(this.program=null),t!=null&&bt(this.gl,this.debug,function(){return e.gl.deleteProgram(t)})},n.prototype.setProgram=function(t){var e=this;this.throwIfDisposed(),this.program=t,this.program!=null&&this.debug&&Io(this.gl,this.debug,this.program),bt(this.gl,this.debug,function(){return e.gl.useProgram(t)})},n.prototype.getUniformLocation=function(t,e,r){return r===void 0&&(r=!0),this.throwIfDisposed(),r?ka(this.gl,this.debug,t,e):To(this.gl,t,e)},n.prototype.getAttributeLocation=function(t,e){var r=this;return this.throwIfDisposed(),bt(this.gl,this.debug,function(){return r.gl.getAttribLocation(t,e)})},n.prototype.getUniformLocationNoThrow=function(t,e){return this.throwIfDisposed(),this.gl.getUniformLocation(t,e)},n.prototype.setInputMatrixTexture=function(t,e,r){this.throwIfDisposed(),this.throwIfNoProgram(),Oa(this.gl,this.debug,this.program,t,e,r)},n.prototype.setOutputMatrixTexture=function(t,e,r){this.setOutputMatrixTextureDriver(t,r,e)},n.prototype.setOutputPackedMatrixTexture=function(t,e,r){this.throwIfDisposed();var i=wi(e,r),a=i[0],s=i[1];this.setOutputMatrixTextureDriver(t,a,s)},n.prototype.setOutputMatrixWriteRegion=function(t,e,r,i){this.setOutputMatrixWriteRegionDriver(r,t,i,e)},n.prototype.setOutputPackedMatrixWriteRegion=function(t,e,r,i){throw new Error("setOutputPackedMatrixWriteRegion not implemented.")},n.prototype.debugValidate=function(){this.program!=null&&Io(this.gl,this.debug,this.program),Da(this.gl)},n.prototype.executeProgram=function(){this.throwIfDisposed(),this.throwIfNoProgram();var t=this.gl;this.debug&&this.debugValidate(),bt(t,this.debug,function(){return t.drawElements(t.TRIANGLES,6,t.UNSIGNED_SHORT,0)})},n.prototype.blockUntilAllProgramsCompleted=function(){var t=this;this.throwIfDisposed(),bt(this.gl,this.debug,function(){return t.gl.finish()})},n.prototype.getQueryTimerExtension=function(){return this.disjointQueryTimerExtension==null&&(this.disjointQueryTimerExtension=Za(this.gl,this.debug,P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2?"EXT_disjoint_timer_query_webgl2":"EXT_disjoint_timer_query")),this.disjointQueryTimerExtension},n.prototype.getQueryTimerExtensionWebGL2=function(){return this.getQueryTimerExtension()},n.prototype.getQueryTimerExtensionWebGL1=function(){return this.getQueryTimerExtension()},n.prototype.beginQuery=function(){if(P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2){var t=this.gl,e=this.getQueryTimerExtensionWebGL2(),r=t.createQuery();return t.beginQuery(e.TIME_ELAPSED_EXT,r),r}var i=this.getQueryTimerExtensionWebGL1(),a=i.createQueryEXT();return i.beginQueryEXT(i.TIME_ELAPSED_EXT,a),a},n.prototype.endQuery=function(){if(P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")!==2){var t=this.getQueryTimerExtensionWebGL1();t.endQueryEXT(t.TIME_ELAPSED_EXT)}else{var e=this.gl,r=this.getQueryTimerExtensionWebGL2();e.endQuery(r.TIME_ELAPSED_EXT)}},n.prototype.waitForQueryAndGetTime=function(t){return C(this,void 0,void 0,function(){var e=this;return E(this,function(r){switch(r.label){case 0:return[4,ce(function(){return e.disposed||e.isQueryAvailable(t,P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))})];case 1:return r.sent(),[2,this.getQueryTime(t,P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))]}})})},n.prototype.getQueryTime=function(t,e){if(e===0)return null;if(e===2){var r=this.gl;return r.getQueryParameter(t,r.QUERY_RESULT)/1e6}var i=this.getQueryTimerExtensionWebGL1();return i.getQueryObjectEXT(t,i.QUERY_RESULT_EXT)/1e6},n.prototype.isQueryAvailable=function(t,e){if(e===0)return!0;if(e===2){var r=this.gl,i=this.getQueryTimerExtensionWebGL2(),a=r.getQueryParameter(t,r.QUERY_RESULT_AVAILABLE);return this.disjoint==null&&(this.disjoint=this.gl.getParameter(i.GPU_DISJOINT_EXT)),a&&!this.disjoint}return a=(i=this.getQueryTimerExtensionWebGL1()).getQueryObjectEXT(t,i.QUERY_RESULT_AVAILABLE_EXT),this.disjoint==null&&(this.disjoint=this.gl.getParameter(i.GPU_DISJOINT_EXT)),a&&!this.disjoint},n.prototype.pollFence=function(t){var e=this;return new Promise(function(r){e.addItemToPoll(function(){return t.isFencePassed()},function(){return r()})})},n.prototype.pollItems=function(){for(var t=function(r){for(var i=0;i<r.length&&r[i]();++i);return i-1}(this.itemsToPoll.map(function(r){return r.isDoneFn})),e=0;e<=t;++e)(0,this.itemsToPoll[e].resolveFn)();this.itemsToPoll=this.itemsToPoll.slice(t+1)},n.prototype.addItemToPoll=function(t,e){var r=this;this.itemsToPoll.push({isDoneFn:t,resolveFn:e}),this.itemsToPoll.length>1||ce(function(){return r.pollItems(),r.itemsToPoll.length===0})},n.prototype.bindTextureToFrameBuffer=function(t){this.throwIfDisposed(),Xi(this.gl,this.debug,t,this.framebuffer),this.debug&&Da(this.gl)},n.prototype.unbindTextureToFrameBuffer=function(){this.outputTexture!=null?(Xi(this.gl,this.debug,this.outputTexture,this.framebuffer),this.debug&&Da(this.gl)):Ro(this.gl,this.debug,this.framebuffer)},n.prototype.downloadMatrixDriver=function(t,e){this.bindTextureToFrameBuffer(t);var r=e();return this.unbindTextureToFrameBuffer(),r},n.prototype.setOutputMatrixTextureDriver=function(t,e,r){this.throwIfDisposed();var i=this.gl;Xi(i,this.debug,t,this.framebuffer),this.debug&&Da(i),this.outputTexture=t,bt(i,this.debug,function(){return i.viewport(0,0,e,r)}),bt(i,this.debug,function(){return i.scissor(0,0,e,r)})},n.prototype.setOutputMatrixWriteRegionDriver=function(t,e,r,i){var a=this;this.throwIfDisposed(),bt(this.gl,this.debug,function(){return a.gl.scissor(t,e,r,i)})},n.prototype.throwIfDisposed=function(){if(this.disposed)throw new Error("Attempted to use disposed GPGPUContext.")},n.prototype.throwIfNoProgram=function(){if(this.program==null)throw new Error("No GPU program is currently set.")},n}();function $c(n,t){if(n.length!==t.length)throw Error("Binary was compiled with "+n.length+" inputs, but was executed with "+t.length+" inputs");n.forEach(function(e,r){var i=e.logicalShape,a=t[r],s=a.shape;if(!ue(i,s))throw Error("Binary was compiled with different shapes than the current args. Shapes "+i+" and "+s+" must match");if(!e.isUniform||!a.isUniform){var u=e.texShape,l=a.isUniform?null:a.texData.texShape;if(!ue(u,l))throw Error("Binary was compiled with different texture shapes than the current args. Shape "+u+" and "+l+" must match")}})}var hh=function(n,t,e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=n;for(var r=e.filterWidth,i=e.inChannels,a=e.strideWidth,s=e.strideHeight,u=e.padInfo,l=e.outWidth,d=e.dilationWidth,A=e.dilationHeight,T=e.dataFormat,D=u.left,U=u.top,te=i*r,oe=Un(),ae=T==="channelsLast",se=ae?0:1,we=ae?1:2,Ce="",me=0;me<=1;me++)for(var Se=0;Se<=1;Se++)Ce+=`
blockIndex = rc.y + `+Se+`;
pos = rc.x + `+me+`;
if(blockIndex < `+n[1]+" && pos < "+n[0]+`) {
offsetY = int(blockIndex / (`+l+")) * "+s+" - "+U+`;
d0 = offsetY + `+A+" * (pos / "+te+`);
if(d0 < `+t[se]+` && d0 >= 0) {
offsetX = int(mod(float(blockIndex), `+l+".) * "+a+". - "+D+`.);
d1 = offsetX + `+d+" * (int(mod(float(pos), "+te+".) / "+i+`.));
if(d1 < `+t[we]+` && d1 >= 0) {
ch = int(mod(float(pos), `+i+`.));
if (`+ae+`) {
innerDims = vec2(d1, ch);
result[`+(2*me+Se)+`] = getChannel(
getA(d0, int(innerDims.x),
int(innerDims.y)), innerDims);
} else {
innerDims = vec2(d0, d1);
result[`+(2*me+Se)+`] = 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;
`+Ce+`
`+oe.output+` = result;
}
`},vh=function(n,t,e,r,i){this.variableNames=["x"],this.outputShape=[];var a,s=t,u=n[3]-1;this.outputShape=n;var l="float("+e+") + float("+r+") * sum";a=i===.5?"inversesqrt("+l+")":i===1?"1.0/("+l+")":"exp(log("+l+") * float(-"+i+"));",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 = -`+s+"; j <= "+s+`; j++) {
int idx = d + j;
if (idx >= 0 && idx <= `+u+`) {
float z = getX(b, r, c, idx);
sum += z * z;
}
}
float val = x * `+a+`;
setOutput(val);
}
`},mh=function(n,t,e,r,i){this.variableNames=["inputImage","outputImage","dy"],this.outputShape=[],this.outputShape=n,this.depth=n[3],this.depthRadius=t,this.bias=e,this.alpha=r,this.beta=i,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(`+r+") * 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(`+r+`)
* float(`+i+`)
* getInputImage(b ,r ,c, k) * getOutputImage(b, r, c, d)
/ norm;
if (k == d) {
dyi += pow(norm, -1.0 * `+i+`);
}
if (k == coords[3]) {
dyi *= getDy(b, r, c, d);
result += dyi;
}
}
else {
break;
}
}
}
setOutput(result);
}
`},gh=function(n,t,e,r,i){this.variableNames=["x"],this.outputShape=[],this.packedInputs=!0,this.packedOutput=!0;var a,s=t,u=n[3]-1;this.outputShape=n;var l="float("+e+") + float("+r+") * sum";a=i===.5?"inversesqrt("+l+")":i===1?"1.0/("+l+")":"exp(log("+l+") * float(-"+i+"));",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 - `+s+`;
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 = - `+s+"; j <= "+s+`; j++) {
ivec2 idx = depth + j;
bvec2 aboveLowerBound = greaterThanEqual(idx, ivec2(0));
bvec2 belowUpperBound = lessThanEqual(idx, ivec2(`+u+`));
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);
}
`},yh=function(n){this.variableNames=["dy","maxPos"],this.outputShape=n.inShape;var t=n.strideHeight,e=n.strideWidth,r=n.dilationHeight,i=n.effectiveFilterHeight,a=n.effectiveFilterWidth,s=i-1-n.padInfo.top,u=a-1-n.padInfo.left,l=i*a-1;this.userCode=`
const ivec2 pads = ivec2(`+s+", "+u+`);
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 < `+i+`;
wR += `+r+`) {
float dyR = float(dyRCorner + wR) / `+t+`.0;
if (dyR < 0.0 || dyR >= `+n.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 >= `+n.outWidth+`.0 ||
fract(dyC) > 0.0) {
continue;
}
int idyC = int(dyC);
float dyValue = getDy(b, idyR, idyC, d);
int maxPosValue = `+l+` - 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);
}
`},bh=function(n){this.variableNames=["dy","maxPos"],this.outputShape=n.inShape;var t=n.strideDepth,e=n.strideHeight,r=n.strideWidth,i=n.dilationDepth,a=n.dilationHeight,s=n.dilationWidth,u=n.effectiveFilterDepth,l=n.effectiveFilterHeight,d=n.effectiveFilterWidth,A=u-1-n.padInfo.front,T=l-1-n.padInfo.top,D=d-1-n.padInfo.left,U=u*l*d-1;this.userCode=`
const ivec3 pads = ivec3(`+A+", "+T+", "+D+`);
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 < `+u+`;
wD += `+i+`) {
float dyD = float(dyDCorner + wD) / `+t+`.0;
if (dyD < 0.0 || dyD >= `+n.outDepth+`.0 || fract(dyD) > 0.0) {
continue;
}
int idyD = int(dyD);
for (int wR = 0; wR < `+l+`;
wR += `+a+`) {
float dyR = float(dyRCorner + wR) / `+e+`.0;
if (dyR < 0.0 || dyR >= `+n.outHeight+`.0 ||
fract(dyR) > 0.0) {
continue;
}
int idyR = int(dyR);
for (int wC = 0; wC < `+d+`;
wC += `+s+`) {
float dyC = float(dyCCorner + wC) / `+r+`.0;
if (dyC < 0.0 || dyC >= `+n.outWidth+`.0 ||
fract(dyC) > 0.0) {
continue;
}
int idyC = int(dyC);
float dyValue = getDy(batch, idyD, idyR, idyC, ch);
int maxPosValue = `+U+` -
int(getMaxPos(batch, idyD, idyR, idyC, ch));
// Get the current value, check it against the value from the
// position matrix.
int curPosValue =
wD * `+l+" * "+d+` +
wR * `+d+` + wC;
float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0);
dotProd += dyValue * mask;
}
}
}
setOutput(dotProd);
}
`},Uu=function(n,t,e,r,i,a,s){e===void 0&&(e=!1),r===void 0&&(r=!1),i===void 0&&(i=!1),a===void 0&&(a=null),s===void 0&&(s=!1),this.variableNames=["matrixA","matrixB"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t;var u=e?n[1]:n[2],l=Math.ceil(u/2),d=e?"i * 2, rc.y":"rc.y, i * 2",A=r?"rc.z, i * 2":"i * 2, rc.z",T=e?["a.xxyy","a.zzww"]:["a.xxzz","a.yyww"],D=r?["b.xzxz","b.ywyw"]:["b.xyxy","b.zwzw"],U="",te="";a&&(U=s?`vec4 activation(vec4 a) {
vec4 b = getPreluActivationWeightsAtOutCoords();
`+a+`
}`:`vec4 activation(vec4 x) {
`+a+`
}`,te="result = activation(result);");var oe=i?"result += getBiasAtOutCoords();":"";i&&this.variableNames.push("bias"),s&&this.variableNames.push("preluActivationWeights"),this.userCode=`
`+U+`
const float sharedDimension = `+l+`.0;
vec4 dot2x2ARowBCol(ivec3 rc) {
vec4 result = vec4(0);
for (int i = 0; i < `+l+`; i++) {
vec4 a = getMatrixA(rc.x, `+d+`);
vec4 b = getMatrixB(rc.x, `+A+`);
// These swizzled products need to be separately added.
// See: https://github.com/tensorflow/tfjs/issues/1735
result += (`+T[0]+" * "+D[0]+`);
result += (`+T[1]+" * "+D[1]+`);
}
return result;
}
void main() {
ivec3 rc = getOutputCoords();
vec4 result = dot2x2ARowBCol(rc);
`+oe+`
`+te+`
setOutput(result);
}
`},wh=function(){function n(t,e,r){this.variableNames=["probs"],this.outputShape=[t,r],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 n.prototype.getCustomSetupFunc=function(t){var e=this;return function(r,i){e.seedLoc==null&&(e.seedLoc=r.getUniformLocation(i,"seed")),r.gl.uniform1f(e.seedLoc,t)}},n}(),Ah=function(n,t,e,r){this.variableNames=["indices"],this.outputShape=[n,t],this.userCode=`
void main() {
ivec2 coords = getOutputCoords();
int index = round(getIndices(coords.x));
setOutput(mix(float(`+r+"), float("+e+`),
float(index == coords.y)));
}
`},xh=function(n){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0,this.outputShape=n;var t=n.length;if(t===0)this.userCode=`
void main() {
setOutput(vec4(getA(), 0., 0., 0.));
}
`;else{var e=li("rc",t),r=Gr(t),i=function(u,l,d){if(u===1)return"rc > "+l[0];for(var A="",T=u-2;T<u;T++)A+=d[T]+" >= "+l[T],T<u-1&&(A+="||");return A}(t,n,e),a=function(u,l,d,A){if(u===1)return"";var T=A.slice(-2);return`
int r = `+T[0]+`;
int c = `+T[1]+`;
int rp1 = r + 1;
int cp1 = c + 1;
bool cEdge = cp1 >= `+l+`;
bool rEdge = rp1 >= `+d+`;
`}(t,n[n.length-1],n[n.length-2],e),s=function(u,l){var d=u.length,A=function(T,D){for(var U=[],te=0;te<=1;te++)for(var oe=0;oe<=1;oe++){for(var ae=(te===0?"r":"rp1")+", "+(oe===0?"c":"cp1"),se=2;se<T;se++)ae=D[D.length-1-se]+","+ae;U.push(ae)}return U}(d,l);return d===1?`getA(rc),
rc + 1 >= `+u[0]+` ? 0. : getA(rc + 1),
0, 0`:"getA("+A[0]+`),
cEdge ? 0. : getA(`+A[1]+`),
rEdge ? 0. : getA(`+A[2]+`),
rEdge || cEdge ? 0. : getA(`+A[3]+")"}(n,e);this.userCode=`
void main() {
`+r+` rc = getOutputCoords();
if(`+i+`) {
setOutput(vec4(0));
} else {
`+a+`
setOutput(vec4(`+s+`));
}
}
`}},Eh=function(n,t,e){this.variableNames=["x"],this.outputShape=t.map(function(l,d){return l[0]+n[d]+l[1]});var r=n.length,i=Gr(r),a=t.map(function(l){return l[0]}).join(","),s=t.map(function(l,d){return l[0]+n[d]}).join(","),u=["coords[0]","coords[1]","coords[2]","coords[3]"].slice(0,r);this.userCode=r!==1?`
`+i+" start = "+i+"("+a+`);
`+i+" end = "+i+"("+s+`);
void main() {
`+i+` outC = getOutputCoords();
if (any(lessThan(outC, start)) || any(greaterThanEqual(outC, end))) {
setOutput(float(`+e+`));
} else {
`+i+` coords = outC - start;
setOutput(getX(`+u+`));
}
}
`:`
int start = `+a+`;
int end = `+s+`;
void main() {
int outC = getOutputCoords();
if (outC < start || outC >= end) {
setOutput(float(`+e+`));
} else {
setOutput(getX(outC - start));
}
}
`},Ch=function(n,t,e){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t.map(function(ae,se){return ae[0]+n[se]+ae[1]});for(var r=n.length,i=Gr(r),a=t.map(function(ae){return ae[0]}).join(","),s=t.map(function(ae,se){return ae[0]+n[se]}).join(","),u=li("rc",r),l=li("source",r),d=u[r-1]+" < "+this.outputShape[r-1],A=r===1?"source":"vec2("+l.slice(-2).join()+")",T=[i+" rc = outputLoc;",u[r-1]+` += 1;
if(`+d+`) {
`,r===1?"":`}
rc = outputLoc;
`+u[r-2]+` += 1;
if(`+u[r-2]+" < "+this.outputShape[r-2]+") {",r===1?"":" "+u[r-1]+` += 1;
if(`+d+") {"],D=r===1?"rc < start || rc >= end":"any(lessThan(rc, start)) || any(greaterThanEqual(rc, end))",U="",te=0,oe=r===1?2:4;te<oe;te++)U+=`
`+T[te]+`
if (`+D+`) {
result[`+te+"] = float("+e+`);
} else {
`+i+` source = rc - start;
result[`+te+"] = getChannel(getX("+l.join()+"), "+A+`);
}
`;U+=r===1?"} ":"}}",this.userCode=`
const `+i+" start = "+i+"("+a+`);
const `+i+" end = "+i+"("+s+`);
void main() {
`+i+` outputLoc = getOutputCoords();
vec4 result = vec4(0.);
`+U+`
setOutput(result);
}
`},Wu=function(n,t,e){if(this.variableNames=["x"],t==="avg"&&e)throw new Error("Cannot compute positions for average pool.");var r=n.filterWidth,i=n.strideHeight,a=n.strideWidth,s=n.dilationHeight,u=n.dilationWidth,l=n.effectiveFilterHeight,d=n.effectiveFilterWidth,A=n.padInfo.top,T=n.padInfo.left;this.outputShape=n.outShape;var D=t==="avg",U="0.0";if(D||(U="-1.0 / 1e-20"),e)this.userCode=`
const ivec2 strides = ivec2(`+i+", "+a+`);
const ivec2 pads = ivec2(`+A+", "+T+`);
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 < `+l+`;
wR += `+s+`) {
int xR = xRCorner + wR;
if (xR < 0 || xR >= `+n.inHeight+`) {
continue;
}
for (int wC = 0; wC < `+d+`;
wC += `+u+`) {
int xC = xCCorner + wC;
if (xC < 0 || xC >= `+n.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 * `+d+` + wC;
}
}
}
setOutput(float(minMaxPosition));
}
`;else{var te=t+"("+t+"("+t+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";t==="avg"&&(te="avgValue / count");var oe=4*Math.floor(r/4),ae=r%4,se=`
if (`+D+`) {
avgValue += dot(values, ones);
} else {
minMaxValue = max(values, minMaxValue);
}
`;this.userCode=`
const ivec2 strides = ivec2(`+i+", "+a+`);
const ivec2 pads = ivec2(`+A+", "+T+`);
const float initializationValue = `+U+`;
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 >= `+n.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(`+U+`);
float avgValue = 0.0;
count = 0.0;
for (int wR = 0; wR < `+l+`;
wR += `+s+`) {
int xR = xRCorner + wR;
if (xR < 0 || xR >= `+n.inHeight+`) {
continue;
}
for (int wC = 0; wC < `+oe+`; wC += 4) {
int xC = xCCorner + wC * `+u+`;
vec4 values = vec4(
getValue(batch, xR, xC, d),
getValue(batch, xR, xC + `+u+`, d),
getValue(batch, xR, xC + 2 * `+u+`, d),
getValue(batch, xR, xC + 3 * `+u+`, d)
);
`+se+`
}
int xC = xCCorner + `+oe+`;
if (`+(ae===1)+`) {
vec4 values = vec4(
getValue(batch, xR, xC, d),
initializationValue,
initializationValue,
initializationValue
);
`+se+`
} else if (`+(ae===2)+`) {
vec4 values = vec4(
getValue(batch, xR, xC, d),
getValue(batch, xR, xC + `+u+`, d),
initializationValue,
initializationValue
);
`+se+`
} else if (`+(ae===3)+`) {
vec4 values = vec4(
getValue(batch, xR, xC, d),
getValue(batch, xR, xC + `+u+`, d),
getValue(batch, xR, xC + 2 * `+u+`, d),
initializationValue
);
`+se+`
}
}
setOutput(`+te+`);
}
`}},zu=function(n,t,e){if(this.variableNames=["x"],t==="avg"&&e)throw new Error("Cannot compute positions for average pool.");var r=n.filterWidth,i=n.strideDepth,a=n.strideHeight,s=n.strideWidth,u=n.dilationDepth,l=n.dilationHeight,d=n.dilationWidth,A=n.effectiveFilterDepth,T=n.effectiveFilterHeight,D=n.effectiveFilterWidth,U=n.padInfo.front,te=n.padInfo.top,oe=n.padInfo.left;this.outputShape=n.outShape;var ae=t==="avg",se="0.0";if(ae||(se="-1.0 / 1e-20"),e)this.userCode=`
const ivec3 strides =
ivec3(`+i+", "+a+", "+s+`);
const ivec3 pads = ivec3(`+U+", "+te+", "+oe+`);
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 < `+A+`;
wD += `+u+`) {
int xD = xDCorner + wD;
if (xD < 0 || xD >= `+n.inDepth+`) {
continue;
}
for (int wR = 0; wR < `+T+`;
wR += `+l+`) {
int xR = xRCorner + wR;
if (xR < 0 || xR >= `+n.inHeight+`) {
continue;
}
for (int wC = 0; wC < `+D+`;
wC += `+d+`) {
int xC = xCCorner + wC;
if (xC < 0 || xC >= `+n.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 * `+T+" * "+D+` +
wR * `+D+` + wC;;
}
}
}
}
setOutput(float(minMaxPosition));
}
`;else{var we=t+"("+t+"("+t+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";t==="avg"&&(we="avgValue / count");var Ce=4*Math.floor(r/4),me=r%4,Se=`
if (`+ae+`) {
avgValue += dot(values, ones);
} else {
minMaxValue = max(values, minMaxValue);
}
`;this.userCode=`
const ivec3 strides =
ivec3(`+i+", "+a+", "+s+`);
const ivec3 pads = ivec3(`+U+", "+te+", "+oe+`);
const float initializationValue = `+se+`;
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 >= `+n.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(`+se+`);
float avgValue = 0.0;
count = 0.0;
for (int wD = 0; wD < `+A+`;
wD += `+u+`) {
int xD = xDCorner + wD;
if (xD < 0 || xD >= `+n.inDepth+`) {
continue;
}
for (int wR = 0; wR < `+T+`;
wR += `+l+`) {
int xR = xRCorner + wR;
if (xR < 0 || xR >= `+n.inHeight+`) {
continue;
}
for (int wC = 0; wC < `+Ce+`; wC += 4) {
int xC = xCCorner + wC * `+d+`;
vec4 values = vec4(
getValue(batch, xD, xR, xC, ch),
getValue(batch, xD, xR, xC + `+d+`, ch),
getValue(batch, xD, xR, xC + 2 * `+d+`, ch),
getValue(batch, xD, xR, xC + 3 * `+d+`, ch)
);
`+Se+`
}
int xC = xCCorner + `+Ce+`;
if (`+(me===1)+`) {
vec4 values = vec4(
getValue(batch, xD, xR, xC, ch),
initializationValue,
initializationValue,
initializationValue
);
`+Se+`
} else if (`+(me===2)+`) {
vec4 values = vec4(
getValue(batch, xD, xR, xC, ch),
getValue(batch, xD, xR, xC + `+d+`, ch),
initializationValue,
initializationValue
);
`+Se+`
} else if (`+(me===3)+`) {
vec4 values = vec4(
getValue(batch, xD, xR, xC, ch),
getValue(batch, xD, xR, xC + `+d+`, ch),
getValue(batch, xD, xR, xC + 2 * `+d+`, ch),
initializationValue
);
`+Se+`
}
}
setOutput(`+we+`);
}
}
`}},Sh=function(n,t){this.variableNames=["x"];var e=n.windowSize,r=n.batchSize,i=n.inSize,a=Math.ceil(i/e);this.outputShape=[r,a];var s="0.0",u="";t==="prod"?s="1.0":t==="min"?(s="1.0 / 1e-20",u="min"):t==="max"&&(s="-1.0 / 1e-20",u="max");var l=t+"("+t+"("+t+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";t==="sum"?l="sumValue":t==="prod"?l="prodValue":t==="all"?l="allValue":t==="any"&&(l="anyValue");var d=4*Math.floor(e/4),A=e%4,T=`
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 = `+u+`(values, minMaxValue);
}
`,D="vec4";t==="all"?(s="1.0",T=`
bool reducedAllValue = all(values);
float floatedReducedAllValue = float(reducedAllValue);
allValue = float(allValue >= 1.0 && floatedReducedAllValue >= 1.0);
`,D="bvec4"):t==="any"&&(s="0.0",T=`
bool reducedAnyValue = any(values);
float floatedReducedAnyValue = float(reducedAnyValue);
anyValue = float(anyValue >= 1.0 || floatedReducedAnyValue >= 1.0);
`,D="bvec4");var U="";i%e>0&&(U=`
if (inIdx < 0 || inIdx >= `+i+`) {
return initializationValue;
}
`),this.userCode=`
const float initializationValue = `+s+`;
const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);
float getValue(int batch, int inIdx) {
`+U+`
return getX(batch, inIdx);
}
void main() {
ivec2 coords = getOutputCoords();
int batch = coords[0];
int outIdx = coords[1];
int inOffset = outIdx * `+e+`;
vec4 minMaxValue = vec4(`+s+`);
float prodValue = 1.0;
float sumValue = 0.0;
float allValue = 1.0;
float anyValue = 0.0;
for (int i = 0; i < `+d+`; i += 4) {
int inIdx = inOffset + i;
`+D+" values = "+D+`(
getValue(batch, inIdx),
getValue(batch, inIdx + 1),
getValue(batch, inIdx + 2),
getValue(batch, inIdx + 3)
);
`+T+`
}
int inIdx = inOffset + `+d+`;
if (`+(A===1)+`) {
`+D+" values = "+D+`(
getValue(batch, inIdx),
initializationValue,
initializationValue,
initializationValue
);
`+T+`
} else if (`+(A===2)+`) {
`+D+" values = "+D+`(
getValue(batch, inIdx),
getValue(batch, inIdx + 1),
initializationValue,
initializationValue
);
`+T+`
} else if (`+(A===3)+`) {
`+D+" values = "+D+`(
getValue(batch, inIdx),
getValue(batch, inIdx + 1),
getValue(batch, inIdx + 2),
initializationValue
);
`+T+`
}
setOutput(`+l+`);
}
`},Ih=function(n,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=n;for(var e="",r=0;r<4;r++){var i="thisRC = rc;";r%2==1&&(i+="thisRC.z += 1;"),r>1&&(i+="thisRC.y += 1;"),e+=`
`+i+`
`+(r>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[`+r+`] =
getChannel(getA(inputRC.x, inputRC.y, inputRC.z), inputRCInnerDims);
`+(r>0?"}":"")+`
`}this.userCode=`
ivec3 inputCoordsFromReshapedOutCoords(int index) {
`+po(["r","c","d"],t)+`
return ivec3(r, c, d);
}
`+Nu(n)+`
void main() {
ivec3 rc = getOutputCoords();
vec4 result = vec4(0.);
ivec3 thisRC;
int rows = `+n[1]+`;
int cols = `+n[2]+`;
`+e+`
setOutput(result);
}
`},Th=function(n,t,e){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t.shape;var r=t.shape,i=r[1],a=r[2],s=n.shape,u=s[1],l=s[2],d=[e&&u>1?i-1:i,e&&l>1?a-1:a],A=[e&&u>1?u-1:u,e&&l>1?l-1:l],T=d[0]/A[0],D=d[1]/A[1],U=1/T,te=1/D,oe=2*Math.ceil(U)+2,ae=2*Math.ceil(te)+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(`+T+`);
const float widthScale = float(`+D+`);
const float invHeightScale = float(`+U+`);
const float invWidthScale = float(`+te+`);
const int winHeight = int(`+oe+`);
const int winWidth = int(`+ae+`);
// 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 >= `+u+`) {
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 >= `+l+`) {
continue;
}
float dxR = float(dyR) * heightScale;
int topDxRIndex = int(floor(dxR));
int bottomDxRIndex = int(min(ceil(dxR), `+(i-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);
}
`},Rh=function(n,t,e,r){this.variableNames=["A"],this.outputShape=[];var i=n[0],a=n[1],s=n[2],u=n[3];this.outputShape=[i,t,e,u];var l=[r&&t>1?a-1:a,r&&e>1?s-1:s],d=[r&&t>1?t-1:t,r&&e>1?e-1:e];this.userCode=`
const vec2 effectiveInputOverOutputRatioRC = vec2(
`+l[0]/d[0]+`,
`+l[1]/d[1]+`);
const vec2 inputShapeRC = vec2(`+a+".0, "+s+`.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);
}
`},kh=function(n,t,e,r){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[];var i=n[0],a=n[1],s=n[2],u=n[3];this.outputShape=[i,t,e,u];var l=[r&&t>1?a-1:a,r&&e>1?s-1:s],d=[r&&t>1?t-1:t,r&&e>1?e-1:e];this.userCode=`
const vec3 effectiveInputOverOutputRatioRC = vec3(
`+l[0]/d[0]+`,
`+l[1]/d[1]+`,
`+l[1]/d[1]+`);
const vec3 inputShapeRC = vec3(`+a+".0, "+s+`.0,
`+s+`.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 < `+(u-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);
}
`},Oh=function(n,t,e){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t.shape;var r=t.shape,i=r[1],a=r[2],s=n.shape,u=s[1],l=s[2],d=[e&&u>1?i-1:i,e&&l>1?a-1:a],A=[e&&u>1?u-1:u,e&&l>1?l-1:l],T=d[0]/A[0],D=d[1]/A[1],U=1/T,te=1/D,oe=2*Math.ceil(U)+2,ae=2*Math.ceil(te)+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(`+T+`);
const float widthScale = float(`+D+`);
const float invHeightScale = float(`+U+`);
const float invWidthScale = float(`+te+`);
const int winHeight = int(`+oe+`);
const int winWidth = int(`+ae+`);
// 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 >= `+u+`) {
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 >= `+l+`) {
continue;
}
float sourceFracRow =
float(`+d[0]+`) *
(float(dyR) / float(`+A[0]+`));
float sourceFracCol =
float(`+d[1]+`) *
(float(dyC) / float(`+A[1]+`));
int sourceNearestRow = int(min(
float(int(`+i+`) - 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);
}
`},Dh=function(n,t,e,r){this.variableNames=["A"],this.outputShape=[];var i=n[0],a=n[1],s=n[2],u=n[3];this.outputShape=[i,t,e,u];var l=[r&&t>1?a-1:a,r&&e>1?s-1:s],d=[r&&t>1?t-1:t,r&&e>1?e-1:e],A=r?"0.5":"0.0";this.userCode=`
const vec2 effectiveInputOverOutputRatioRC = vec2(
`+l[0]/d[0]+`,
`+l[1]/d[1]+`);
const vec2 inputShapeRC = vec2(`+a+".0, "+s+`.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 + `+A+`)));
float newValue = getA(b, sourceNearestRC.x, sourceNearestRC.y, d);
setOutput(newValue);
}
`},jh=function(n,t){this.variableNames=["x"];var e=n.length;if(e>4)throw new Error("WebGL backend: Reverse of rank-"+e+" tensor is not yet supported");if(this.outputShape=n,e!==1){var r=n.map(function(a,s){return function(u){return t.indexOf(u)!==-1&&n[u]!==1?n[u]+" - coords["+u+"] - 1":"coords["+u+"]"}(s)}).join(","),i=Gr(e);this.userCode=`
void main() {
`+i+` coords = getOutputCoords();
setOutput(getX(`+r+`));
}
`}else this.userCode=`
void main() {
int coord = getOutputCoords();
setOutput(getX(`+n[0]+` - coord - 1));
}
`},Ph=function(n,t){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0;var e=n.length;if(e>4)throw new Error("WebGL backend: Reverse of rank-"+e+" tensor is not yet supported");this.outputShape=n;var r=li("rc",e),i=r[e-1]+" + 1 < "+this.outputShape[e-1],a=r[e-2]+" + 1 < "+this.outputShape[e-2],s=Gr(e);function u(l){var d=n.map(function(A,T){return function(D,U){return t.indexOf(D)!==-1&&n[D]!==1?n[D]+" - "+U[D]+" - 1":""+U[D]}(T,l)});return"getChannel(getX("+d.join(",")+"), vec2("+d.slice(-2).join(",")+"))"}this.userCode=e===1?`
void main(){
int rc = getOutputCoords();
vec4 result = vec4(0.);
result.r = getChannel(getX(`+n[0]+` - rc - 1),
`+n[0]+` - rc - 1);
if(`+i+`){
result.g = getChannel(getX(`+n[0]+` - (rc + 1) - 1),
`+n[0]+` - (rc + 1) - 1);
}
setOutput(result);
}
`:`
void main() {
`+s+` rc = getOutputCoords();
vec4 result = vec4(0.);
result.r = `+function(l){return u(l)}(r.slice())+`;
if(`+i+`){
result.g = `+function(l){return l[e-1]="("+l[e-1]+" + 1)",u(l)}(r.slice())+`;
}
if(`+a+`) {
result.b = `+function(l){return l[e-2]="("+l[e-2]+" + 1)",u(l)}(r.slice())+`;
if(`+i+`) {
result.a = `+function(l){return l[e-1]="("+l[e-1]+" + 1)",l[e-2]="("+l[e-2]+" + 1)",u(l)}(r.slice())+`;
}
}
setOutput(result);
}
`},qc=function(n,t,e,r,i,a,s){s===void 0&&(s=!0),this.variableNames=["updates","indices","defaultValue"],this.outputShape=a;var u=Gr(i.length),l=Gr(a.length),d="";e===1?d="i":e===2&&(d="i, j");var A="getIndices("+d+")",T="";r===1?T="i":r===2&&(T="i, coords[1]");var D="getUpdates("+T+")",U=t>1?"strides[j]":"strides";this.userCode=`
`+u+" strides = "+u+"("+i+`);
void main() {
`+l+` coords = getOutputCoords();
float sum = 0.0;
bool found = false;
for (int i = 0; i < `+n+`; i++) {
int flattenedIndex = 0;
for (int j = 0; j < `+t+`; j++) {
int index = round(`+A+`);
flattenedIndex += index * `+U+`;
}
if (flattenedIndex == coords[0]) {
sum += `+D+`;
found = true;
}
}
setOutput(mix(getDefaultValue(), sum, float(found)));
}
`},Bh=function(n,t){this.variableNames=["x","segmentIds"];var e=n.windowSize,r=n.batchSize,i=n.inSize,a=n.numSegments,s=a*Math.ceil(i/e);this.outputShape=[r,s];var u=4*Math.floor(e/4),l=e%4,d=`
sumValue += dot(values, segFilter);
`,A="";i%e>0&&(A=`
if (inIdx < 0 || inIdx >= `+i+`) {
return initializationValue;
}
`);var T="";i%e>0&&(T=`
if (inIdx < 0 || inIdx >= `+i+`) {
return -1.0;
}
`),this.userCode=`
const float initializationValue = 0.0;
float getValue(int batch, int inIdx) {
`+A+`
return getX(batch, inIdx);
}
float getSegmentIdAtIndex(int inIdx) {
`+T+`
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 < `+u+`; 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
);
`+d+`
}
int inIdx = inOffset + `+u+`;
if (`+(l===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
);
`+d+`
} else if (`+(l===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
);
`+d+`
} else if (`+(l===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
);
`+d+`
}
setOutput(sumValue);
}
`},_h=function(n,t,e){var r,i;if(this.variableNames=["c","a","b"],this.outputShape=t,e>4)throw Error("Where for rank "+e+" is not yet supported");if(e===1)i="resRC",r="resRC";else{for(var a=["resRC.x","resRC.y","resRC.z","resRC.w"],s=[],u=[],l=0;l<t.length;l++)u.push(""+a[l]),l<n&&s.push(""+a[l]);r=s.join(),i=u.join()}var d=Gr(e);this.userCode=`
void main() {
`+d+` resRC = getOutputCoords();
float cVal = getC(`+r+`);
if (cVal >= 1.0) {
setOutput(getA(`+i+`));
} else {
setOutput(getB(`+i+`));
}
}
`},Mh=function(){function n(t){this.variableNames=["source"],this.outputShape=t,this.rank=t.length;var e,r=Gr(this.rank),i="uniform int start["+this.rank+"];",a=function(s){if(s===1)return"sourceLoc";if(s<=6)return Vu.slice(0,s).map(function(u){return"sourceLoc."+u}).join(",");throw Error("Slicing for rank "+s+" is not yet supported")}(this.rank);e=`
`+r+` sourceLoc;
`+r+` coords = getOutputCoords();
`+t.map(function(s,u){return"sourceLoc."+Vu[u]+" = start["+u+"] + coords."+Vu[u]+";"}).join(`
`)+`
`,this.userCode=`
`+i+`
void main() {
`+e+`
setOutput(getSource(`+a+`));
}
`}return n.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(r,i){e.startLoc==null&&(e.startLoc=r.getUniformLocationNoThrow(i,"start"),e.startLoc==null)||r.gl.uniform1iv(e.startLoc,t)}},n}(),Vu=["x","y","z","w","u","v"],Nh=function(){function n(t){this.variableNames=["source"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t,this.rank=t.length;var e=Gr(this.rank),r=li("coords",this.rank),i=li("sourceLoc",this.rank),a=this.rank===1?"sourceLoc":"vec2("+i.slice(-2).join()+")",s="getChannel(getSource("+i.join()+"), "+a+")",u=`
result.x = `+s+`;
if (++`+r[this.rank-1]+" < "+t[this.rank-1]+`) {
++`+i[this.rank-1]+`;
result.y = `+s+`;
--`+i[this.rank-1]+`;
}
`,l=this.rank===1?"":`
--`+r[this.rank-1]+`;
if (++`+r[this.rank-2]+" < "+t[this.rank-2]+`) {
++`+i[this.rank-2]+`;
result.z = `+s+`;
if (++`+r[this.rank-1]+" < "+t[this.rank-1]+`) {
++`+i[this.rank-1]+`;
result.w = `+s+`;
}
}
`,d=this.rank<=4?`sourceLoc = coords +
`+e+"("+t.map(function(A,T){return"start["+T+"]"}).join()+");":t.map(function(A,T){return i[T]+" = "+r[T]+" + start["+T+"];"}).join(`
`);this.userCode=`
uniform int start[`+this.rank+`];
void main() {
`+e+` coords = getOutputCoords();
`+e+` sourceLoc;
`+d+`
vec4 result = vec4(0.);
`+u+`
`+l+`
setOutput(result);
}
`}return n.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(r,i){e.startLoc==null&&(e.startLoc=r.getUniformLocationNoThrow(i,"start"),e.startLoc==null)||r.gl.uniform1iv(e.startLoc,t)}},n}(),Fh=function(n,t,e){this.variableNames=["x"],this.outputShape=e;var r=e.length,i=Gr(e.length),a=Gr(e.length),s="";if(r===1)s="coords * strides + begin";else{var u=0;s=e.map(function(l,d){return u++,e.length===1?"coords * strides["+d+"] + begin["+d+"]":"coords["+(u-1)+"] * strides["+d+"] + begin["+d+"]"}).join(",")}this.userCode=`
`+i+" begin = "+i+"("+n+`);
`+i+" strides = "+i+"("+t+`);
void main() {
`+a+` coords = getOutputCoords();
setOutput(getX(`+s+`));
}
`},Lh=function(){function n(t){this.gpgpu=t,this.numUsedTextures=0,this.numFreeTextures=0,this.freeTextures={},this.logEnabled=!1,this.usedTextures={}}return n.prototype.acquireTexture=function(t,e,r){var i,a=ef(e,r),s=tf(t,a,r);if(s in this.freeTextures||(this.freeTextures[s]=[]),s in this.usedTextures||(this.usedTextures[s]=[]),this.freeTextures[s].length>0){this.numFreeTextures--,this.numUsedTextures++,this.log();var u=this.freeTextures[s].shift();return this.usedTextures[s].push(u),u}return this.numUsedTextures++,this.log(),a===Yr.PACKED_2X2_FLOAT32?i=this.gpgpu.createPackedMatrixTexture(t[0],t[1]):a===Yr.PACKED_2X2_FLOAT16?i=this.gpgpu.createFloat16PackedMatrixTexture(t[0],t[1]):a===Yr.UNPACKED_FLOAT32?i=this.gpgpu.createFloat32MatrixTexture(t[0],t[1]):a===Yr.UNPACKED_FLOAT16?i=this.gpgpu.createFloat16MatrixTexture(t[0],t[1]):a===Yr.PACKED_4X1_UNSIGNED_BYTE&&(i=this.gpgpu.createUnsignedBytesMatrixTexture(t[0],t[1])),this.usedTextures[s].push(i),i},n.prototype.releaseTexture=function(t,e,r,i){if(this.freeTextures!=null){var a=tf(e,ef(r,i),i);a in this.freeTextures||(this.freeTextures[a]=[]),this.freeTextures[a].push(t),this.numFreeTextures++,this.numUsedTextures--;var s=this.usedTextures[a],u=s.indexOf(t);if(u<0)throw new Error("Cannot release a texture that was never provided by this texture manager");s.splice(u,1),this.log()}},n.prototype.log=function(){if(this.logEnabled){var t=this.numFreeTextures+this.numUsedTextures;console.log("Free/Used",this.numFreeTextures+" / "+this.numUsedTextures,"("+t+")")}},n.prototype.getNumUsedTextures=function(){return this.numUsedTextures},n.prototype.getNumFreeTextures=function(){return this.numFreeTextures},n.prototype.dispose=function(){var t=this;if(this.freeTextures!=null){for(var e in this.freeTextures)this.freeTextures[e].forEach(function(r){t.gpgpu.deleteMatrixTexture(r)});for(var e in this.usedTextures)this.usedTextures[e].forEach(function(i){t.gpgpu.deleteMatrixTexture(i)});this.freeTextures=null,this.usedTextures=null,this.numUsedTextures=0,this.numFreeTextures=0}},n}();function ef(n,t){if(n===Cn.UPLOAD)return Yr.PACKED_2X2_FLOAT32;if(n===Cn.RENDER||n==null)return function(e){return P().getBool("WEBGL_RENDER_FLOAT32_ENABLED")?e?Yr.PACKED_2X2_FLOAT32:Yr.UNPACKED_FLOAT32:e?Yr.PACKED_2X2_FLOAT16:Yr.UNPACKED_FLOAT16}(t);if(n===Cn.DOWNLOAD||n===Cn.PIXELS)return Yr.PACKED_4X1_UNSIGNED_BYTE;throw new Error("Unknown logical texture type "+n)}function tf(n,t,e){return n[0]+"_"+n[1]+"_"+t+"_"+e}var Uh=function(n,t){this.variableNames=["A"];for(var e=new Array(n.length),r=0;r<e.length;r++)e[r]=n[r]*t[r];this.outputShape=e,this.rank=e.length;var i=Gr(this.rank),a=function(s){var u=s.length;if(u>5)throw Error("Tile for rank "+u+" is not yet supported");if(u===1)return"imod(resRC, "+s[0]+")";for(var l=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u"],d=[],A=0;A<s.length;A++)d.push("imod("+l[A]+", "+s[A]+")");return d.join()}(n);this.userCode=`
void main() {
`+i+` resRC = getOutputCoords();
setOutput(getA(`+a+`));
}
`},Wh=function(n,t){this.variableNames=["A"];for(var e=new Array(n.length),r=0;r<e.length;r++)e[r]=n[t[r]];this.outputShape=e,this.rank=e.length;var i=Gr(this.rank),a=function(s){var u=s.length;if(u>6)throw Error("Transpose for rank "+u+" is not yet supported");for(var l=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u","resRC.v"],d=new Array(u),A=0;A<s.length;A++)d[s[A]]=l[A];return d.join()}(t);this.userCode=`
void main() {
`+i+` resRC = getOutputCoords();
setOutput(getA(`+a+`));
}
`},zh=function(n,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0;for(var e=new Array(n.length),r=0;r<e.length;r++)e[r]=n[t[r]];if(this.outputShape=e,this.rank=e.length,this.rank>6)throw Error("Packed transpose for rank "+this.rank+" is not yet supported.");var i=Gr(this.rank),a=Ec("rc",this.rank),s=new Array(this.rank);for(r=0;r<t.length;r++)s[t[r]]=a[r];var u="vec2("+s.slice(-2).join()+")",l="++"+a[this.rank-1]+" < "+e[this.rank-1],d="getChannel(getA("+s.join()+"), "+u+")";this.userCode=`
void main() {
`+i+` rc = getOutputCoords();
vec4 result = vec4(0.);
result[0] = `+d+`;
if(`+l+`) {
result[1] = `+d+`;
}
--`+a[this.rank-1]+`;
if(++`+a[this.rank-2]+" < "+e[this.rank-2]+`) {
result[2] = `+d+`;
if(`+l+`) {
result[3] = `+d+`;
}
}
setOutput(result);
}
`},Qu=1.7580993408473768,Hu=1.0507009873554805,Jt=function(n,t){this.variableNames=["A"],this.outputShape=n,this.userCode=`
float unaryOperation(float x) {
`+t+`
}
void main() {
float x = getAAtOutCoords();
float y = unaryOperation(x);
setOutput(y);
}
`},Ui="if (isnan(x)) return x;",Vh="return x;",rf="return abs(x);",nf=Ui+`
return (x < 0.0) ? 0.0 : x;
`,af=Ui+`
return (x < 0.0) ? 0.0 : min(6.0, x);
`,of="return (x >= 0.0) ? x : (exp(x) - 1.0);",Qh=`
// Stable and Attracting Fixed Point (0, 1) for Normalized Weights.
// see: https://arxiv.org/abs/1706.02515
float scaleAlpha = `+Qu+`;
float scale = `+Hu+`;
return (x >= 0.0) ? scale * x : scaleAlpha * (exp(x) - 1.0);
`,sf="return -x;",uf="return ceil(x);",lf="return floor(x);",cf="return exp(x);",ff="return exp(x) - 1.0;",Hh=Ui+`
return sin(x);
`,Gh=Ui+`
return cos(x);
`,Xh=Ui+`
if (abs(x) > 1.) {
return NAN;
}
return asin(x);
`,Kh=Ui+`
if (abs(x) > 1.) {
return NAN;
}
return acos(x);
`,Zh=Ui+`
return atan(x);
`,Jh=Ui+"return log(x + sqrt(x * x + 1.0));",Yh=Ui+`
if (x < 1.0) return NAN;
return log(x + sqrt(x * x - 1.0));`,$h=Ui+`
if ((x < -1.0) || (x > 1.0)) return NAN;
return (log(1.0 + x) - log(1.0 - x)) / 2.0;`,$s="return x;",qh="return x;",df=`
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;
`,pf=`
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;
`,hf=`
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;
`,ws=function(n,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=n,this.userCode=`
vec4 unaryOperation(vec4 x) {
`+t+`
}
void main() {
vec4 x = getAAtOutCoords();
vec4 y = unaryOperation(x);
setOutput(y);
}
`},ev=function(n){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!1,this.outputShape=n;var t=n.length,e=li("rc",t),r=Gr(t),i=function(u,l){if(u===1)return"rc";for(var d="",A=0;A<u;A++)d+=l[A],A<u-1&&(d+=",");return d}(t,e),a=e.slice(-2),s=t<=1?"rc":"vec2("+a.join(",")+")";this.userCode=`
void main() {
`+r+` rc = getOutputCoords();
vec4 packedInput = getA(`+i+`);
setOutput(getChannel(packedInput, `+s+`));
}
`},eu={};function tu(n,t){if(t===void 0&&(t=!1),n==="linear")return t?qh:Vh;if(n==="relu")return t?df:nf;if(n==="elu")return t?hf:of;if(n==="relu6")return t?pf:af;if(n==="prelu")return t?kc:Rc;throw new Error("Activation "+n+" has not been implemented for the WebGL backend.")}var tv=600,vf=function(n){function t(e){var r,i=n.call(this)||this;if(i.pendingRead=new WeakMap,i.pendingDisposal=new WeakSet,i.dataRefCount=new WeakMap,i.numBytesInGPU=0,i.uploadWaitMs=0,i.downloadWaitMs=0,i.warnedAboutMemory=!1,i.pendingDeletes=0,i.disposed=!1,!P().getBool("HAS_WEBGL"))throw new Error("WebGL is not supported on this device");if(e==null){var a=gn(P().getNumber("WEBGL_VERSION"));i.binaryCache=((r=P().getNumber("WEBGL_VERSION"))in eu||(eu[r]={}),eu[r]),i.gpgpu=new Yc(a),i.canvas=a.canvas,i.gpgpuCreatedLocally=!0}else i.gpgpu=e,i.binaryCache={},i.gpgpuCreatedLocally=!1,i.canvas=e.gl.canvas;return i.textureManager=new Lh(i.gpgpu),i.numMBBeforeWarning=P().global.screen==null?1024:P().global.screen.height*P().global.screen.width*window.devicePixelRatio*tv/1024/1024,i.texData=new co(i,Ge),i}return I(t,n),t.prototype.numDataIds=function(){return this.texData.numDataIds()+(this.cpuBackend?this.cpuBackend.numDataIds():0)-this.pendingDeletes},t.prototype.write=function(e,r,i){if(P().getBool("DEBUG")&&this.checkNumericalProblems(e),i==="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:r,dtype:i,values:e,usage:Cn.UPLOAD}),a},t.prototype.move=function(e,r,i,a){if(P().getBool("DEBUG")&&this.checkNumericalProblems(r),a==="complex64")throw new Error("Cannot write to a complex64 dtype. Please use tf.complex(real, imag).");this.texData.set(e,{shape:i,dtype:a,values:r,usage:Cn.UPLOAD})},t.prototype.readSync=function(e){var r=this.texData.get(e),i=r.values,a=r.dtype,s=r.complexTensors,u=r.slice,l=r.shape,d=r.isPacked;if(u!=null){var A=void 0;A=d?new ws(l,$s):new Jt(l,$s);var T=this.runWebGLProgram(A,[{dataId:e,shape:l,dtype:a}],a),D=this.readSync(T.dataId);return this.disposeData(T.dataId),D}if(i!=null)return this.convertAndCacheOnCPU(e);if(a==="string")return i;var U,te,oe=this.activeTimers!=null;return oe&&(U=Ye()),a==="complex64"?te=rn(s.real.dataSync(),s.imag.dataSync()):te=this.getValuesFromTexture(e),oe&&(this.downloadWaitMs+=Ye()-U),this.convertAndCacheOnCPU(e,te)},t.prototype.read=function(e){return C(this,void 0,void 0,function(){var r,i,a,s,u,l,d,A,T,D,U,te,oe,ae,se,we,Ce,me,Se,Re,Ue,We;return E(this,function(Ne){switch(Ne.label){case 0:if(this.pendingRead.has(e))return r=this.pendingRead.get(e),[2,new Promise(function(Le){return r.push(Le)})];if(i=this.texData.get(e),a=i.values,s=i.shape,u=i.slice,l=i.dtype,d=i.complexTensors,A=i.isPacked,u!=null)return T=void 0,T=A?new ws(s,$s):new Jt(s,$s),D=this.runWebGLProgram(T,[{dataId:e,shape:s,dtype:l}],l),U=this.read(D.dataId),this.disposeData(D.dataId),[2,U];if(a!=null)return[2,this.convertAndCacheOnCPU(e)];if(!P().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED")&&P().getNumber("WEBGL_VERSION")===2)throw new Error("tensor.data() with WEBGL_DOWNLOAD_FLOAT_ENABLED=false and WEBGL_VERSION=2 not yet supported.");return te=null,l!=="complex64"&&P().get("WEBGL_BUFFER_SUPPORTED")&&(oe=this.decode(e),ae=this.texData.get(oe.dataId),te=(We=this.gpgpu).createBufferFromTexture.apply(We,[ae.texture].concat(ji(s)))),this.pendingRead.set(e,[]),l==="complex64"?[3,2]:[4,this.gpgpu.createAndWaitForFence()];case 1:Ne.sent(),Ne.label=2;case 2:return l!=="complex64"?[3,4]:[4,Promise.all([d.real.data(),d.imag.data()])];case 3:return we=Ne.sent(),Ce=we[0],me=we[1],se=rn(Ce,me),[3,5];case 4:te==null?se=this.getValuesFromTexture(e):(Se=le(s),se=this.gpgpu.downloadFloat32MatrixFromBuffer(te,Se)),Ne.label=5;case 5:return oe!=null&&this.disposeData(oe.dataId),Re=this.convertAndCacheOnCPU(e,se),Ue=this.pendingRead.get(e),this.pendingRead.delete(e),Ue.forEach(function(Le){return Le(Re)}),this.pendingDisposal.has(e)&&(this.pendingDisposal.delete(e),this.disposeData(e),this.pendingDeletes--),[2,Re]}})})},t.prototype.checkNumericalProblems=function(e){if(e!=null)for(var r=0;r<e.length;r++){var i=e[r];if(!Du(i))throw P().getBool("WEBGL_RENDER_FLOAT32_CAPABLE")?Error("The value "+i+" cannot be represented with your current settings. Consider enabling float32 rendering: 'tf.env().set('WEBGL_RENDER_FLOAT32_ENABLED', true);'"):Error("The value "+i+" cannot be represented on this device.")}},t.prototype.getValuesFromTexture=function(e){var r,i=this.texData.get(e),a=i.shape,s=i.dtype,u=i.isPacked,l=le(a);if(P().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED")){var d=this.decode(e),A=this.texData.get(d.dataId),T=(r=this.gpgpu).downloadMatrixFromPackedTexture.apply(r,[A.texture].concat(ji(a))).subarray(0,l);return this.disposeData(d.dataId),T}var D=P().getBool("WEBGL_PACK")&&u===!0,U=D?ko(a):a,te=D?new ah(U):new ih(U),oe=this.runWebGLProgram(te,[{shape:U,dtype:s,dataId:e}],"float32"),ae=this.texData.get(oe.dataId),se=this.gpgpu.downloadByteEncodedFloatMatrixFromOutputTexture(ae.texture,ae.texShape[0],ae.texShape[1]).subarray(0,l);return this.disposeData(oe.dataId),se},t.prototype.time=function(e){return C(this,void 0,void 0,function(){var r,i,a,s,u,l,d;return E(this,function(A){switch(A.label){case 0:return r=this.activeTimers,i=[],a=!1,this.programTimersStack==null?(this.programTimersStack=i,a=!0):this.activeTimers.push(i),this.activeTimers=i,e(),s=be(this.activeTimers.map(function(T){return T.query})).filter(function(T){return T!=null}),u=be(this.activeTimers.map(function(T){return T.name})).filter(function(T){return T!=null}),this.activeTimers=r,a&&(this.programTimersStack=null),l={uploadWaitMs:this.uploadWaitMs,downloadWaitMs:this.downloadWaitMs,kernelMs:null,wallMs:null},P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?[4,Promise.all(s)]:[3,2];case 1:return d=A.sent(),l.kernelMs=Ae(d),l.getExtraProfileInfo=function(){return d.map(function(T,D){return{name:u[D],ms:T}}).map(function(T){return T.name+": "+T.ms}).join(", ")},[3,3];case 2:l.kernelMs={error:"WebGL query timers are not supported in this environment."},A.label=3;case 3:return this.uploadWaitMs=0,this.downloadWaitMs=0,[2,l]}})})},t.prototype.memory=function(){return{unreliable:!1,numBytesInGPU:this.numBytesInGPU}},t.prototype.startTimer=function(){return P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?this.gpgpu.beginQuery():{startMs:Ye(),endMs:null}},t.prototype.endTimer=function(e){return P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?(this.gpgpu.endQuery(),e):(e.endMs=Ye(),e)},t.prototype.getQueryTime=function(e){return C(this,void 0,void 0,function(){var r;return E(this,function(i){return P().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?[2,this.gpgpu.waitForQueryAndGetTime(e)]:[2,(r=e).endMs-r.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 r=this.texData.get(e).complexTensors;r!=null&&(r.real.dispose(),r.imag.dispose()),this.texData.delete(e)}}},t.prototype.releaseGPUData=function(e){var r=this.texData.get(e),i=r.texture,a=r.dtype,s=r.texShape,u=r.usage,l=r.isPacked,d=r.slice,A=d&&d.origDataId||e,T=this.dataRefCount.get(A);T>1?this.dataRefCount.set(A,T-1):(this.dataRefCount.delete(A),i!=null&&(this.numBytesInGPU-=this.computeBytes(s,a),this.textureManager.releaseTexture(i,s,u,l)));var D=this.texData.get(e);D.texture=null,D.texShape=null,D.isPacked=!1,D.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 P().getBool("WEBGL_CPU_FORWARD")?(this.cpuBackend==null&&(this.cpuBackend=Ge.findBackend("cpu")),this.cpuBackend):null},t.prototype.shouldExecuteOnCPU=function(e,r){var i=this;return r===void 0&&(r=128),this.getCPUBackend()!=null&&e.every(function(a){return i.texData.get(a.dataId).texture==null&&a.size<r})},t.prototype.getGPGPUContext=function(){return this.gpgpu},t.prototype.complex=function(e,r){var i=this.makeOutput(e.shape,"complex64");return this.texData.get(i.dataId).complexTensors={real:Ge.keep(e.clone()),imag:Ge.keep(r.clone())},i},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,r,i){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.slice(e,r,i);if(le(i)===0)return Mt([],i,e.dtype);var a=this.texData.get(e.dataId).isPacked,s=si(e.shape,r,i);if(a||!s){var u=P().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new Nh(i):new Mh(i),l=u.getCustomSetupFunc(r);return this.compileAndRun(u,[e],null,l)}return this.uploadToGPU(e.dataId),this.shallowSlice(e,r,i)},t.prototype.shallowSlice=function(e,r,i){var a=this.texData.get(e.dataId),s=this.makeOutput(i,e.dtype),u=this.texData.get(s.dataId);Object.assign(u,a),u.shape=i,u.dtype=e.dtype;var l=Jn(r,e.strides);a.slice&&(l+=a.slice.flatOffset),u.slice={flatOffset:l,origDataId:a.slice&&a.slice.origDataId||e.dataId};var d=this.dataRefCount.get(u.slice.origDataId)||1;return this.dataRefCount.set(u.slice.origDataId,d+1),s},t.prototype.stridedSlice=function(e,r,i,a){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.stridedSlice(e,r,i,a);var s=oi(r,i,a);if(s.some(function(l){return l===0}))return Mt([],s);var u=new Fh(r,a,s);return this.compileAndRun(u,[e])},t.prototype.reverse=function(e,r){var i=P().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new Ph(e.shape,r):new jh(e.shape,r);return this.compileAndRun(i,[e])},t.prototype.concat=function(e,r){if(e[0].dtype==="complex64"){var i=e.map(function(U){return Tr(U)}),a=e.map(function(U){return Hr(U)});return Fr(this.concat(i,r),this.concat(a,r))}if(this.shouldExecuteOnCPU(e))return this.cpuBackend.concat(e,r);if(e.length===1)return e[0];if(e.length>P().getNumber("WEBGL_MAX_TEXTURES_IN_SHADER")){var s=Math.floor(e.length/2),u=this.concat(e.slice(0,s),r),l=this.concat(e.slice(s),r);return this.concat([u,l],r)}if(P().getBool("WEBGL_PACK_ARRAY_OPERATIONS")&&e[0].rank>1){var d=new Qp(e.map(function(U){return U.shape}),r);return this.compileAndRun(d,e)}var A=On(e.map(function(U){return U.shape}),r),T=e.map(function(U){return U.as2D(-1,le(U.shape.slice(r)))}),D=new Vp(T.map(function(U){return U.shape}));return this.compileAndRun(D,T).reshape(A)},t.prototype.neg=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.neg(e);if(P().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,sf,e.dtype);var r=new Jt(e.shape,sf);return this.compileAndRun(r,[e])},t.prototype.batchMatMul=function(e,r,i,a){var s=i?e.shape[2]:e.shape[1],u=a?r.shape[1]:r.shape[2],l=i?e.shape[1]:e.shape[2],d=e.shape[0];if((s===1||u===1)&&l>1e3){i&&(e=e.transpose([0,2,1])),a&&(r=r.transpose([0,2,1]));var A=u===1?e:e.as3D(d,l,1),T=u===1?2:1,D=u===1?r.as3D(d,1,l):r;return this.multiply(A,D).sum(T,!0)}var U=Vt(e.dtype,r.dtype),te=new Uu(e.shape,[d,s,u],i,a);return this.compileAndRun(te,[e,r],U)},t.prototype.fusedBatchMatMul=function(e){var r=e.a,i=e.b,a=e.transposeA,s=e.transposeB,u=e.bias,l=e.activation,d=e.preluActivationWeights,A=a?r.shape[2]:r.shape[1],T=s?i.shape[1]:i.shape[2],D=r.shape[0],U=Vt(r.dtype,i.dtype),te=u!=null,oe=d!=null,ae=l?tu(l,!0):null,se=new Uu(r.shape,[D,A,T],a,s,te,ae,oe),we=[r,i];return u&&we.push(u),d&&we.push(d),this.compileAndRun(se,we,U)},t.prototype.multiply=function(e,r){if(e.dtype==="complex64"){var i=this.texData.get(e.dataId),a=this.texData.get(r.dataId),s=new Ic(Fp,e.shape,r.shape),u=new Ic(Lp,e.shape,r.shape),l=[this.makeComplexComponentTensorInfo(e,i.complexTensors.real),this.makeComplexComponentTensorInfo(e,i.complexTensors.imag),this.makeComplexComponentTensorInfo(r,a.complexTensors.real),this.makeComplexComponentTensorInfo(r,a.complexTensors.imag)],d=this.compileAndRun(s,l),A=this.compileAndRun(u,l),T=this.complex(d,A);return d.dispose(),A.dispose(),T}if(this.shouldExecuteOnCPU([e,r]))return this.cpuBackend.multiply(e,r);if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,Tc,e.dtype);var D=new ln(Tc,e.shape,r.shape);return this.compileAndRun(D,[e,r],e.dtype)},t.prototype.batchNormalization=function(e,r,i,a,s,u){var l=[e,r,i],d=null;u!=null&&(d=u.shape,l.push(u));var A=null;if(s!=null&&(A=s.shape,l.push(s)),P().getBool("WEBGL_PACK_NORMALIZATION")){var T=new Np(e.shape,r.shape,i.shape,d,A,a);return this.compileAndRun(T,l)}var D=new Mp(e.shape,r.shape,i.shape,d,A,a);return this.compileAndRun(D,l)},t.prototype.localResponseNormalization4D=function(e,r,i,a,s){var u=P().getBool("WEBGL_PACK_NORMALIZATION")?new gh(e.shape,r,i,a,s):new vh(e.shape,r,i,a,s);return this.compileAndRun(u,[e])},t.prototype.LRNGrad=function(e,r,i,a,s,u,l){var d=new mh(r.shape,a,s,u,l);return this.compileAndRun(d,[r,i,e])},t.prototype.tile=function(e,r){if(e.dtype==="string"){var i=this.readSync(e.dataId).map(function(s){return ft(s)});return Ac(Nt(e.shape,e.dtype,i),r)}var a=new Uh(e.shape,r);return this.compileAndRun(a,[e])},t.prototype.pad=function(e,r,i){var a=P().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new Ch(e.shape,r,i):new Eh(e.shape,r,i);return this.compileAndRun(a,[e])},t.prototype.transpose=function(e,r){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.transpose(e,r);var i=P().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new zh(e.shape,r):new Wh(e.shape,r);return this.compileAndRun(i,[e])},t.prototype.gather=function(e,r,i){if(this.shouldExecuteOnCPU([e,r]))return this.cpuBackend.gather(e,r,i);var a=new fh(e.shape,r.size,i);return this.compileAndRun(a,[e,r])},t.prototype.batchToSpaceND=function(e,r,i){Z(e.rank<=4,function(){return"batchToSpaceND for rank > 4 with a WebGL backend not implemented yet"});var a=r.reduce(function(T,D){return T*D}),s=ai(e.shape,r,a),u=_i(s.length,r.length),l=Si(e.shape,r,a),d=no(i,r.length),A=vn(l,i,r.length);return e.reshape(s).transpose(u).reshape(l).slice(d,A)},t.prototype.spaceToBatchND=function(e,r,i){Z(e.rank<=4,function(){return"spaceToBatchND for rank > 4 with a WebGL backend not implemented yet"});var a=r.reduce(function(D,U){return D*U}),s=[[0,0]];s.push.apply(s,i);for(var u=1+r.length;u<e.shape.length;++u)s.push([0,0]);var l=e.pad(s),d=ai(l.shape,r,a,!1),A=_i(d.length,r.length,!1),T=Si(l.shape,r,a,!1);return l.reshape(d).transpose(A).reshape(T)},t.prototype.reduce=function(e,r,i){var a=e.shape[0],s=e.shape[1],u=va(s),l=new Sh({windowSize:u,inSize:s,batchSize:a},r),d=this.compileAndRun(l,[e],i);return d.shape[1]===1?d:this.reduce(d,r,i)},t.prototype.argReduce=function(e,r,i){i===void 0&&(i=null);var a=e.shape[0],s=e.shape[1];i!=null&&(a=i.shape[0],s=i.shape[1]);var u=va(s),l=new Tp({windowSize:u,inSize:s,batchSize:a},r,i==null),d=[e];i!=null&&d.push(i);var A=this.compileAndRun(l,d,"int32");return A.shape[1]===1?A:this.argReduce(e,r,A)},t.prototype.argReducePacked=function(e,r,i){i===void 0&&(i=null);var a=i!=null?i.shape:e.shape,s=va(a[a.length-1]),u=new Pp(a,s,r,i==null),l=i==null?[e]:[e,i],d=this.compileAndRun(u,l,"int32");return d.rank===e.rank?this.argReducePacked(e,r,d):d},t.prototype.sum=function(e,r){Xr("sum",r,e.rank);var i=jr(e.shape,r),a=i[0],s=le(i[1]),u=e.as2D(-1,s),l=mn(e.dtype);return this.reduce(u,"sum",l).reshape(a)},t.prototype.prod=function(e,r){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.prod(e,r);var i=jr(e.shape,r),a=i[0],s=le(i[1]),u=e.as2D(-1,s),l=mn(e.dtype);return this.reduce(u,"prod",l).reshape(a)},t.prototype.unsortedSegmentSum=function(e,r,i){var a=0,s=qr([a],e.rank),u=e;s!=null&&(u=e.transpose(s),a=fn(1,e.rank)[0]);var l=function(U,te,oe){for(var ae=[],se=U.length,we=0;we<se;we++)we!==te?ae.push(U[we]):ae.push(oe);return ae}(u.shape,a,i),d=le([u.shape[a]]),A=u.as2D(-1,d),T=mn(e.dtype),D=this.segOpCompute(A,"unsortedSegmentSum",r,T,i).reshape(l);return s!=null&&(D=D.transpose(Sn(s))),D},t.prototype.segOpCompute=function(e,r,i,a,s){var u=e.shape[0],l=e.shape[1],d=function(D,U){var te,oe=!1;for(D<=Mi?(te=D,oe=!0):te=ge(D,Math.floor(Math.sqrt(D)));!oe;)te>U||te===D?oe=!0:te=ge(D,te+1);return te}(l,s),A=new Bh({windowSize:d,inSize:l,batchSize:u,numSegments:s},r),T=this.compileAndRun(A,[e,i],a);return T.shape[1]===s?T:(i=Mn(0,s).tile([l/d]),this.segOpCompute(T,r,i,a,s))},t.prototype.argMinMaxReduce=function(e,r,i){var a=[r];if(Xr("arg"+i.charAt(0).toUpperCase()+i.slice(1),a,e.rank),!P().getBool("WEBGL_PACK_REDUCE")||e.rank<=2){var s=jr(e.shape,a),u=s[0],l=le(s[1]),d=e.as2D(-1,l);return this.argReduce(d,i).reshape(u)}return this.argReducePacked(e,i)},t.prototype.argMin=function(e,r){return this.argMinMaxReduce(e,r,"min")},t.prototype.argMax=function(e,r){return this.argMinMaxReduce(e,r,"max")},t.prototype.cumsum=function(e,r,i,a){if(r!==e.rank-1)throw new Error("WebGL cumsum shader expects an inner-most axis="+(e.rank-1)+" but got axis="+r);var s=new qp(e.shape,i,a);return this.compileAndRun(s,[e])},t.prototype.equal=function(e,r){if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
return vec4(equal(a, b));
`,"bool");var i=new ln("return float(a == b);",e.shape,r.shape);return this.compileAndRun(i,[e,r],"bool")},t.prototype.notEqual=function(e,r){if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
return vec4(notEqual(a, b));
`,"bool");var i=new ln("return float(a != b);",e.shape,r.shape);return this.compileAndRun(i,[e,r],"bool")},t.prototype.less=function(e,r){if(this.shouldExecuteOnCPU([e,r]))return this.cpuBackend.less(e,r);if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
return vec4(lessThan(a, b));
`,"bool");var i=new ln("return float(a < b);",e.shape,r.shape);return this.compileAndRun(i,[e,r],"bool")},t.prototype.lessEqual=function(e,r){if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
return vec4(lessThanEqual(a, b));
`,"bool");var i=new ln("return float(a <= b);",e.shape,r.shape);return this.compileAndRun(i,[e,r],"bool")},t.prototype.greater=function(e,r){if(this.shouldExecuteOnCPU([e,r]))return this.cpuBackend.greater(e,r);if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
return vec4(greaterThan(a, b));
`,"bool");var i=new ln("return float(a > b);",e.shape,r.shape);return this.compileAndRun(i,[e,r],"bool")},t.prototype.greaterEqual=function(e,r){if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
return vec4(greaterThanEqual(a, b));
`,"bool");var i=new ln("return float(a >= b);",e.shape,r.shape);return this.compileAndRun(i,[e,r],"bool")},t.prototype.logicalNot=function(e){var r=new Jt(e.shape,"return float(!(x >= 1.0));");return this.compileAndRun(r,[e])},t.prototype.logicalAnd=function(e,r){if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
return vec4(
vec4(greaterThanEqual(a, vec4(1.0))) *
vec4(greaterThanEqual(b, vec4(1.0))));
`,"bool");var i=new ln("return float(a >= 1.0 && b >= 1.0);",e.shape,r.shape);return this.compileAndRun(i,[e,r],"bool")},t.prototype.logicalOr=function(e,r){if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
return min(
vec4(greaterThanEqual(a, vec4(1.0))) +
vec4(greaterThanEqual(b, vec4(1.0))),
vec4(1.0));
`,"bool");var i=new ln("return float(a >= 1.0 || b >= 1.0);",e.shape,r.shape);return this.compileAndRun(i,[e,r],"bool")},t.prototype.select=function(e,r,i){var a=new _h(e.rank,r.shape,r.rank);return this.compileAndRun(a,[e,r,i],Vt(r.dtype,i.dtype))},t.prototype.where=function(e){$r("tf.where() in webgl locks the UI thread. Call tf.whereAsync() instead");var r=e.dataSync();return Mu(e.shape,r)},t.prototype.topk=function(e,r,i){return xc(e.dataSync(),e.shape,e.dtype,r)},t.prototype.min=function(e,r){Xr("min",r,e.rank);var i=jr(e.shape,r),a=i[0],s=le(i[1]),u=e.as2D(-1,s);return this.reduce(u,"min",u.dtype).reshape(a)},t.prototype.minimum=function(e,r){if(this.shouldExecuteOnCPU([e,r]))return this.cpuBackend.minimum(e,r);var i=P().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new ma(`
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,r.shape):new ln(`
if (isnan(a)) return a;
if (isnan(b)) return b;
return min(a, b);
`,e.shape,r.shape);return this.compileAndRun(i,[e,r])},t.prototype.mod=function(e,r){var i=P().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new ma(`
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,r.shape):new ln(`if (b == 0.0) return NAN;
return mod(a, b);`,e.shape,r.shape);return this.compileAndRun(i,[e,r])},t.prototype.max=function(e,r){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.max(e,r);Xr("max",r,e.rank);var i=jr(e.shape,r),a=i[0],s=le(i[1]),u=e.as2D(-1,s);return this.reduce(u,"max",u.dtype).reshape(a)},t.prototype.maximum=function(e,r){if(this.shouldExecuteOnCPU([e,r]))return this.cpuBackend.maximum(e,r);var i=P().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new ma(`
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,r.shape):new ln(`
if (isnan(a)) return a;
if (isnan(b)) return b;
return max(a, b);
`,e.shape,r.shape);return this.compileAndRun(i,[e,r])},t.prototype.all=function(e,r){Xr("all",r,e.rank);var i=jr(e.shape,r),a=i[0],s=le(i[1]),u=e.as2D(-1,s);return this.reduce(u,"all",u.dtype).reshape(a)},t.prototype.any=function(e,r){Xr("any",r,e.rank);var i=jr(e.shape,r),a=i[0],s=le(i[1]),u=e.as2D(-1,s);return this.reduce(u,"any",u.dtype).reshape(a)},t.prototype.realDivide=function(e,r){if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
// 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 i=new ln(`
if (a == b) {
return 1.0;
};
return a / b;`,e.shape,r.shape);return this.compileAndRun(i,[e,r],"float32")},t.prototype.floorDiv=function(e,r){if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,`
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 i=new ln(`
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,r.shape);return this.compileAndRun(i,[e,r],"int32")},t.prototype.add=function(e,r){if(e.dtype==="complex64"&&r.dtype==="complex64")return this.complexSeparableBinaryOp(e,r,Fu);if(this.shouldExecuteOnCPU([e,r]))return this.cpuBackend.add(e,r);var i=Vt(e.dtype,r.dtype);if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,Fu,i);var a=new ln(Fu,e.shape,r.shape);return this.compileAndRun(a,[e,r],i)},t.prototype.packedUnaryOp=function(e,r,i){var a=new ws(e.shape,r);return this.compileAndRun(a,[e],i)},t.prototype.packedBinaryOp=function(e,r,i,a,s){s===void 0&&(s=!1);var u=new ma(i,e.shape,r.shape,s);return this.compileAndRun(u,[e,r],a)},t.prototype.complexSeparableBinaryOp=function(e,r,i){var a=this,s=this.texData.get(e.dataId),u=this.texData.get(r.dataId),l=[[s.complexTensors.real,u.complexTensors.real],[s.complexTensors.imag,u.complexTensors.imag]].map(function(D){var U=D[0],te=D[1],oe=a.makeComplexComponentTensorInfo(e,U),ae=a.makeComplexComponentTensorInfo(r,te),se=new ln(i,e.shape,r.shape);return a.compileAndRun(se,[oe,ae],Vt(U.dtype,te.dtype))}),d=l[0],A=l[1],T=this.complex(d,A);return d.dispose(),A.dispose(),T},t.prototype.makeComplexComponentTensorInfo=function(e,r){return{dataId:r.dataId,dtype:r.dtype,shape:e.shape}},t.prototype.addN=function(e){if(e.length===1)return e[0];if(e.length>P().get("WEBGL_MAX_TEXTURES_IN_SHADER")){var r=Math.floor(e.length/2),i=this.addN(e.slice(0,r)),a=this.addN(e.slice(r));return this.addN([i,a])}var s=e.map(function(d){return d.dtype}).reduce(function(d,A){return Vt(d,A)}),u=e.map(function(d){return d.shape}),l=P().getBool("WEBGL_PACK")?new Ip(e[0].shape,u):new Sp(e[0].shape,u);return this.compileAndRun(l,e,s)},t.prototype.subtract=function(e,r){if(e.dtype==="complex64"&&r.dtype==="complex64")return this.complexSeparableBinaryOp(e,r,Lu);if(this.shouldExecuteOnCPU([e,r]))return this.cpuBackend.subtract(e,r);var i=Vt(e.dtype,r.dtype);if(P().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,r,Lu,e.dtype);var a=new ln(Lu,e.shape,r.shape);return this.compileAndRun(a,[e,r],i)},t.prototype.pow=function(e,r){var i=P().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new ma(`
// 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,r.shape):new ln(`
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,r.shape),a=Vt(e.dtype,r.dtype);return this.compileAndRun(i,[e,r],a)},t.prototype.ceil=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.ceil(e);if(P().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,uf,e.dtype);var r=new Jt(e.shape,uf);return this.compileAndRun(r,[e])},t.prototype.floor=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.floor(e);if(P().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,lf,e.dtype);var r=new Jt(e.shape,lf);return this.compileAndRun(r,[e])},t.prototype.sign=function(e){var r=new Jt(e.shape,`
if (isnan(x)) { return 0.0; }
return sign(x);
`);return this.compileAndRun(r,[e])},t.prototype.isNaN=function(e){var r=new Jt(e.shape,"return float(isnan(x));");return this.compileAndRun(r,[e],"bool")},t.prototype.isInf=function(e){var r=new Jt(e.shape,"return float(isinf(x));");return this.compileAndRun(r,[e],"bool")},t.prototype.isFinite=function(e){var r=new Jt(e.shape,"return float(!isnan(x) && !isinf(x));");return this.compileAndRun(r,[e],"bool")},t.prototype.round=function(e){var r=new Jt(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(r,[e])},t.prototype.exp=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.exp(e);if(P().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,cf,e.dtype);var r=new Jt(e.shape,cf);return this.compileAndRun(r,[e])},t.prototype.expm1=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.expm1(e);if(P().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,ff,e.dtype);var r=new Jt(e.shape,ff);return this.compileAndRun(r,[e])},t.prototype.softmax=function(e,r){var i=ye([r],e.shape),a=this.max(e,i),s=Nr(a.shape,i),u=this.subtract(e,a.reshape(s)),l=this.exp(u),d=this.sum(l,i).reshape(s);return this.realDivide(l,d)},t.prototype.log=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.log(e);if(P().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 r=new Jt(e.shape,`if (x < 0.0) return NAN;
return log(x);`);return this.compileAndRun(r,[e])},t.prototype.log1p=function(e){var r=new Jt(e.shape,"return log(1.0 + x);");return this.compileAndRun(r,[e])},t.prototype.sqrt=function(e){var r=new Jt(e.shape,"return sqrt(x);");return this.compileAndRun(r,[e])},t.prototype.rsqrt=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.rsqrt(e);var r=new Jt(e.shape,"return inversesqrt(x);");return this.compileAndRun(r,[e])},t.prototype.reciprocal=function(e){var r=new Jt(e.shape,"return 1.0 / x;");return this.compileAndRun(r,[e])},t.prototype.relu=function(e){var r;return r=P().getBool("WEBGL_PACK")?new ws(e.shape,df):new Jt(e.shape,nf),this.compileAndRun(r,[e])},t.prototype.relu6=function(e){var r;return r=P().getBool("WEBGL_PACK")?new ws(e.shape,pf):new Jt(e.shape,af),this.compileAndRun(r,[e])},t.prototype.prelu=function(e,r){var i=P().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new ma(kc,e.shape,r.shape):new ln(Rc,e.shape,r.shape);return this.compileAndRun(i,[e,r])},t.prototype.elu=function(e){if(P().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,hf,e.dtype);var r=new Jt(e.shape,of);return this.compileAndRun(r,[e])},t.prototype.eluDer=function(e,r){var i=P().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new ma(`
vec4 bGTEZero = vec4(greaterThanEqual(b, vec4(0.)));
return (bGTEZero * a) + ((vec4(1.0) - bGTEZero) * (a * (b + vec4(1.0))));
`,e.shape,r.shape):new ln("return (b >= 1.0) ? a : a * (b + 1.0);",e.shape,r.shape);return this.compileAndRun(i,[e,r])},t.prototype.selu=function(e){var r=new Jt(e.shape,Qh);return this.compileAndRun(r,[e])},t.prototype.int=function(e){var r=new Jt(e.shape,"return float(int(x));");return this.compileAndRun(r,[e],"int32")},t.prototype.clip=function(e,r,i){var a,s=(a=P().getBool("WEBGL_PACK_CLIP")?new Wp(e.shape):new Up(e.shape)).getCustomSetupFunc(r,i);return this.compileAndRun(a,[e],null,s)},t.prototype.abs=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.abs(e);if(P().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,rf,e.dtype);var r=new Jt(e.shape,rf);return this.compileAndRun(r,[e])},t.prototype.complexAbs=function(e){var r=this.texData.get(e.dataId),i=new zp(e.shape),a=[this.makeComplexComponentTensorInfo(e,r.complexTensors.real),this.makeComplexComponentTensorInfo(e,r.complexTensors.imag)];return this.compileAndRun(i,a)},t.prototype.sigmoid=function(e){var r=new Jt(e.shape,"return 1.0 / (1.0 + exp(-1.0 * x));");return this.compileAndRun(r,[e])},t.prototype.softplus=function(e){var r=new Jt(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(r,[e])},t.prototype.sin=function(e){var r=new Jt(e.shape,Hh);return this.compileAndRun(r,[e])},t.prototype.cos=function(e){var r=new Jt(e.shape,Gh);return this.compileAndRun(r,[e])},t.prototype.tan=function(e){var r=new Jt(e.shape,"return tan(x);");return this.compileAndRun(r,[e])},t.prototype.asin=function(e){var r=new Jt(e.shape,Xh);return this.compileAndRun(r,[e])},t.prototype.acos=function(e){var r=new Jt(e.shape,Kh);return this.compileAndRun(r,[e])},t.prototype.atan=function(e){var r=new Jt(e.shape,Zh);return this.compileAndRun(r,[e])},t.prototype.atan2=function(e,r){var i=P().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new ma(`
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,r.shape):new ln(`
if (isnan(a)) return a;
if (isnan(b)) return b;
return atan(a, b);
`,e.shape,r.shape);return this.compileAndRun(i,[e,r])},t.prototype.sinh=function(e){var r=new Jt(e.shape,`
float e2x = exp(x);
return (e2x - 1.0 / e2x) / 2.0;
`);return this.compileAndRun(r,[e])},t.prototype.cosh=function(e){var r=new Jt(e.shape,`
float e2x = exp(-x);
return (e2x + 1.0 / e2x) / 2.0;
`);return this.compileAndRun(r,[e])},t.prototype.tanh=function(e){var r=new Jt(e.shape,`
float e2x = exp(-2.0 * abs(x));
return sign(x) * (1.0 - e2x) / (1.0 + e2x);
`);return this.compileAndRun(r,[e])},t.prototype.asinh=function(e){var r=new Jt(e.shape,Jh);return this.compileAndRun(r,[e])},t.prototype.acosh=function(e){var r=new Jt(e.shape,Yh);return this.compileAndRun(r,[e])},t.prototype.atanh=function(e){var r=new Jt(e.shape,$h);return this.compileAndRun(r,[e])},t.prototype.erf=function(e){var r=new Jt(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(r,[e])},t.prototype.step=function(e,r){var i=new Jt(e.shape,function(a){return a===void 0&&(a=0),Ui+`
return x > 0.0 ? 1.0 : float(`+a+`);
`}(r));return this.compileAndRun(i,[e])},t.prototype.conv2dByMatMul=function(e,r,i,a,s,u){var l=e.shape,d=this.texData.get(e.dataId),A=i.inChannels,T=l[0]*l[1]*l[2],D=i.outChannels,U=i.dataFormat==="channelsLast",te=(T===1||D===1)&&A>1e3,oe=l[2]%2!=0&&!!d.isPacked;if(te||!P().getBool("WEBGL_LAZILY_UNPACK")||!P().getBool("WEBGL_PACK_BINARY_OPERATIONS")||!oe){var ae=U?l[0]*l[1]*l[2]:l[0]*l[2]*l[3],se=this.reshape(e,[1,ae,i.inChannels]),we=this.reshape(r,[1,i.inChannels,i.outChannels]);return this.reshape(this.fusedBatchMatMul({a:se,b:we,transposeA:!1,transposeB:!1,bias:a,activation:s,preluActivationWeights:u}),i.outShape)}var Ce=U?l[0]*l[1]*(l[2]+1):l[0]*l[2]*(l[3]+1),me={dataId:e.dataId,shape:[1,Ce,i.inChannels],dtype:e.dtype},Se=d.shape;d.shape=d.shape.slice(),d.shape[d.shape.length-2]++,Z(ja(d.shape,me.shape),function(){return"packed reshape "+d.shape+" to "+me.shape+" isn't free"});var Re=this.reshape(r,[1,i.inChannels,i.outChannels]),Ue=this.fusedBatchMatMul({a:me,b:Re,transposeA:!1,transposeB:!1,bias:a,activation:s,preluActivationWeights:u}),We=this.texData.get(Ue.dataId);return Z(We.isPacked,function(){return"batchMatMul result is expected to be packed"}),d.shape=Se,We.shape=i.outShape,Ge.makeTensorFromDataId(Ue.dataId,i.outShape,Ue.dtype)},t.prototype.conv2dWithIm2Row=function(e,r,i,a,s,u){var l=i.filterWidth,d=i.filterHeight,A=i.inChannels,T=i.outWidth,D=i.outHeight,U=i.dataFormat==="channelsLast",te=l*d*A,oe=D*T,ae=[te,oe],se=e.squeeze([0]),we=r.reshape([1,te,-1]),Ce=new hh(ae,se.shape,i),me=this.compileAndRun(Ce,[se]).reshape([1,ae[0],ae[1]]),Se=a!=null,Re=u!=null,Ue=s?tu(s,!0):null,We=new Uu(me.shape,[1,oe,i.outChannels],!0,!1,Se,Ue,Re),Ne=[me,we];a&&Ne.push(a),Re&&Ne.push(u);var Le=this.compileAndRun(We,Ne);return U?Le.reshape([1,D,T,i.outChannels]):Le.reshape([1,i.outChannels,D,T])},t.prototype.fusedConv2d=function(e){var r=e.input,i=e.filter,a=e.convInfo,s=e.bias,u=e.activation,l=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(r,i,a,s,u,l);if(P().getBool("WEBGL_CONV_IM2COL")&&r.shape[0]===1)return this.conv2dWithIm2Row(r,i,a,s,u,l);var d=s!=null,A=l!=null,T=u?tu(u,!1):null,D=new Oc(a,d,T,A),U=[r,i];return s&&U.push(s),l&&U.push(l),this.compileAndRun(D,U)},t.prototype.conv2d=function(e,r,i){if(i.filterHeight===1&&i.filterWidth===1&&i.dilationHeight===1&&i.dilationWidth===1&&i.strideHeight===1&&i.strideWidth===1&&(i.padInfo.type==="SAME"||i.padInfo.type==="VALID"))return this.conv2dByMatMul(e,r,i);if(P().getBool("WEBGL_CONV_IM2COL")&&e.shape[0]===1)return this.conv2dWithIm2Row(e,r,i);var a=new Oc(i);return this.compileAndRun(a,[e,r])},t.prototype.conv2dDerInput=function(e,r,i){var a=new Gp(i);return this.compileAndRun(a,[e,r])},t.prototype.conv2dDerFilter=function(e,r,i){var a=new Hp(i);return this.compileAndRun(a,[e,r])},t.prototype.fusedDepthwiseConv2D=function(e){var r,i=e.input,a=e.filter,s=e.convInfo,u=e.bias,l=e.activation,d=e.preluActivationWeights,A=P().getBool("WEBGL_PACK_DEPTHWISECONV")&&s.strideWidth<=2&&s.outChannels/s.inChannels==1,T=l?tu(l,A):null,D=[i,a],U=u!=null,te=d!=null;return U&&D.push(u),te&&D.push(d),A?(r=new jc(s,U,T,te),this.compileAndRun(r,D)):(r=new Dc(s,U,T,te),this.compileAndRun(r,D))},t.prototype.depthwiseConv2D=function(e,r,i){var a;return P().getBool("WEBGL_PACK_DEPTHWISECONV")&&i.strideWidth<=2&&i.outChannels/i.inChannels==1?(a=new jc(i),this.compileAndRun(a,[e,r])):(a=new Dc(i),this.compileAndRun(a,[e,r]))},t.prototype.depthwiseConv2DDerInput=function(e,r,i){var a=new Jp(i);return this.compileAndRun(a,[e,r])},t.prototype.depthwiseConv2DDerFilter=function(e,r,i){var a=new Zp(i);return this.compileAndRun(a,[e,r])},t.prototype.conv3d=function(e,r,i){var a=new Yp(i);return this.compileAndRun(a,[e,r])},t.prototype.conv3dDerInput=function(e,r,i){var a=new Kp(i);return this.compileAndRun(a,[e,r])},t.prototype.conv3dDerFilter=function(e,r,i){var a=new Xp(i);return this.compileAndRun(a,[e,r])},t.prototype.maxPool=function(e,r){var i=new Wu(r,"max",!1);return this.compileAndRun(i,[e])},t.prototype.avgPool=function(e,r){var i=new Wu(r,"avg",!1);return this.compileAndRun(i,[e],"float32")},t.prototype.maxPoolBackprop=function(e,r,i,a){var s=new Wu(a,"max",!0),u=this.compileAndRun(s,[r]),l=new yh(a),d=this.compileAndRun(l,[e,u],r.dtype);return u.dispose(),d},t.prototype.avgPoolBackprop=function(e,r,i){var a=new Bp(i);return this.compileAndRun(a,[e],r.dtype)},t.prototype.cast=function(e,r){return fo(e,r,this)},t.prototype.unstack=function(e,r){for(var i=e.shape[r],a=new Array(e.rank-1),s=0,u=0;u<e.rank;u++)u!==r&&(a[s++]=e.shape[u]);var l=new Array(e.rank).fill(0),d=e.shape.slice();d[r]=1;var A=new Array(i);for(u=0;u<A.length;u++)l[r]=u,A[u]=this.slice(e,l,d).reshape(a);return A},t.prototype.avgPool3d=function(e,r){var i=new zu(r,"avg",!1);return this.compileAndRun(i,[e],"float32")},t.prototype.avgPool3dBackprop=function(e,r,i){var a=new _p(i);return this.compileAndRun(a,[e],r.dtype)},t.prototype.maxPool3d=function(e,r){var i=new zu(r,"max",!1);return this.compileAndRun(i,[e],"float32")},t.prototype.maxPool3dBackprop=function(e,r,i,a){var s=new zu(a,"max",!0),u=this.compileAndRun(s,[r]),l=new bh(a),d=this.compileAndRun(l,[e,u],r.dtype);return u.dispose(),d},t.prototype.reshape=function(e,r){var i=this.texData.get(e.dataId);if(i.isPacked&&!ja(e.shape,r)&&(i.texture===null||!ja(i.shape,r))){var a=this.packedReshape(e,r);return Ge.makeTensorFromDataId(a.dataId,a.shape,a.dtype)}return Et(e,r)},t.prototype.resizeBilinear=function(e,r,i,a){var s=P().getBool("WEBGL_PACK_IMAGE_OPERATIONS")?new kh(e.shape,r,i,a):new Rh(e.shape,r,i,a);return this.compileAndRun(s,[e],"float32")},t.prototype.resizeBilinearBackprop=function(e,r,i){var a=new Th(e,r,i);return this.compileAndRun(a,[e])},t.prototype.resizeNearestNeighbor=function(e,r,i,a){var s=new Dh(e.shape,r,i,a);return this.compileAndRun(s,[e])},t.prototype.resizeNearestNeighborBackprop=function(e,r,i){var a=new Oh(e,r,i);return this.compileAndRun(a,[e])},t.prototype.multinomial=function(e,r,i,a){var s=r?e:vi(e),u=s.shape[0],l=s.shape[1],d=new wh(u,l,i),A=d.getCustomSetupFunc(a);return this.compileAndRun(d,[s],"int32",A)},t.prototype.oneHot=function(e,r,i,a){var s=new Ah(e.size,r,i,a);return this.compileAndRun(s,[e])},t.prototype.diag=function(e){var r=new nh(e.size);return this.compileAndRun(r,[e])},t.prototype.nonMaxSuppression=function(e,r,i,a,s){return $r("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead"),Bu(e.dataSync(),r.dataSync(),i,a,s)},t.prototype.cropAndResize=function(e,r,i,a,s,u){var l=new $p(e.shape,r.shape,a,s,u);return this.compileAndRun(l,[e,r,i],"float32")},t.prototype.depthToSpace=function(e,r,i){Z(r>1,function(){return"blockSize should be > 1 for depthToSpace, but was: "+r});var a=e.shape[0],s=i==="NHWC"?e.shape[1]:e.shape[2],u=i==="NHWC"?e.shape[2]:e.shape[3],l=i==="NHWC"?e.shape[3]:e.shape[1],d=s*r,A=u*r,T=l/(r*r),D=new rh(i==="NHWC"?[a,d,A,T]:[a,T,d,A],r,i);return this.compileAndRun(D,[e])},t.prototype.split=function(e,r,i){return wc(e,r,i)},t.prototype.scatterND=function(e,r,i){var a=Ji(0,e,i),s=a.sliceRank,u=a.numUpdates,l=a.sliceSize,d=a.strides,A=a.outputSize,T=[A/l,l],D=e.reshape([u,s]),U=r.reshape([u,l]);if(A===0)return Et(Mt([]),i);var te=wt(0),oe=new qc(u,s,D.rank,U.rank,d,T);return this.compileAndRun(oe,[U,D,te]).reshape(i)},t.prototype.sparseToDense=function(e,r,i,a){var s=Ji(0,e,i),u=s.sliceRank,l=s.numUpdates,d=s.strides,A=s.outputSize,T=new qc(l,u,e.rank,r.rank,d,[A,1],!1);return this.compileAndRun(T,[r,e,a]).reshape(i)},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,r){var i=this.texData.get(e.dataId),a=new Bc(uh,e.shape,r),s=new Bc(lh,e.shape,r),u=[this.makeComplexComponentTensorInfo(e,i.complexTensors.real),this.makeComplexComponentTensorInfo(e,i.complexTensors.imag)],l=this.compileAndRun(a,u),d=this.compileAndRun(s,u),A=this.complex(l,d).as2D(e.shape[0],e.shape[1]);return l.dispose(),d.dispose(),A},t.prototype.gatherND=function(e,r){var i=r.shape,a=i[i.length-1],s=Ba(e,r),u=s[0],l=s[1],d=s[2],A=s[3],T=r.reshape([l,a]),D=e.reshape([e.size/d,d]),U=new dh(a,A,[l,d]);return this.compileAndRun(U,[D,T]).reshape(u)},t.prototype.fill=function(e,r,i){if((i=i||Je(r))==="string"){var a=Q(i,le(e));return a.fill(r),Ge.makeTensor(a,e,i,this)}var s=new ch(e,r),u=s.getCustomSetupFunc(r);return this.compileAndRun(s,[],i,u)},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,r,i){return Dt(e,r,i)},t.prototype.makeTensorInfo=function(e,r){var i=this.write(null,e,r);return this.texData.get(i).usage=null,{dataId:i,shape:e,dtype:r}},t.prototype.makeOutput=function(e,r){var i=this.makeTensorInfo(e,r).dataId;return Ge.makeTensorFromDataId(i,e,r,this)},t.prototype.unpackTensor=function(e){var r=new ev(e.shape);return this.runWebGLProgram(r,[e],e.dtype)},t.prototype.packTensor=function(e){var r=new xh(e.shape);return this.runWebGLProgram(r,[e],e.dtype,null,!0)},t.prototype.packedReshape=function(e,r){var i=[ei(e.shape)].concat(Ja(e.shape)),a={dtype:e.dtype,shape:i,dataId:e.dataId},s=[ei(r)].concat(Ja(r)),u=new Ih(s,i),l=this.runWebGLProgram(u,[a],e.dtype,null,!0);return{dataId:l.dataId,shape:r,dtype:l.dtype}},t.prototype.decode=function(e){var r,i=this.texData.get(e),a=i.isPacked,s=i.shape,u=i.dtype,l=ko(s);return r=a?new th(l):new eh(l),{dtype:u,shape:s,dataId:this.runWebGLProgram(r,[{shape:l,dtype:u,dataId:e}],u,null,!0).dataId}},t.prototype.runWebGLProgram=function(e,r,i,a,s){var u=this;s===void 0&&(s=!1);var l=this.makeTensorInfo(e.outputShape,i),d=this.texData.get(l.dataId);if(e.packedOutput&&(d.isPacked=!0),e.outPackingScheme===qn.DENSE){var A=ji(e.outputShape);d.texShape=A.map(function(Ce){return 2*Ce})}if(e.outTexUsage!=null&&(d.usage=e.outTexUsage),le(l.shape)===0)return d.values=H(l.dtype,0),l;var T=[],D=r.map(function(Ce){if(Ce.dtype==="complex64")throw new Error("GPGPUProgram does not support complex64 input. For complex64 dtypes, please separate the program into real and imaginary parts.");var me=u.texData.get(Ce.dataId);if(me.texture==null){if(!e.packedInputs&&le(Ce.shape)<=P().getNumber("WEBGL_SIZE_UPLOAD_UNIFORM"))return{shape:Ce.shape,texData:null,isUniform:!0,uniformValues:me.values};e.packedInputs&&(me.isPacked=!0,me.shape=Ce.shape)}else if(!!me.isPacked!=!!e.packedInputs)Ce=me.isPacked?u.unpackTensor(Ce):u.packTensor(Ce),T.push(Ce),me=u.texData.get(Ce.dataId);else if(me.isPacked&&!ja(me.shape,Ce.shape)){var Se=Ce,Re=Ce.shape;Ce.shape=me.shape,Ce=u.packedReshape(Ce,Re),T.push(Ce),me=u.texData.get(Ce.dataId),Se.shape=Re}return u.uploadToGPU(Ce.dataId),{shape:Ce.shape,texData:me,isUniform:!1}});this.uploadToGPU(l.dataId);var U,te={shape:l.shape,texData:d,isUniform:!1},oe=function(Ce,me,Se){var Re="";me.concat(Se).forEach(function(Ne){var Le=Ne.texData!=null&&Ne.texData.slice!=null&&Ne.texData.slice.flatOffset>0,$e=Ne.isUniform?"uniform":Ne.texData.texShape;Re+=Ne.shape+"_"+$e+"_"+Le});var Ue=Ce.userCode,We=Ce.constructor.name;return We+="_"+Re+"_"+Ue}(e,D,te),ae=this.getAndSaveBinary(oe,function(){return function(Ce,me,Se,Re){var Ue=me.userCode,We=Se.map(function(lt,mt){var ut={logicalShape:lt.shape,texShape:lt.isUniform?null:lt.texData.texShape,isUniform:lt.isUniform,isPacked:!lt.isUniform&&lt.texData.isPacked,flatOffset:null};return lt.texData!=null&&lt.texData.slice!=null&&lt.texData.slice.flatOffset>0&&(ut.flatOffset=lt.texData.slice.flatOffset),{name:me.variableNames[mt],shapeInfo:ut}}),Ne=We.map(function(lt){return lt.shapeInfo}),Le={logicalShape:Re.shape,texShape:Re.texData.texShape,isUniform:!1,isPacked:Re.texData.isPacked,flatOffset:null},$e=Rp(We,Le,Ue,me.packedInputs),Ze=Ce.createProgram($e),et=null,tt=Ce.getUniformLocation(Ze,"NAN",!1);P().getNumber("WEBGL_VERSION")===1&&(et=Ce.getUniformLocation(Ze,"INFINITY",!1));for(var st={},pt=0;pt<me.variableNames.length;pt++){var ct=me.variableNames[pt];st[ct]=Ce.getUniformLocation(Ze,ct,!1),st["offset"+ct]=Ce.getUniformLocation(Ze,"offset"+ct,!1)}return{program:me,source:$e,webGLProgram:Ze,uniformLocations:st,inShapeInfos:Ne,outShapeInfo:Le,infLoc:et,nanLoc:tt}}(u.gpgpu,e,D,te)}),se=this.activeTimers!=null;if(se&&(U=this.startTimer()),function(Ce,me,Se,Re,Ue){$c(me.inShapeInfos,Se),$c([me.outShapeInfo],[Re]);var We=Re.texData.texture,Ne=Re.texData.texShape;Re.texData.isPacked?Ce.setOutputPackedMatrixTexture(We,Ne[0],Ne[1]):Ce.setOutputMatrixTexture(We,Ne[0],Ne[1]),Ce.setProgram(me.webGLProgram),P().getNumber("WEBGL_VERSION")===1&&me.infLoc!==null&&Ce.gl.uniform1f(me.infLoc,1/0),me.nanLoc!==null&&Ce.gl.uniform1f(me.nanLoc,NaN),Se.forEach(function(Le,$e){var Ze=me.program.variableNames[$e],et=me.uniformLocations[Ze],tt=me.uniformLocations["offset"+Ze];if(et!=null)if(Le.isUniform)if(le(Le.shape)<2)Ce.gl.uniform1f(et,Le.uniformValues[0]);else{var st=Le.uniformValues;st instanceof Float32Array||(st=new Float32Array(st)),Ce.gl.uniform1fv(et,st)}else Le.texData.slice!=null&&tt!=null&&Ce.gl.uniform1i(tt,Le.texData.slice.flatOffset),Ce.setInputMatrixTexture(Le.texData.texture,et,$e)}),Ue!=null&&Ue(Ce,me.webGLProgram),Ce.executeProgram()}(this.gpgpu,ae,D,te,a),T.forEach(function(Ce){return u.disposeData(Ce.dataId)}),se&&(U=this.endTimer(U),this.activeTimers.push({name:e.constructor.name,query:this.getQueryTime(U)})),!P().getBool("WEBGL_LAZILY_UNPACK")&&d.isPacked&&s===!1){var we=this.unpackTensor(l);return this.disposeData(l.dataId),we}return l},t.prototype.compileAndRun=function(e,r,i,a,s){s===void 0&&(s=!1),i=i||r[0].dtype;var u=this.runWebGLProgram(e,r,i,a,s);return Ge.makeTensorFromDataId(u.dataId,u.shape,u.dtype)},t.prototype.getAndSaveBinary=function(e,r){return e in this.binaryCache||(this.binaryCache[e]=r()),this.binaryCache[e]},t.prototype.getTextureManager=function(){return this.textureManager},t.prototype.dispose=function(){var e=this;this.disposed||(P().getBool("IS_TEST")||Object.keys(this.binaryCache).forEach(function(r){e.gpgpu.deleteProgram(e.binaryCache[r].webGLProgram),delete e.binaryCache[r]}),this.textureManager.dispose(),this.canvas!=null&&typeof HTMLCanvasElement!="undefined"&&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=qe(function(){if(!P().get("WEBGL_RENDER_FLOAT32_ENABLED")){var r=P().getBool("DEBUG");P().set("DEBUG",!1);var i=e.abs(wt(1e-8)).dataSync()[0];if(P().set("DEBUG",r),i>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 r,i=this.texData.get(e),a=i.shape,s=i.dtype,u=i.values,l=i.texture,d=i.usage,A=i.isPacked;if(l==null){var T,D=this.activeTimers!=null;D&&(T=Ye());var U=i.texShape;if(U==null&&(U=zs(a,A),i.texShape=U),u!=null){var te=ko(a),oe=void 0,ae=U[1],se=U[0],we=u instanceof Uint8Array;A?(ae=(r=wi(U[0],U[1]))[0],se=r[1],oe=new sh(te,[se,ae],we)):oe=new oh(te,[se,ae],we);var Ce=this.makeTensorInfo([se,ae],s);this.texData.get(Ce.dataId).usage=we?Cn.PIXELS:Cn.UPLOAD,this.gpgpu.uploadDenseMatrixToTexture(this.getTexture(Ce.dataId),ae,se,u);var me=this.runWebGLProgram(oe,[Ce],s,null,!0),Se=this.texData.get(me.dataId);i.texture=Se.texture,i.texShape=Se.texShape,i.isPacked=Se.isPacked,i.usage=Se.usage,this.disposeData(Ce.dataId),this.texData.delete(me.dataId),i.values=null,D&&(this.uploadWaitMs+=Ye()-T)}else{var Re=this.acquireTexture(U,d,s,A);i.texture=Re}}},t.prototype.convertAndCacheOnCPU=function(e,r){var i=this.texData.get(e),a=i.dtype;return this.releaseGPUData(e),r!=null&&(i.values=function(s,u){if(u==="float32"||u==="complex64")return s;if(u==="int32"||u==="bool"){for(var l=u==="int32"?new Int32Array(s.length):new Uint8Array(s.length),d=0;d<l.length;++d)l[d]=Math.round(s[d]);return l}throw new Error("Unknown dtype 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============================
Hi there \u{1F44B}. 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:i}),a},t.prototype.move=function(e,r,i,a){this.data.set(e,{values:r,dtype:a})},t.prototype.numDataIds=function(){return this.data.numDataIds()},t.prototype.read=function(e){return C(this,void 0,void 0,function(){return E(this,function(r){return[2,this.readSync(e)]})})},t.prototype.readSync=function(e){var r=this.data.get(e),i=r.dtype,a=r.complexTensors;return i==="complex64"?rn(this.readSync(a.real.dataId),this.readSync(a.imag.dataId)):this.data.get(e).values},t.prototype.bufferSync=function(e){var r=this.readSync(e.dataId),i=r;if(e.dtype==="string")try{i=r.map(function(a){return ft(a)})}catch(a){throw new Error("Failed to decode encoded string bytes into utf-8")}return Nt(e.shape,e.dtype,i)},t.prototype.makeOutput=function(e,r,i){var a=this.write(e,r,i);return Ge.makeTensorFromDataId(a,r,i,this)},t.prototype.disposeData=function(e){if(this.data.has(e)){var r=this.data.get(e).complexTensors;r!=null&&(r.real.dispose(),r.imag.dispose()),this.data.delete(e)}},t.prototype.time=function(e){return C(this,void 0,void 0,function(){var r;return E(this,function(i){return r=Ye(),e(),[2,{kernelMs:Ye()-r}]})})},t.prototype.memory=function(){return{unreliable:!0,reasons:["The reported memory is an upper bound. 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Error("backend.cumsum in CPU expects an inner-most axis="+(e.rank-1)+" but got axis="+r);for(var s=Vt(e.dtype,"int32"),u=pr(e.shape,s),l=this.readSync(u.dataId),d=this.readSync(e.dataId),A=e.shape[e.rank-1],T=a?function(ae,se){return ae+A-se-1}:function(ae,se){return ae+se},D=0;D<d.length;D+=A)for(var U=0;U<A;U++){var te=T(D,U);if(U===0)l[te]=i?0:d[te];else{var oe=T(D,U-1);l[te]=i?d[oe]+l[oe]:d[te]+l[oe]}}return u},t.prototype.equal=function(e,r){return ht([e,r],"equal"),this.broadcastedBinaryOp(e,r,"bool",function(i,a){return i===a?1:0})},t.prototype.notEqual=function(e,r){return ht([e,r],"notEqual"),this.broadcastedBinaryOp(e,r,"bool",function(i,a){return i!==a?1:0})},t.prototype.less=function(e,r){return ht([e,r],"less"),this.broadcastedBinaryOp(e,r,"bool",function(i,a){return i<a?1:0})},t.prototype.lessEqual=function(e,r){return ht([e,r],"lessEqual"),this.broadcastedBinaryOp(e,r,"bool",function(i,a){return i<=a?1:0})},t.prototype.greater=function(e,r){return ht([e,r],"greater"),this.broadcastedBinaryOp(e,r,"bool",function(i,a){return i>a?1:0})},t.prototype.greaterEqual=function(e,r){return ht([e,r],"greaterEqual"),this.broadcastedBinaryOp(e,r,"bool",function(i,a){return i>=a?1:0})},t.prototype.logicalNot=function(e){ht(e,"logicalNot");for(var r=this.readSync(e.dataId),i=new Uint8Array(r.length),a=0;a<r.length;++a)i[a]=r[a]?0:1;return this.makeOutput(i,e.shape,"bool")},t.prototype.logicalAnd=function(e,r){return ht([e,r],"logicalAnd"),this.broadcastedBinaryOp(e,r,"bool",function(i,a){return i&&a})},t.prototype.logicalOr=function(e,r){return ht([e,r],"logicalOr"),this.broadcastedBinaryOp(e,r,"bool",function(i,a){return i||a})},t.prototype.select=function(e,r,i){ht([e,r,i],"select");for(var a=this.readSync(e.dataId),s=this.readSync(r.dataId),u=this.readSync(i.dataId),l=pr(r.shape,Vt(r.dtype,i.dtype)),d=this.readSync(l.dataId),A=0,T=e.rank===0||e.rank>1||r.rank===1?1:le(r.shape.slice(1)),D=0;D<a.length;D++)for(var U=0;U<T;U++)a[D]===1?d[A++]=s[D]:d[A++]=u[D];return l},t.prototype.where=function(e){ht([e],"where");var r=this.readSync(e.dataId);return Mu(e.shape,r)},t.prototype.topk=function(e,r,i){return ht(e,"topk"),xc(this.readSync(e.dataId),e.shape,e.dtype,r)},t.prototype.min=function(e,r){ht(e,"min"),Xr("min",r,e.rank);for(var i=jr(e.shape,r),a=i[0],s=i[1],u=pr(a,e.dtype),l=le(s),d=this.readSync(u.dataId),A=this.readSync(e.dataId),T=0;T<d.length;++T){for(var D=T*l,U=A[D],te=0;te<l;++te){var oe=A[D+te];oe<U&&(U=oe)}d[T]=U}return u},t.prototype.minimum=function(e,r){return ht([e,r],"minimum"),this.broadcastedBinaryOp(e,r,e.dtype,function(i,a){return Math.min(i,a)})},t.prototype.mod=function(e,r){return ht([e,r],"mod"),this.broadcastedBinaryOp(e,r,e.dtype,function(i,a){var s=i%a;return i<0&&a<0||i>=0&&a>=0?s:(s+a)%a})},t.prototype.max=function(e,r){ht(e,"max"),Xr("max",r,e.rank);for(var i=jr(e.shape,r),a=i[0],s=i[1],u=pr(a,e.dtype),l=le(s),d=this.readSync(u.dataId),A=this.readSync(e.dataId),T=0;T<d.length;++T){for(var D=T*l,U=A[D],te=0;te<l;++te){var oe=A[D+te];oe>U&&(U=oe)}d[T]=U}return u},t.prototype.maximum=function(e,r){return ht([e,r],"maximum"),this.broadcastedBinaryOp(e,r,e.dtype,function(i,a){return Math.max(i,a)})},t.prototype.all=function(e,r){ht(e,"all"),Xr("all",r,e.rank);for(var i=jr(e.shape,r),a=i[0],s=i[1],u=pr(a,e.dtype),l=le(s),d=this.readSync(u.dataId),A=this.readSync(e.dataId),T=0;T<d.length;++T){for(var D=T*l,U=A[D],te=0;te<l;++te){var oe=A[D+te];U=U&&oe}d[T]=U}return u},t.prototype.any=function(e,r){ht(e,"any"),Xr("any",r,e.rank);for(var i=jr(e.shape,r),a=i[0],s=i[1],u=pr(a,e.dtype),l=le(s),d=this.readSync(u.dataId),A=this.readSync(e.dataId),T=0;T<d.length;++T){for(var D=T*l,U=A[D],te=0;te<l;++te){var oe=A[D+te];U=U||oe}d[T]=U}return u},t.prototype.squaredDifference=function(e,r){return ht([e,r],"squaredDifference"),this.broadcastedBinaryOp(e,r,e.dtype,function(i,a){var s=i-a;return s*s})},t.prototype.ceil=function(e){ht(e,"ceil");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a)i[a]=Math.ceil(r[a]);return this.makeOutput(i,e.shape,"float32")},t.prototype.floor=function(e){ht(e,"floor");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a)i[a]=Math.floor(r[a]);return this.makeOutput(i,e.shape,"float32")},t.prototype.sign=function(e){ht(e,"x");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a)r[a]<0?i[a]=-1:r[a]>0?i[a]=1:i[a]=0;return this.makeOutput(i,e.shape,"float32")},t.prototype.isNaN=function(e){ht(e,"x");for(var r=this.readSync(e.dataId),i=new Uint8Array(r.length),a=0;a<r.length;++a)Number.isNaN(r[a])&&(i[a]=1);return this.makeOutput(i,e.shape,"bool")},t.prototype.isInf=function(e){ht(e,"x");for(var r=this.readSync(e.dataId),i=new Uint8Array(r.length),a=0;a<r.length;++a)Math.abs(r[a])===1/0&&(i[a]=1);return this.makeOutput(i,e.shape,"bool")},t.prototype.isFinite=function(e){ht(e,"x");for(var r=this.readSync(e.dataId),i=new Uint8Array(r.length),a=0;a<r.length;++a)Number.isFinite(r[a])&&(i[a]=1);return this.makeOutput(i,e.shape,"bool")},t.prototype.round=function(e){ht(e,"round");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a){var s=Math.floor(r[a]);r[a]-s<.5?i[a]=Math.floor(r[a]):r[a]-s>.5?i[a]=Math.ceil(r[a]):i[a]=s%2==0?s:s+1}return this.makeOutput(i,e.shape,"float32")},t.prototype.exp=function(e){ht(e,"exp");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a)i[a]=Math.exp(r[a]);return this.makeOutput(i,e.shape,"float32")},t.prototype.expm1=function(e){ht(e,"expm1");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a)i[a]=Math.expm1(r[a]);return this.makeOutput(i,e.shape,"float32")},t.prototype.log=function(e){ht(e,"log");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a){var s=r[a];i[a]=Math.log(s)}return this.makeOutput(i,e.shape,"float32")},t.prototype.log1p=function(e){ht(e,"log1p");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a){var s=r[a];i[a]=Math.log1p(s)}return this.makeOutput(i,e.shape,"float32")},t.prototype.sqrt=function(e){ht(e,"sqrt");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a){var s=r[a];i[a]=Math.sqrt(s)}return this.makeOutput(i,e.shape,"float32")},t.prototype.rsqrt=function(e){ht(e,"rsqrt");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a){var s=r[a];i[a]=1/Math.sqrt(s)}return this.makeOutput(i,e.shape,"float32")},t.prototype.reciprocal=function(e){ht(e,"reciprocal");for(var r=this.readSync(e.dataId),i=new Float32Array(r.length),a=0;a<r.length;++a)i[a]=1/r[a];return this.makeOutput(i,e.shape,"float32")},t.prototype.linear=function(e){return e},t.prototype.relu=function(e){ht(e,"relu");for(var r=pr(e.shape,e.dtype),i=this.readSync(r.dataId),a=this.readSync(e.dataId),s=0;s<a.length;++s)i[s]=Math.max(0,a[s]);return r},t.prototype.relu6=function(e){ht(e,"relu");for(var r=pr(e.shape,e.dtype),i=this.readSync(r.dataId),a=this.readSync(e.dataId),s=0;s<a.length;++s)i[s]=Math.min(Math.max(0,a[s]),6);return r},t.prototype.prelu=function(e,r){return ht([e,r],"prelu"),this.broadcastedBinaryOp(e,r,e.dtype,function(i,a){return i<0?a*i:i})},t.prototype.elu=function(e){ht(e,"elu");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a){var s=i[a];r[a]=s>=0?s:Math.exp(s)-1}return this.makeOutput(r,e.shape,"float32")},t.prototype.eluDer=function(e,r){ht([e,r],"eluDer");for(var i=new Float32Array(r.size),a=this.readSync(r.dataId),s=this.readSync(e.dataId),u=0;u<a.length;++u){var l=a[u];i[u]=l>=1?s[u]:s[u]*(l+1)}return this.makeOutput(i,r.shape,"float32")},t.prototype.selu=function(e){ht(e,"selu");for(var r=Qu,i=Hu,a=new Float32Array(e.size),s=this.readSync(e.dataId),u=0;u<s.length;++u){var l=s[u];a[u]=l>=0?i*l:r*(Math.exp(l)-1)}return this.makeOutput(a,e.shape,"float32")},t.prototype.clip=function(e,r,i){ht(e,"clip");for(var a=new Float32Array(e.size),s=this.readSync(e.dataId),u=0;u<s.length;++u){var l=s[u];a[u]=l>i?i:l<r?r:l}return this.makeOutput(a,e.shape,"float32")},t.prototype.abs=function(e){for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.abs(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.complexAbs=function(e){for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<e.size;++a){var s=i[2*a],u=i[2*a+1];r[a]=Math.hypot(s,u)}return this.makeOutput(r,e.shape,"float32")},t.prototype.int=function(e){ht(e,"int");for(var r=new Int32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=i[a];return this.makeOutput(r,e.shape,"int32")},t.prototype.sigmoid=function(e){ht(e,"sigmoid");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=1/(1+Math.exp(-i[a]));return this.makeOutput(r,e.shape,"float32")},t.prototype.softplus=function(e){ht(e,"softplus");for(var r=Math.log(11920928955078125e-23)+2,i=new Float32Array(e.size),a=this.readSync(e.dataId),s=0;s<a.length;++s){var u=a[s]>-r,l=a[s]<r,d=Math.exp(a[s]),A=void 0;A=l?d:u?a[s]:Math.log(1+d),i[s]=A}return this.makeOutput(i,e.shape,"float32")},t.prototype.sin=function(e){ht(e,"sin");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.sin(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.cos=function(e){ht(e,"cos");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.cos(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.tan=function(e){ht(e,"tan");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.tan(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.asin=function(e){ht(e,"asin");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.asin(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.acos=function(e){ht(e,"acos");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.acos(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.atan=function(e){ht(e,"atan");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.atan(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.atan2=function(e,r){return ht([e,r],"atan2"),this.broadcastedBinaryOp(e,r,e.dtype,function(i,a){return Math.atan2(i,a)})},t.prototype.sinh=function(e){ht(e,"sinh");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.sinh(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.cosh=function(e){ht(e,"cosh");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.cosh(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.tanh=function(e){ht(e,"tanh");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Ee(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.asinh=function(e){ht(e,"asinh");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.asinh(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.acosh=function(e){ht(e,"acosh");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.acosh(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.atanh=function(e){ht(e,"atanh");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a)r[a]=Math.atanh(i[a]);return this.makeOutput(r,e.shape,"float32")},t.prototype.erf=function(e){ht(e,"erf");for(var r=new Float32Array(e.size),i=this.readSync(e.dataId),a=0;a<i.length;++a){var s=Math.sign(i[a]),u=Math.abs(i[a]),l=1/(1+.3275911*u);r[a]=s*(1-((((1.061405429*l-1.453152027)*l+1.421413741)*l-.284496736)*l+.254829592)*l*Math.exp(-u*u))}return this.makeOutput(r,e.shape,"float32")},t.prototype.step=function(e,r){r===void 0&&(r=0),ht(e,"step");for(var i=new Float32Array(e.size),a=this.readSync(e.dataId),s=0;s<a.length;++s){var u=a[s];isNaN(u)?i[s]=NaN:i[s]=u>0?1:r}return this.makeOutput(i,e.shape,"float32")},t.prototype.fusedConv2d=function(e){var r=e.input,i=e.filter,a=e.convInfo,s=e.bias,u=e.activation,l=e.preluActivationWeights,d=this.conv2d(r,i,a);return s&&(d=this.add(d,s)),u&&(d=ul(this,d,u,l)),d},t.prototype.conv2d=function(e,r,i){ht([e,r],"conv2d");for(var a=i.filterHeight,s=i.filterWidth,u=i.dilationHeight,l=i.dilationWidth,d=i.padInfo.left,A=i.padInfo.top,T=i.dataFormat==="channelsLast",D=Nt(i.outShape,e.dtype),U=e.strides[0],te=T?e.strides[1]:e.strides[2],oe=T?e.strides[2]:1,ae=T?1:e.strides[1],se=D.strides[0],we=T?D.strides[1]:D.strides[2],Ce=T?D.strides[2]:1,me=T?1:D.strides[1],Se=this.readSync(e.dataId),Re=this.readSync(r.dataId),Ue=D.values,We=0;We<i.batchSize;++We)for(var Ne=We*U,Le=We*se,$e=0;$e<i.outHeight;++$e)for(var Ze=Le+$e*we,et=$e*i.strideHeight-A,tt=0;tt<a;tt++){var st=et+tt*u;if(!(st<0||st>=i.inHeight))for(var pt=tt*r.strides[0],ct=Ne+st*te,lt=0;lt<i.outWidth;++lt)for(var mt=Ze+lt*Ce,ut=lt*i.strideWidth-d,yt=0;yt<s;yt++){var At=ut+yt*l;if(!(At<0||At>=i.inWidth))for(var St=ct+At*oe,Ft=pt+yt*r.strides[1],Ht=0;Ht<i.inChannels;++Ht){for(var $t=Se[St+Ht*ae],ir=0;ir<i.outChannels;++ir)Ue[mt+ir*me]+=$t*Re[Ft+ir];Ft+=i.outChannels}}}return D.toTensor()},t.prototype.conv3d=function(e,r,i){for(var a=i.filterDepth,s=i.filterHeight,u=i.filterWidth,l=i.dilationDepth,d=i.dilationHeight,A=i.dilationWidth,T=i.padInfo.front,D=i.padInfo.left,U=i.padInfo.top,te=Nt(i.outShape,e.dtype),oe=this.readSync(e.dataId),ae=this.readSync(r.dataId),se=te.values,we=0;we<i.batchSize;++we)for(var Ce=we*e.strides[0],me=we*te.strides[0],Se=0;Se<i.outDepth;++Se)for(var Re=me+Se*te.strides[1],Ue=Se*i.strideDepth-T,We=0;We<a;We++){var Ne=Ue+We*l;if(!(Ne<0||Ne>=i.inDepth))for(var Le=We*r.strides[0],$e=Ce+Ne*e.strides[1],Ze=0;Ze<i.outHeight;++Ze)for(var et=Re+Ze*te.strides[2],tt=Ze*i.strideHeight-U,st=0;st<s;st++){var pt=tt+st*d;if(!(pt<0||pt>=i.inHeight))for(var ct=Le+st*r.strides[1],lt=$e+pt*e.strides[2],mt=0;mt<i.outWidth;++mt)for(var ut=et+mt*i.outChannels,yt=mt*i.strideWidth-D,At=0;At<u;At++){var St=yt+At*A;if(!(St<0||St>=i.inWidth))for(var Ft=ct+At*r.strides[2],Ht=lt+St*i.inChannels,$t=Ft,ir=0;ir<i.inChannels;++ir){for(var tr=oe[Ht+ir],ar=0;ar<i.outChannels;++ar)se[ut+ar]+=tr*ae[$t+ar];$t+=i.outChannels}}}}return te.toTensor()},t.prototype.conv2dDerInput=function(e,r,i){ht([e,r],"conv2dDerInput");for(var a=Nt(i.inShape,"float32"),s=a.values,u=this.readSync(e.dataId),l=this.readSync(r.dataId),d=r.strides,A=d[0],T=d[1],D=d[2],U=i.batchSize,te=i.filterHeight,oe=i.filterWidth,ae=i.inChannels,se=i.inHeight,we=i.inWidth,Ce=i.outChannels,me=i.outHeight,Se=i.outWidth,Re=i.strideHeight,Ue=i.strideWidth,We=i.dataFormat,Ne=te-1-i.padInfo.top,Le=oe-1-i.padInfo.left,$e=We==="channelsLast",Ze=a.strides[0],et=$e?a.strides[1]:a.strides[2],tt=$e?a.strides[2]:1,st=$e?1:a.strides[1],pt=e.strides[0],ct=$e?e.strides[1]:e.strides[2],lt=$e?e.strides[2]:1,mt=$e?1:e.strides[1],ut=0;ut<U;++ut)for(var yt=0;yt<ae;++yt)for(var At=0;At<se;++At)for(var St=At-Ne,Ft=Math.max(0,Math.ceil(St/Re)),Ht=Math.min(me,(te+St)/Re),$t=0;$t<we;++$t){for(var ir=$t-Le,tr=Math.max(0,Math.ceil(ir/Ue)),ar=Math.min(Se,(oe+ir)/Ue),qt=0,rr=Ft;rr<Ht;++rr)for(var Er=rr*Re-St,vr=tr;vr<ar;++vr)for(var Wr=pt*ut+ct*rr+lt*vr,an=A*(te-1-Er)+T*(oe-1-(vr*Ue-ir))+D*yt,on=0;on<Ce;++on)qt+=u[Wr+mt*on]*l[an+on];s[Ze*ut+et*At+tt*$t+st*yt]=qt}return a.toTensor()},t.prototype.conv3dDerInput=function(e,r,i){for(var a=Nt(i.inShape,"float32"),s=a.values,u=a.strides,l=u[0],d=u[1],A=u[2],T=u[3],D=this.readSync(e.dataId),U=e.strides,te=U[0],oe=U[1],ae=U[2],se=U[3],we=this.readSync(r.dataId),Ce=r.strides,me=Ce[0],Se=Ce[1],Re=Ce[2],Ue=Ce[3],We=i.batchSize,Ne=i.filterDepth,Le=i.filterHeight,$e=i.filterWidth,Ze=i.inChannels,et=i.inDepth,tt=i.inHeight,st=i.inWidth,pt=i.outChannels,ct=i.outDepth,lt=i.outHeight,mt=i.outWidth,ut=i.strideDepth,yt=i.strideHeight,At=i.strideWidth,St=Ne-1-i.padInfo.front,Ft=Le-1-i.padInfo.top,Ht=$e-1-i.padInfo.left,$t=0;$t<We;++$t)for(var ir=0;ir<Ze;++ir)for(var tr=0;tr<et;++tr)for(var ar=tr-St,qt=Math.max(0,Math.ceil(ar/ut)),rr=Math.min(ct,(Ne+ar)/ut),Er=0;Er<tt;++Er)for(var vr=Er-Ft,Wr=Math.max(0,Math.ceil(vr/yt)),an=Math.min(lt,(Le+vr)/yt),on=0;on<st;++on){for(var aa=on-Ht,oa=Math.max(0,Math.ceil(aa/At)),bi=Math.min(mt,($e+aa)/At),rs=0,xa=qt;xa<rr;++xa)for(var Ka=xa*ut-ar,Ea=Wr;Ea<an;++Ea)for(var ns=Ea*yt-vr,Ca=oa;Ca<bi;++Ca)for(var cc=te*$t+oe*xa+ae*Ea+se*Ca,is=me*(Ne-1-Ka)+Se*(Le-1-ns)+Re*($e-1-(Ca*At-aa))+Ue*ir,sa=0;sa<pt;++sa)rs+=D[cc+sa]*we[is+sa];s[l*$t+d*tr+A*Er+T*on+ir]=rs}return a.toTensor()},t.prototype.conv2dDerFilter=function(e,r,i){ht([e,r],"conv2dDerFilter");for(var a=i.strideHeight,s=i.strideWidth,u=i.filterHeight,l=i.filterWidth,d=i.dataFormat==="channelsLast",A=Nt(i.filterShape,"float32"),T=i.padInfo.left,D=i.padInfo.top,U=this.bufferSync(e),te=this.bufferSync(r),oe=0;oe<u;++oe)for(var ae=Math.max(0,Math.ceil((D-oe)/a)),se=Math.min(i.outHeight,(i.inHeight+D-oe)/a),we=0;we<l;++we)for(var Ce=Math.max(0,Math.ceil((T-we)/s)),me=Math.min(i.outWidth,(i.inWidth+T-we)/s),Se=0;Se<i.inChannels;++Se)for(var Re=0;Re<i.outChannels;++Re){for(var Ue=0,We=0;We<i.batchSize;++We)for(var Ne=ae;Ne<se;++Ne)for(var Le=oe+Ne*a-D,$e=Ce;$e<me;++$e){var Ze=we+$e*s-T;Ue+=d?U.get(We,Le,Ze,Se)*te.get(We,Ne,$e,Re):U.get(We,Se,Le,Ze)*te.get(We,Re,Ne,$e)}A.set(Ue,oe,we,Se,Re)}return A.toTensor()},t.prototype.conv3dDerFilter=function(e,r,i){for(var a=i.strideDepth,s=i.strideHeight,u=i.strideWidth,l=i.filterDepth,d=i.filterHeight,A=i.filterWidth,T=Nt(i.filterShape,"float32"),D=T.values,U=T.strides,te=U[0],oe=U[1],ae=U[2],se=U[3],we=this.readSync(r.dataId),Ce=r.strides,me=Ce[0],Se=Ce[1],Re=Ce[2],Ue=Ce[3],We=this.readSync(e.dataId),Ne=e.strides,Le=Ne[0],$e=Ne[1],Ze=Ne[2],et=Ne[3],tt=i.padInfo.front,st=i.padInfo.left,pt=i.padInfo.top,ct=0;ct<l;++ct)for(var lt=Math.max(0,Math.ceil((tt-ct)/a)),mt=Math.min(i.outDepth,(i.inDepth+tt-ct)/a),ut=ct*te,yt=0;yt<d;++yt)for(var At=Math.max(0,Math.ceil((pt-yt)/s)),St=Math.min(i.outHeight,(i.inHeight+pt-yt)/s),Ft=yt*oe+ut,Ht=0;Ht<A;++Ht)for(var $t=Math.max(0,Math.ceil((st-Ht)/u)),ir=Math.min(i.outWidth,(i.inWidth+st-Ht)/u),tr=Ht*ae+Ft,ar=0;ar<i.inChannels;++ar)for(var qt=ar*se+tr,rr=0;rr<i.outChannels;++rr){for(var Er=0,vr=0;vr<i.batchSize;++vr)for(var Wr=vr*Le,an=vr*me,on=lt;on<mt;++on)for(var aa=(ct+on*a-tt)*$e+Wr,oa=on*Se+an,bi=At;bi<St;++bi)for(var rs=(yt+bi*s-pt)*Ze+aa,xa=bi*Re+oa,Ka=$t;Ka<ir;++Ka){var Ea=Ka*Ue+xa;Er+=We[(Ht+Ka*u-st)*et+rs+ar]*we[Ea+rr]}D[qt+rr]=Er}return T.toTensor()},t.prototype.fusedDepthwiseConv2D=function(e){var r=e.input,i=e.filter,a=e.convInfo,s=e.bias,u=e.activation,l=e.preluActivationWeights,d=this.depthwiseConv2D(r,i,a);return s&&(d=this.add(d,s)),u&&(d=ul(this,d,u,l)),d},t.prototype.depthwiseConv2D=function(e,r,i){ht([e,r],"depthwiseConv2D");for(var a=i.filterHeight,s=i.filterWidth,u=i.dilationHeight,l=i.dilationWidth,d=i.padInfo.left,A=i.padInfo.top,T=i.outChannels/i.inChannels,D=Nt(i.outShape,e.dtype),U=this.readSync(e.dataId),te=this.readSync(r.dataId),oe=D.values,ae=0;ae<i.batchSize;++ae)for(var se=ae*e.strides[0],we=ae*D.strides[0],Ce=0;Ce<i.outHeight;++Ce)for(var me=we+Ce*D.strides[1],Se=Ce*i.strideHeight-d,Re=0;Re<a;++Re){var Ue=Se+Re*u;if(!(Ue<0||Ue>=i.inHeight))for(var We=Re*r.strides[0],Ne=se+Ue*e.strides[1],Le=0;Le<i.outWidth;++Le)for(var $e=me+Le*D.strides[2],Ze=Le*i.strideWidth-A,et=0;et<s;++et){var tt=Ze+et*l;if(!(tt<0||tt>=i.inWidth))for(var st=We+et*r.strides[1],pt=Ne+tt*i.inChannels,ct=$e,lt=st,mt=0;mt<i.inChannels;++mt){for(var ut=U[pt+mt],yt=0;yt<T;++yt)oe[ct+yt]+=ut*te[lt+yt];ct+=T,lt+=T}}}return D.toTensor()},t.prototype.depthwiseConv2DDerInput=function(e,r,i){ht([e,r],"depthwiseConv2DDerInput");for(var a=Nt(i.inShape,"float32"),s=a.values,u=a.strides,l=u[0],d=u[1],A=u[2],T=this.readSync(e.dataId),D=e.strides,U=D[0],te=D[1],oe=D[2],ae=this.readSync(r.dataId),se=r.strides,we=se[0],Ce=se[1],me=se[2],Se=i.batchSize,Re=i.filterHeight,Ue=i.filterWidth,We=i.inChannels,Ne=i.inHeight,Le=i.inWidth,$e=i.outChannels,Ze=i.outHeight,et=i.outWidth,tt=i.strideHeight,st=i.strideWidth,pt=Re-1-i.padInfo.top,ct=Ue-1-i.padInfo.left,lt=$e/We,mt=0;mt<Se;++mt)for(var ut=0;ut<We;++ut)for(var yt=0;yt<Ne;++yt)for(var At=yt-pt,St=Math.max(0,Math.ceil(At/tt)),Ft=Math.min(Ze,(Re+At)/tt),Ht=0;Ht<Le;++Ht){for(var $t=Ht-ct,ir=Math.max(0,Math.ceil($t/st)),tr=Math.min(et,(Ue+$t)/st),ar=0,qt=St;qt<Ft;++qt)for(var rr=qt*tt-At,Er=ir;Er<tr;++Er)for(var vr=U*mt+te*qt+oe*Er,Wr=we*(Re-1-rr)+Ce*(Ue-1-(Er*st-$t))+me*ut,an=0;an<lt;++an)ar+=T[vr+(ut*lt+an)]*ae[Wr+an];s[l*mt+d*yt+A*Ht+ut]=ar}return a.toTensor()},t.prototype.depthwiseConv2DDerFilter=function(e,r,i){ht([e,r],"depthwiseConv2DDerFilter");for(var a=i.strideHeight,s=i.strideWidth,u=i.filterHeight,l=i.filterWidth,d=Nt(i.filterShape,"float32"),A=i.padInfo.left,T=i.padInfo.top,D=i.outChannels/i.inChannels,U=this.bufferSync(e),te=this.bufferSync(r),oe=0;oe<u;++oe)for(var ae=Math.max(0,Math.ceil((T-oe)/a)),se=Math.min(i.outHeight,(i.inHeight+T-oe)/a),we=0;we<l;++we)for(var Ce=Math.max(0,Math.ceil((A-we)/s)),me=Math.min(i.outWidth,(i.inWidth+A-we)/s),Se=0;Se<i.outChannels;++Se){for(var Re=Math.trunc(Se/D),Ue=Se%D,We=0,Ne=0;Ne<i.batchSize;++Ne)for(var Le=ae;Le<se;++Le)for(var $e=oe+Le*a-T,Ze=Ce;Ze<me;++Ze){var et=we+Ze*s-A;We+=U.get(Ne,$e,et,Re)*te.get(Ne,Le,Ze,Se)}d.set(We,oe,we,Re,Ue)}return d.toTensor()},t.prototype.tile=function(e,r){return ht(e,"tile"),Ac(this.bufferSync(e),r)},t.prototype.pad=function(e,r,i){ht(e,"pad");var a=r.map(function(D,U){return D[0]+e.shape[U]+D[1]}),s=r.map(function(D){return D[0]}),u=this.bufferSync(e),l=Nt(a,e.dtype);i!==0&&l.values.fill(i);for(var d=0;d<e.size;d++){var A=u.indexToLoc(d),T=A.map(function(D,U){return D+s[U]});l.set.apply(l,[u.get.apply(u,A)].concat(T))}return l.toTensor()},t.prototype.transpose=function(e,r){ht(e,"transpose");for(var i=new Array(e.rank),a=0;a<i.length;a++)i[a]=e.shape[r[a]];var s=this.readSync(e.dataId),u=Nt(i,e.dtype),l=this.bufferSync(e);for(a=0;a<e.size;++a){for(var d=l.indexToLoc(a),A=new Array(d.length),T=0;T<A.length;T++)A[T]=d[r[T]];var D=u.locToIndex(A);u.values[D]=s[a]}return u.toTensor()},t.prototype.gather=function(e,r,i){ht([e,r],"gather");var a=e.shape.slice(),s=this.readSync(r.dataId);a[i]=s.length;for(var u=Nt(a,e.dtype),l=this.bufferSync(e),d=0;d<u.size;++d){var A=u.indexToLoc(d),T=A.slice();T[i]=s[A[i]];var D=l.locToIndex(T);u.values[d]=l.values[D]}return u.toTensor()},t.prototype.batchToSpaceND=function(e,r,i){ht([e],"batchToSpaceND");var a=r.reduce(function(T,D){return T*D}),s=ai(e.shape,r,a),u=_i(s.length,r.length),l=Si(e.shape,r,a),d=no(i,r.length),A=vn(l,i,r.length);return e.reshape(s).transpose(u).reshape(l).slice(d,A)},t.prototype.spaceToBatchND=function(e,r,i){ht([e],"spaceToBatchND");var a=r.reduce(function(D,U){return D*U}),s=[[0,0]];s.push.apply(s,i);for(var u=1+r.length;u<e.shape.length;++u)s.push([0,0]);var l=e.pad(s),d=ai(l.shape,r,a,!1),A=_i(d.length,r.length,!1),T=Si(l.shape,r,a,!1);return l.reshape(d).transpose(A).reshape(T)},t.prototype.pool=function(e,r,i){ht(e,"pool");for(var a=r.strideHeight,s=r.strideWidth,u=r.dilationHeight,l=r.dilationWidth,d=r.effectiveFilterHeight,A=r.effectiveFilterWidth,T=r.padInfo.top,D=r.padInfo.left,U=i==="max"?Number.NEGATIVE_INFINITY:Number.POSITIVE_INFINITY,te=this.readSync(e.dataId),oe=Nt(r.outShape,e.dtype),ae=oe.values,se=r.outShape[1]*r.outShape[2]*r.outShape[3],we=r.outShape[2]*r.outShape[3],Ce=r.outShape[3],me=0;me<r.batchSize;++me)for(var Se=me*se,Re=me*e.strides[0],Ue=0;Ue<r.inChannels;++Ue)for(var We=0;We<r.outHeight;++We)for(var Ne=We*a-T,Le=Math.max(0,Ne),$e=Math.min(r.inHeight,d+Ne),Ze=Se+We*we,et=0;et<r.outWidth;++et){for(var tt=et*s-D,st=Math.max(0,tt),pt=Math.min(r.inWidth,A+tt),ct=U,lt=0,mt=0,ut=Le;ut<$e;ut+=u){for(var yt=Re+ut*e.strides[1],At=st;At<pt;At+=l){var St=te[yt+At*e.strides[2]+Ue];i==="max"&&St>ct?ct=St:i==="avg"&&(lt+=St,mt++)}if(isNaN(ct))break}ae[Ze+et*Ce+Ue]=i==="avg"?lt/mt:ct}return oe.toTensor()},t.prototype.maxPool=function(e,r){return this.pool(e,r,"max")},t.prototype.maxPoolPositions=function(e,r){for(var i=Nt(r.outShape,"int32"),a=r.strideHeight,s=r.strideWidth,u=r.dilationHeight,l=r.dilationWidth,d=r.effectiveFilterHeight,A=r.effectiveFilterWidth,T=r.padInfo.top,D=r.padInfo.left,U=this.bufferSync(e),te=0;te<r.batchSize;++te)for(var oe=0;oe<r.inChannels;++oe)for(var ae=0;ae<r.outHeight;++ae){for(var se=ae*a-T,we=se;we<0;)we+=u;for(var Ce=Math.min(r.inHeight,d+se),me=0;me<r.outWidth;++me){for(var Se=me*s-D,Re=Se;Re<0;)Re+=l;for(var Ue=Math.min(r.inWidth,A+Se),We=Number.NEGATIVE_INFINITY,Ne=-1,Le=we;Le<Ce;Le+=u)for(var $e=Le-se,Ze=Re;Ze<Ue;Ze+=l){var et=Ze-Se,tt=U.get(te,Le,Ze,oe);tt>We&&(We=tt,Ne=$e*A+et)}i.set(Ne,te,ae,me,oe)}}return i.toTensor()},t.prototype.maxPoolBackprop=function(e,r,i,a){ht([r,i],"maxPoolBackprop");for(var s=this.maxPoolPositions(r,a),u=a.strideHeight,l=a.strideWidth,d=a.dilationHeight,A=a.dilationWidth,T=a.effectiveFilterHeight,D=a.effectiveFilterWidth,U=D-1-a.padInfo.left,te=T-1-a.padInfo.top,oe=Nt(r.shape,"float32"),ae=this.bufferSync(s),se=this.bufferSync(e),we=0;we<a.batchSize;++we)for(var Ce=0;Ce<a.inChannels;++Ce)for(var me=0;me<a.inHeight;++me)for(var Se=0;Se<a.inWidth;++Se){for(var Re=me-te,Ue=Se-U,We=0,Ne=0;Ne<T;Ne+=d){var Le=(Re+Ne)/u;if(!(Le<0||Le>=a.outHeight||Math.floor(Le)!==Le))for(var $e=0;$e<D;$e+=A){var Ze=(Ue+$e)/l;if(!(Ze<0||Ze>=a.outWidth||Math.floor(Ze)!==Ze)){var et=T*D-1-ae.get(we,Le,Ze,Ce)===Ne*D+$e?1:0;et!==0&&(We+=se.get(we,Le,Ze,Ce)*et)}}}oe.set(We,we,me,Se,Ce)}return oe.toTensor()},t.prototype.avgPoolBackprop=function(e,r,i){ht([e,r],"avgPoolBackprop");for(var a=i.strideHeight,s=i.strideWidth,u=i.filterHeight,l=i.filterWidth,d=i.dilationHeight,A=i.dilationWidth,T=i.effectiveFilterHeight,D=i.effectiveFilterWidth,U=D-1-i.padInfo.left,te=T-1-i.padInfo.top,oe=Nt(r.shape,"float32"),ae=1/(u*l),se=this.bufferSync(e),we=0;we<i.batchSize;++we)for(var Ce=0;Ce<i.inChannels;++Ce)for(var me=0;me<i.inHeight;++me)for(var Se=0;Se<i.inWidth;++Se){for(var Re=me-te,Ue=Se-U,We=0,Ne=0;Ne<T;Ne+=d){var Le=(Re+Ne)/a;if(!(Le<0||Le>=i.outHeight||Math.floor(Le)!==Le))for(var $e=0;$e<D;$e+=A){var Ze=(Ue+$e)/s;Ze<0||Ze>=i.outWidth||Math.floor(Ze)!==Ze||(We+=se.get(we,Le,Ze,Ce))}}oe.set(We*ae,we,me,Se,Ce)}return oe.toTensor()},t.prototype.pool3d=function(e,r,i){ht(e,"pool3d");for(var a=r.strideDepth,s=r.strideHeight,u=r.strideWidth,l=r.dilationDepth,d=r.dilationHeight,A=r.dilationWidth,T=r.effectiveFilterDepth,D=r.effectiveFilterHeight,U=r.effectiveFilterWidth,te=r.padInfo.front,oe=r.padInfo.top,ae=r.padInfo.left,se=i==="max"?Number.NEGATIVE_INFINITY:Number.POSITIVE_INFINITY,we=this.readSync(e.dataId),Ce=Nt(r.outShape,e.dtype),me=Ce.values,Se=r.outShape[1]*r.outShape[2]*r.outShape[3]*r.outShape[4],Re=r.outShape[2]*r.outShape[3]*r.outShape[4],Ue=r.outShape[3]*r.outShape[4],We=r.outShape[4],Ne=0;Ne<r.batchSize;++Ne)for(var Le=Ne*Se,$e=Ne*e.strides[0],Ze=0;Ze<r.inChannels;++Ze)for(var et=0;et<r.outDepth;++et){for(var tt=et*a-te,st=tt;st<0;)st+=l;for(var pt=Math.min(r.inDepth,T+tt),ct=Le+et*Re,lt=0;lt<r.outHeight;++lt){for(var mt=lt*s-oe,ut=mt;ut<0;)ut+=d;for(var yt=Math.min(r.inHeight,D+mt),At=ct+lt*Ue,St=0;St<r.outWidth;++St){for(var Ft=St*u-ae,Ht=Ft;Ht<0;)Ht+=A;for(var $t=Math.min(r.inWidth,U+Ft),ir=At+St*We,tr=se,ar=0,qt=0,rr=st;rr<pt;rr+=l){for(var Er=$e+rr*e.strides[1],vr=ut;vr<yt;vr+=d){for(var Wr=Er+vr*e.strides[2],an=Ht;an<$t;an+=A){var on=we[Wr+an*e.strides[3]+Ze];if(i==="max"&&on>tr?tr=on:i==="avg"&&(ar+=on,qt++),isNaN(tr))break}if(isNaN(tr))break}if(isNaN(tr))break}me[ir+Ze]=i==="avg"?ar/qt:tr}}}return Ce.toTensor()},t.prototype.avgPool3d=function(e,r){return ht(e,"avgPool3d"),this.pool3d(e,r,"avg").toFloat()},t.prototype.avgPool3dBackprop=function(e,r,i){ht([e,r],"avgPool3dBackprop");for(var a=i.strideDepth,s=i.strideHeight,u=i.strideWidth,l=i.filterDepth,d=i.filterHeight,A=i.filterWidth,T=i.dilationDepth,D=i.dilationHeight,U=i.dilationWidth,te=i.effectiveFilterDepth,oe=i.effectiveFilterHeight,ae=i.effectiveFilterWidth,se=te-1-i.padInfo.front,we=ae-1-i.padInfo.left,Ce=oe-1-i.padInfo.top,me=Nt(r.shape,"float32"),Se=1/(l*d*A),Re=this.bufferSync(e),Ue=0;Ue<i.batchSize;++Ue)for(var We=0;We<i.inChannels;++We)for(var Ne=0;Ne<i.inDepth;++Ne)for(var Le=0;Le<i.inHeight;++Le)for(var $e=0;$e<i.inWidth;++$e){for(var Ze=Ne-se,et=Le-Ce,tt=$e-we,st=0,pt=0;pt<te;pt+=T){var ct=(Ze+pt)/a;if(!(ct<0||ct>=i.outDepth||Math.floor(ct)!==ct))for(var lt=0;lt<oe;lt+=D){var mt=(et+lt)/s;if(!(mt<0||mt>=i.outHeight||Math.floor(mt)!==mt))for(var ut=0;ut<ae;ut+=U){var yt=(tt+ut)/u;yt<0||yt>=i.outWidth||Math.floor(yt)!==yt||(st+=Re.get(Ue,ct,mt,yt,We))}}}me.set(st*Se,Ue,Ne,Le,$e,We)}return me.toTensor()},t.prototype.maxPool3d=function(e,r){return ht(e,"maxPool3d"),this.pool3d(e,r,"max").toFloat()},t.prototype.maxPool3dPositions=function(e,r){for(var i=Nt(r.outShape,"int32"),a=r.strideDepth,s=r.strideHeight,u=r.strideWidth,l=r.dilationDepth,d=r.dilationHeight,A=r.dilationWidth,T=r.effectiveFilterDepth,D=r.effectiveFilterHeight,U=r.effectiveFilterWidth,te=r.padInfo.front,oe=r.padInfo.top,ae=r.padInfo.left,se=this.bufferSync(e),we=0;we<r.batchSize;++we)for(var Ce=0;Ce<r.inChannels;++Ce)for(var me=0;me<r.outDepth;++me){for(var Se=me*a-te,Re=Se;Re<0;)Re+=l;for(var Ue=Math.min(r.inDepth,T+Se),We=0;We<r.outHeight;++We){for(var Ne=We*s-oe,Le=Ne;Le<0;)Le+=d;for(var $e=Math.min(r.inHeight,D+Ne),Ze=0;Ze<r.outWidth;++Ze){for(var et=Ze*u-ae,tt=et;tt<0;)tt+=A;for(var st=Math.min(r.inWidth,U+et),pt=Number.NEGATIVE_INFINITY,ct=-1,lt=Re;lt<Ue;lt+=l)for(var mt=lt-Se,ut=Le;ut<$e;ut+=d)for(var yt=ut-Ne,At=tt;At<st;At+=A){var St=At-et,Ft=se.get(we,lt,ut,At,Ce);Ft>=pt&&(pt=Ft,ct=mt*D*U+yt*D+St)}i.set(ct,we,me,We,Ze,Ce)}}}return i.toTensor()},t.prototype.maxPool3dBackprop=function(e,r,i,a){ht([r,i],"maxPool3dBackprop");for(var s=this.maxPool3dPositions(r,a),u=a.strideDepth,l=a.strideHeight,d=a.strideWidth,A=a.dilationDepth,T=a.dilationHeight,D=a.dilationWidth,U=a.effectiveFilterDepth,te=a.effectiveFilterHeight,oe=a.effectiveFilterWidth,ae=U-1-a.padInfo.front,se=oe-1-a.padInfo.left,we=te-1-a.padInfo.top,Ce=Nt(r.shape,"float32"),me=this.bufferSync(s),Se=this.bufferSync(e),Re=0;Re<a.batchSize;++Re)for(var Ue=0;Ue<a.inChannels;++Ue)for(var We=0;We<a.inDepth;++We)for(var Ne=0;Ne<a.inHeight;++Ne)for(var Le=0;Le<a.inWidth;++Le){for(var $e=We-ae,Ze=Ne-we,et=Le-se,tt=0,st=0;st<U;st+=A){var pt=($e+st)/u;if(!(pt<0||pt>=a.outDepth||Math.floor(pt)!==pt))for(var ct=0;ct<te;ct+=T){var lt=(Ze+ct)/l;if(!(lt<0||lt>=a.outHeight||Math.floor(lt)!==lt))for(var mt=0;mt<oe;mt+=D){var ut=(et+mt)/d;if(!(ut<0||ut>=a.outWidth||Math.floor(ut)!==ut)){var yt=U*te*oe-1-me.get(Re,pt,lt,ut,Ue)===st*te*oe+ct*oe+mt?1:0;yt!==0&&(tt+=Se.get(Re,pt,lt,ut,Ue)*yt)}}}}Ce.set(tt,Re,We,Ne,Le,Ue)}return Ce.toTensor()},t.prototype.cast=function(e,r){return fo(e,r,this)},t.prototype.reshape=function(e,r){return Et(e,r)},t.prototype.avgPool=function(e,r){return ht(e,"avgPool"),this.pool(e,r,"avg").toFloat()},t.prototype.resizeBilinear=function(e,r,i,a){ht(e,"resizeBilinear");for(var s=e.shape,u=s[0],l=s[1],d=s[2],A=s[3],T=this.readSync(e.dataId),D=new Float32Array(le([u,r,i,A])),U=[a&&r>1?l-1:l,a&&i>1?d-1:d],te=[a&&r>1?r-1:r,a&&i>1?i-1:i],oe=0,ae=U[0]/te[0],se=U[1]/te[1],we=0;we<u;we++)for(var Ce=0;Ce<r;Ce++)for(var me=ae*Ce,Se=Math.floor(me),Re=me-Se,Ue=Math.min(l-1,Math.ceil(me)),We=we*e.strides[0]+Se*e.strides[1],Ne=we*e.strides[0]+Ue*e.strides[1],Le=0;Le<i;Le++)for(var $e=se*Le,Ze=Math.floor($e),et=$e-Ze,tt=Math.min(d-1,Math.ceil($e)),st=We+Ze*e.strides[2],pt=Ne+Ze*e.strides[2],ct=We+tt*e.strides[2],lt=Ne+tt*e.strides[2],mt=0;mt<A;mt++){var ut=T[st+mt],yt=T[pt+mt],At=ut+(T[ct+mt]-ut)*et,St=At+(yt+(T[lt+mt]-yt)*et-At)*Re;D[oe++]=St}return Mt(D,[u,r,i,A])},t.prototype.resizeBilinearBackprop=function(e,r,i){ht([e,r],"resizeBilinearBackprop");for(var a=r.shape,s=a[0],u=a[1],l=a[2],d=a[3],A=e.shape,T=A[1],D=A[2],U=new Float32Array(s*u*l*d),te=[i&&T>1?u-1:u,i&&D>1?l-1:l],oe=[i&&T>1?T-1:T,i&&D>1?D-1:D],ae=te[0]/oe[0],se=te[1]/oe[1],we=this.readSync(e.dataId),Ce=0,me=0;me<s;me++)for(var Se=me*r.strides[0],Re=0;Re<T;Re++)for(var Ue=Re*ae,We=Math.floor(Ue),Ne=Math.min(Math.ceil(Ue),u-1),Le=Se+We*r.strides[1],$e=Se+Ne*r.strides[1],Ze=Ue-We,et=1-Ze,tt=0;tt<D;tt++)for(var st=tt*se,pt=Math.floor(st),ct=Math.min(Math.ceil(st),l-1),lt=st-pt,mt=1-lt,ut=Le+pt*r.strides[2],yt=Le+ct*r.strides[2],At=$e+pt*r.strides[2],St=$e+ct*r.strides[2],Ft=et*mt,Ht=et*lt,$t=Ze*mt,ir=Ze*lt,tr=0;tr<d;tr++){var ar=we[Ce++];U[ut+tr]+=ar*Ft,U[yt+tr]+=ar*Ht,U[At+tr]+=ar*$t,U[St+tr]+=ar*ir}return un(U,[s,l,u,d],r.dtype)},t.prototype.resizeNearestNeighbor=function(e,r,i,a){ht(e,"resizeNearestNeighbor");for(var s=e.shape,u=s[0],l=s[1],d=s[2],A=s[3],T=this.readSync(e.dataId),D=new Float32Array(u*r*i*A),U=[a&&r>1?l-1:l,a&&i>1?d-1:d],te=[a&&r>1?r-1:r,a&&i>1?i-1:i],oe=U[0]/te[0],ae=U[1]/te[1],se=0,we=0;we<u;we++)for(var Ce=we*e.strides[0],me=0;me<r;me++)for(var Se=oe*me,Re=Ce+Math.min(l-1,a?Math.round(Se):Math.floor(Se))*e.strides[1],Ue=0;Ue<i;Ue++)for(var We=ae*Ue,Ne=Re+Math.min(d-1,a?Math.round(We):Math.floor(We))*e.strides[2],Le=0;Le<A;Le++){var $e=T[Ne+Le];D[se++]=$e}return Mt(D,[u,r,i,A],e.dtype)},t.prototype.resizeNearestNeighborBackprop=function(e,r,i){ht([e,r],"resizeNearestNeighborBackprop");for(var a=r.shape,s=a[0],u=a[1],l=a[2],d=a[3],A=e.shape,T=A[1],D=A[2],U=new Float32Array(s*u*l*d),te=this.readSync(e.dataId),oe=[i&&T>1?u-1:u,i&&D>1?l-1:l],ae=[i&&T>1?T-1:T,i&&D>1?D-1:D],se=oe[0]/ae[0],we=oe[1]/ae[1],Ce=1/se,me=1/we,Se=2*Math.ceil(Ce)+2,Re=2*Math.ceil(me)+2,Ue=0;Ue<s;Ue++)for(var We=Ue*r.strides[0],Ne=0;Ne<u;Ne++)for(var Le=We+Ne*r.strides[1],$e=Math.floor(Ne*Ce),Ze=Math.floor($e-Se/2),et=0;et<l;et++)for(var tt=Le+et*r.strides[2],st=Math.floor(et*me),pt=Math.floor(st-Re/2),ct=0;ct<d;ct++){for(var lt=0,mt=0;mt<Se;mt++){var ut=mt+Ze;if(!(ut<0||ut>=T)){var yt=We+ut*e.strides[1],At=ut*se;if(Ne===Math.min(u-1,i?Math.round(At):Math.floor(At)))for(var St=0;St<Re;St++){var Ft=St+pt;if(!(Ft<0||Ft>=D)){var Ht=yt+Ft*e.strides[2],$t=Ft*we;et===Math.min(l-1,i?Math.round($t):Math.floor($t))&&(lt+=te[Ht+ct])}}}}U[tt+ct]=lt}return un(U,r.shape,r.dtype)},t.prototype.batchNormalization=function(e,r,i,a,s,u){ht([e,r,i,s,u],"batchNorm");for(var l=this.readSync(e.dataId),d=this.readSync(r.dataId),A=this.readSync(i.dataId),T=s?this.readSync(s.dataId):new Float32Array([1]),D=u?this.readSync(u.dataId):new Float32Array([0]),U=new Float32Array(l.length),te=D.length,oe=T.length,ae=A.length,se=d.length,we=0,Ce=0,me=0,Se=0,Re=0;Re<l.length;++Re)U[Re]=D[we++]+(l[Re]-d[Ce++])*T[me++]/Math.sqrt(A[Se++]+a),we>=te&&(we=0),Ce>=se&&(Ce=0),me>=oe&&(me=0),Se>=ae&&(Se=0);return un(U,e.shape)},t.prototype.localResponseNormalization4D=function(e,r,i,a,s){ht(e,"localResponseNormalization4D");var u=e.shape[3],l=u-1,d=this.readSync(e.dataId),A=e.size,T=new Float32Array(A);function D(ae){for(var se=ae%u,we=ae-se+Math.max(0,se-r),Ce=ae-se+Math.min(se+r,l),me=0;we<=Ce;we++){var Se=d[we];me+=Se*Se}return me}for(var U=0;U<A;U++){var te=D(U),oe=d[U]*Math.pow(i+a*te,-s);T[U]=oe}return un(T,e.shape)},t.prototype.LRNGrad=function(e,r,i,a,s,u,l){ht(e,"LRNGrad");for(var d=e.shape[3],A=this.readSync(e.dataId),T=this.readSync(r.dataId),D=this.readSync(i.dataId),U=new Float32Array(e.size),te=e.size,oe=0;oe<te;oe++){for(var ae=oe%d,se=oe-ae+Math.max(0,ae-a),we=oe-ae+Math.min(d,ae+a+1),Ce=0,me=se;me<we;me++)Ce+=Math.pow(T[me],2);for(Ce=u*Ce+s,me=se;me<we;me++){var Se=-2*u*l*T[me]*D[oe]/Ce;oe===me&&(Se+=Math.pow(Ce,-l)),Se*=A[oe],U[me]+=Se}}return un(U,e.shape)},t.prototype.multinomial=function(e,r,i,a){ht(e,"multinomial");for(var s=r?e:vi(e),u=s.shape[0],l=s.shape[1],d=pr([u,i],"int32"),A=this.readSync(d.dataId),T=this.readSync(s.dataId),D=0;D<u;++D){var U=D*l,te=new Float32Array(l-1);te[0]=T[U];for(var oe=1;oe<te.length;++oe)te[oe]=te[oe-1]+T[U+oe];for(var ae=fa(a.toString()),se=D*i,we=0;we<i;++we){var Ce=ae();A[se+we]=te.length;for(var me=0;me<te.length;me++)if(Ce<te[me]){A[se+we]=me;break}}}return d},t.prototype.oneHot=function(e,r,i,a){ht(e,"oneHot");var s=new Float32Array(e.size*r);s.fill(a);for(var u=this.readSync(e.dataId),l=0;l<e.size;++l)u[l]>=0&&u[l]<r&&(s[l*r+u[l]]=i);return cr(s,[e.size,r],"int32")},t.prototype.nonMaxSuppression=function(e,r,i,a,s){return ht(e,"nonMaxSuppression"),Bu(this.readSync(e.dataId),this.readSync(r.dataId),i,a,s)},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,r){for(var i=e.shape[0],a=e.shape[1],s=Nt(e.shape,"float32"),u=Nt(e.shape,"float32"),l=Tr(e).as2D(i,a),d=Hr(e).as2D(i,a),A=0;A<i;A++)for(var T=l.slice([A,0],[1,a]),D=d.slice([A,0],[1,a]),U=Fr(T,D),te=this.readSync(this.fftImpl(U,r).dataId),oe=0;oe<a;oe++){var ae=Zr(te,oe);s.values[A*a+oe]=ae.real,u.values[A*a+oe]=ae.imag}return Fr(s.toTensor(),u.toTensor()).as2D(i,a)},t.prototype.fftImpl=function(e,r){var i=e.as1D(),a=i.size;if(this.isExponentOf2(a)){var s=this.fftRadix2(i,a,r).as2D(e.shape[0],e.shape[1]);return r&&(s=Fr(Tr(s).div(wt(a)),Hr(s).div(wt(a)))),s}var u=this.readSync(e.dataId),l=function(d){for(var A=new Float32Array(d.length/2),T=new Float32Array(d.length/2),D=0;D<d.length;D+=2)A[D/2]=d[D],T[D/2]=d[D+1];return{real:A,imag:T}}(this.fourierTransformByMatmul(u,a,r));return Fr(l.real,l.imag).as2D(e.shape[0],e.shape[1])},t.prototype.isExponentOf2=function(e){return(e&e-1)==0},t.prototype.fftRadix2=function(e,r,i){if(r===1)return e;var a=this.readSync(e.dataId),s=r/2,u=function(se){for(var we=Math.ceil(se.length/4),Ce=new Float32Array(we),me=new Float32Array(we),Se=0;Se<se.length;Se+=4)Ce[Math.floor(Se/4)]=se[Se],me[Math.floor(Se/4)]=se[Se+1];return{real:Ce,imag:me}}(a),l=Fr(u.real,u.imag).as1D(),d=function(se){for(var we=Math.floor(se.length/4),Ce=new Float32Array(we),me=new Float32Array(we),Se=2;Se<se.length;Se+=4)Ce[Math.floor(Se/4)]=se[Se],me[Math.floor(Se/4)]=se[Se+1];return{real:Ce,imag:me}}(a),A=Fr(d.real,d.imag).as1D();l=this.fftRadix2(l,s,i),A=this.fftRadix2(A,s,i);var T=function(se,we){for(var Ce=new Float32Array(se/2),me=new Float32Array(se/2),Se=0;Se<Math.ceil(se/2);Se++){var Re=(we?2:-2)*Math.PI*(Se/se);Ce[Se]=Math.cos(Re),me[Se]=Math.sin(Re)}return{real:Ce,imag:me}}(r,i),D=Fr(T.real,T.imag).mul(A),U=l.add(D),te=l.sub(D),oe=Tr(U).concat(Tr(te)),ae=Hr(U).concat(Hr(te));return Fr(oe,ae).as1D()},t.prototype.fourierTransformByMatmul=function(e,r,i){for(var a=new Float32Array(2*r),s=0;s<r;s++){for(var u=0,l=0,d=0;d<r;d++){var A=ys(s*d,r,i),T=Zr(e,d);u+=T.real*A.real-T.imag*A.imag,l+=T.real*A.imag+T.imag*A.real}i&&(u/=r,l/=r),Uo(a,u,l,s)}return a},t.prototype.depthToSpace=function(e,r,i){Z(i==="NHWC",function(){return"Only NHWC dataFormat supported on CPU for depthToSpace. Got "+i}),Z(r>1,function(){return"blockSize should be > 1 for depthToSpace, but was: "+r});for(var a=e.shape[0],s=e.shape[1],u=e.shape[2],l=e.shape[3],d=s*r,A=u*r,T=l/(r*r),D=this.readSync(e.dataId),U=new Float32Array(a*d*A*T),te=0,oe=0;oe<a;++oe)for(var ae=0;ae<d;++ae)for(var se=Math.floor(ae/r),we=ae%r,Ce=0;Ce<A;++Ce)for(var me=Math.floor(Ce/r),Se=(we*r+Ce%r)*T,Re=0;Re<T;++Re){var Ue=Re+Se+l*(me+u*(se+s*oe));U[te++]=D[Ue]}return un(U,[a,d,A,T])},t.prototype.broadcastedBinaryOp=function(e,r,i,a){var s=Zt(e.shape,r.shape),u=Nt(s,i),l=this.readSync(e.dataId),d=this.readSync(r.dataId),A=ui(e.shape,s),T=ui(r.shape,s),D=u.values;if(A.length+T.length===0)for(var U=0;U<D.length;++U)D[U]=a(l[U%l.length],d[U%d.length]);else{var te=this.bufferSync(e),oe=this.bufferSync(r),ae=function(se){var we=u.indexToLoc(se),Ce=we.slice(-e.rank);A.forEach(function(Ue){return Ce[Ue]=0});var me=te.locToIndex(Ce),Se=we.slice(-r.rank);T.forEach(function(Ue){return Se[Ue]=0});var 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void main() {
ivec3 coords = getOutputCoords();
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int texR = coords[0];
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for(int row=0; row<=1; row++) {
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vec2 uv = (vec2(texC, texR) + halfCR) /
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vec4 values = `+t.texture2D+`(A, uv);
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A,T=Ss(e),D=u.transaction(Wa,"readwrite"),U=D.objectStore(Wa),te=U.put({modelPath:r.modelPath,modelArtifactsInfo:T});te.onsuccess=function(){var oe=(A=u.transaction(mo,"readwrite")).objectStore(mo).put({modelPath:r.modelPath,modelArtifacts:e,modelArtifactsInfo:T});oe.onsuccess=function(){return i({modelArtifactsInfo:T})},oe.onerror=function(ae){var se=(U=D.objectStore(Wa)).delete(r.modelPath);se.onsuccess=function(){return u.close(),a(oe.error)},se.onerror=function(we){return u.close(),a(oe.error)}}},te.onerror=function(oe){return u.close(),a(te.error)},D.oncomplete=function(){A==null?u.close():A.oncomplete=function(){return u.close()}}}},s.onerror=function(u){return a(s.error)}})},n.URL_SCHEME="indexeddb://",n}(),ad=function(n){return P().getBool("IS_BROWSER")&&!Array.isArray(n)&&n.startsWith(Ko.URL_SCHEME)?(t=n.slice(Ko.URL_SCHEME.length),new Ko(t)):null;var t};mi.registerSaveRouter(ad),mi.registerLoadRouter(ad);var Og=function(){function n(){this.indexedDB=id()}return n.prototype.listModels=function(){return C(this,void 0,void 0,function(){var t=this;return E(this,function(e){return[2,new Promise(function(r,i){var a=t.indexedDB.open("tensorflowjs",1);a.onupgradeneeded=function(){return ml(a)},a.onsuccess=function(){var s=a.result,u=s.transaction(Wa,"readonly"),l=u.objectStore(Wa).getAll();l.onsuccess=function(){for(var d={},A=0,T=l.result;A<T.length;A++){var D=T[A];d[D.modelPath]=D.modelArtifactsInfo}r(d)},l.onerror=function(d){return s.close(),i(l.error)},u.oncomplete=function(){return s.close()}},a.onerror=function(s){return i(a.error)}})]})})},n.prototype.removeModel=function(t){return C(this,void 0,void 0,function(){var e=this;return E(this,function(r){var i;return t=(i=t).startsWith(Ko.URL_SCHEME)?i.slice(Ko.URL_SCHEME.length):i,[2,new Promise(function(a,s){var u=e.indexedDB.open("tensorflowjs",1);u.onupgradeneeded=function(){return ml(u)},u.onsuccess=function(){var l,d=u.result,A=d.transaction(Wa,"readwrite"),T=A.objectStore(Wa),D=T.get(t);D.onsuccess=function(){if(D.result==null)return d.close(),s(new Error("Cannot find model with path '"+t+"' in IndexedDB."));var U=T.delete(t),te=function(){var oe=(l=d.transaction(mo,"readwrite")).objectStore(mo).delete(t);oe.onsuccess=function(){return a(D.result.modelArtifactsInfo)},oe.onerror=function(ae){return s(D.error)}};U.onsuccess=te,U.onerror=function(oe){return te(),d.close(),s(D.error)}},D.onerror=function(U){return d.close(),s(D.error)},A.oncomplete=function(){l==null?d.close():l.oncomplete=function(){return d.close()}}},u.onerror=function(l){return s(u.error)}})]})})},n}();if(P().getBool("IS_BROWSER"))try{Ua.registerManager(Ko.URL_SCHEME,new Og)}catch(n){}var ya="/",Zo="tensorflowjs_models",od="info",Dg="model_topology",jg="weight_specs",Pg="weight_data",Bg="model_metadata";function 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r=[{paths:["./"+this.weightDataFileName],weights:t.weightSpecs}],i={modelTopology:t.modelTopology,format:t.format,generatedBy:t.generatedBy,convertedBy:t.convertedBy,weightsManifest:r},a=window.URL.createObjectURL(new Blob([JSON.stringify(i)],{type:"application/json"})),(s=this.jsonAnchor==null?document.createElement("a"):this.jsonAnchor).download=this.modelTopologyFileName,s.href=a,[4,ld(function(){return s.dispatchEvent(new MouseEvent("click"))})];case 2:return l.sent(),t.weightData==null?[3,4]:((u=this.weightDataAnchor==null?document.createElement("a"):this.weightDataAnchor).download=this.weightDataFileName,u.href=e,[4,ld(function(){return u.dispatchEvent(new MouseEvent("click"))})]);case 3:l.sent(),l.label=4;case 4:return[2,{modelArtifactsInfo:Ss(t)}]}})})},n.URL_SCHEME="downloads://",n}(),Ug=function(){function n(t){if(t==null||t.length<1)throw new Error("When calling browserFiles, at least 1 file is required, but received "+t);this.files=t}return 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e=t+"-weights_manifest.json";if(!n)return{modelBaseUri:"",manifestUri:e};if(n==="/")return{modelBaseUri:"/",manifestUri:"/"+e};var r=n.startsWith("http://")?"http://":n.startsWith("https://")?"https://":"";n=n.replace(r,"");var i=n.split("/").filter(function(u){return u}),a=n.endsWith(".json")?i[i.length-1]:e,s=r+(n.endsWith(".json")?i.slice(0,i.length-1):i).join("/");return s=n.startsWith("/")?"/"+s:s,{modelBaseUri:s,manifestUri:s==="/"?"/"+a:s+"/"+a}}function py(n,t){return It(this,void 0,void 0,function(){var e,r,i,a;return Tt(this,function(s){switch(s.label){case 0:return e=Vd(n,t),r=e.manifestUri,i=e.modelBaseUri,[4,dy(r)];case 1:return a=s.sent(),[2,vd.loadWeights(a,i)]}})})}function Fb(n,t,e){e===void 0&&(e=!1);var r=e?getMediaDimensions(t):t,i=r.width,a=r.height;return n.width=i,n.height=a,{width:i,height:a}}var ba=function(){function n(t){this._name=t,this._params=void 0,this._paramMappings=[]}return Object.defineProperty(n.prototype,"params",{get:function(){return 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t=this;this.getFrozenParams().forEach(function(e){var r=e.path,i=e.tensor;t.reassignParamFromPath(r,i.variable())})},n.prototype.freeze=function(){var t=this;this.getTrainableParams().forEach(function(e){var r=e.path,i=e.tensor,a=Mt(i.dataSync());i.dispose(),t.reassignParamFromPath(r,a)})},n.prototype.dispose=function(t){t===void 0&&(t=!0),this.getParamList().forEach(function(e){if(t&&e.tensor.isDisposed)throw new Error("param tensor has already been disposed for path "+e.path);e.tensor.dispose()}),this._params=void 0},n.prototype.serializeParams=function(){return new Float32Array(this.getParamList().map(function(t){var e=t.tensor;return Array.from(e.dataSync())}).reduce(function(t,e){return t.concat(e)}))},n.prototype.load=function(t){return It(this,void 0,void 0,function(){return Tt(this,function(e){switch(e.label){case 0:return t instanceof Float32Array?(this.extractWeights(t),[2]):[4,this.loadFromUri(t)];case 1:return e.sent(),[2]}})})},n.prototype.loadFromUri=function(t){return It(this,void 0,void 0,function(){var e;return Tt(this,function(r){switch(r.label){case 0:if(t&&typeof t!="string")throw new Error(this._name+".loadFromUri - expected model uri");return[4,py(t,this.getDefaultModelName())];case 1:return e=r.sent(),this.loadFromWeightMap(e),[2]}})})},n.prototype.loadFromDisk=function(t){return It(this,void 0,void 0,function(){var e,r,i,a,s,u,l,d,A,T;return Tt(this,function(D){switch(D.label){case 0:if(t&&typeof t!="string")throw new Error(this._name+".loadFromDisk - expected model file path");return e=Qn.getEnv().readFile,r=Vd(t,this.getDefaultModelName()),i=r.manifestUri,a=r.modelBaseUri,s=function(U){return Promise.all(U.map(function(te){return e(te).then(function(oe){return oe.buffer})}))},u=vd.weightsLoaderFactory(s),A=(d=JSON).parse,[4,e(i)];case 1:return l=A.apply(d,[D.sent().toString()]),[4,u(l,a)];case 2:return T=D.sent(),this.loadFromWeightMap(T),[2]}})})},n.prototype.loadFromWeightMap=function(t){var e=this.extractParamsFromWeigthMap(t),r=e.paramMappings,i=e.params;this._paramMappings=r,this._params=i},n.prototype.extractWeights=function(t){var e=this.extractParams(t),r=e.paramMappings,i=e.params;this._paramMappings=r,this._params=i},n.prototype.traversePropertyPath=function(t){if(!this.params)throw new Error("traversePropertyPath - model has no loaded params");var e=t.split("/").reduce(function(a,s){if(!a.nextObj.hasOwnProperty(s))throw new Error("traversePropertyPath - object does not have property "+s+", for path "+t);return{obj:a.nextObj,objProp:s,nextObj:a.nextObj[s]}},{nextObj:this.params}),r=e.obj,i=e.objProp;if(!r||!i||!(r[i]instanceof Wt))throw new Error("traversePropertyPath - parameter is not a tensor, for path "+t);return{obj:r,objProp:i}},n}();function yi(n,t,e){return qe(function(){var r=$u(n,t.depthwise_filter,t.pointwise_filter,e,"same");return r=er(r,t.bias),r})}function Fl(n,t,e){return e===void 0&&(e=!1),qe(function(){var 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t.push({paramPath:i+"/weights"},{paramPath:i+"/bias"}),{weights:a,bias:s}}}var Qd=function(){function n(t,e,r){this.depthwise_filter=t,this.pointwise_filter=e,this.bias=r}return n}();function Ul(n,t){return function(e,r,i){var a=un(n(9*e),[3,3,e,1]),s=un(n(e*r),[1,1,e,r]),u=nr(n(r));return t.push({paramPath:i+"/depthwise_filter"},{paramPath:i+"/pointwise_filter"},{paramPath:i+"/bias"}),new Qd(a,s,u)}}function Wl(n){return function(t){var e=n(t+"/depthwise_filter",4),r=n(t+"/pointwise_filter",4),i=n(t+"/bias",1);return new Qd(e,r,i)}}function Ha(n,t){return function(e,r,i){var a=n[e];if(!Ts(a,r))throw new Error("expected weightMap["+e+"] to be a Tensor"+r+"D, instead have "+a);return t.push({originalPath:e,paramPath:i||e}),a}}function Aa(n){var t=n;function e(i){var a=t.slice(0,i);return t=t.slice(i),a}function r(){return t}return{extractWeights:e,getRemainingWeights:r}}function Hd(n,t){var e=Au(n,t),r=Ul(n,t);function i(s,u,l,d){d===void 0&&(d=!1);var 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r=this.getClassifierChannelsIn(),i=this.getClassifierChannelsOut(),a=i*r+i,s=e.slice(0,e.length-a),u=e.slice(e.length-a);return this.faceFeatureExtractor.extractWeights(s),this.extractClassifierParams(u)},t}(ba),Yd=["neutral","happy","sad","angry","fearful","disgusted","surprised"],zl=function(){function n(t){var e=this;if(t.length!==7)throw new Error("FaceExpressions.constructor - expected probabilities.length to be 7, have: "+t.length);Yd.forEach(function(r,i){e[r]=t[i]})}return n.prototype.asSortedArray=function(){var t=this;return Yd.map(function(e){return{expression:e,probability:t[e]}}).sort(function(e,r){return r.probability-e.probability})},n}(),yy=function(n){zt(t,n);function t(e){return e===void 0&&(e=new Kd),n.call(this,"FaceExpressionNet",e)||this}return t.prototype.forwardInput=function(e){var r=this;return qe(function(){return vi(r.runNet(e))})},t.prototype.forward=function(e){return It(this,void 0,void 0,function(){var r;return Tt(this,function(i){switch(i.label){case 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i=Array.isArray(t)?t:[t];i.forEach(function(a){var s=a instanceof zl?a:by(a)?a.expressions:void 0;if(!s)throw new Error("drawFaceExpressions - expected faceExpressions to be FaceExpressions | WithFaceExpressions<{}> or array thereof");var u=s.asSortedArray(),l=u.filter(function(T){return T.probability>e}),d=Ds(a)?a.detection.box.bottomLeft:r||new gr(0,0),A=new Ud(l.map(function(T){return T.expression+" ("+Tl(T.probability)+")"}),d);A.draw(n)})}function Vl(n){return Ds(n)&&n.landmarks instanceof $o&&n.unshiftedLandmarks instanceof $o&&n.alignedRect instanceof gi}function xu(n,t){var e=n.detection.box,r=t.shiftBy(e.x,e.y),i=r.align(),a=n.detection.imageDims,s=new gi(n.detection.score,i.rescale(a.reverse()),a),u={landmarks:r,unshiftedLandmarks:t,alignedRect:s};return Object.assign({},n,u)}var wy=function(){function n(t){t===void 0&&(t={});var e=t.drawLines,r=e===void 0?!0:e,i=t.drawPoints,a=i===void 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Ub(n,t){var e=Array.isArray(t)?t:[t];e.forEach(function(r){var i=r instanceof $o?r:Vl(r)?r.landmarks:void 0;if(!i)throw new Error("drawFaceLandmarks - expected faceExpressions to be FaceLandmarks | WithFaceLandmarks<WithFaceDetection<{}>> or array thereof");new Ay(i).draw(n)})}function xy(n,t){var e=Au(n,t),r=Ul(n,t);function i(s,u,l){var d=r(s,u,l+"/separable_conv0"),A=r(u,u,l+"/separable_conv1"),T=e(s,u,1,l+"/expansion_conv");return{separable_conv0:d,separable_conv1:A,expansion_conv:T}}function a(s,u){var l=r(s,s,u+"/separable_conv0"),d=r(s,s,u+"/separable_conv1"),A=r(s,s,u+"/separable_conv2");return{separable_conv0:l,separable_conv1:d,separable_conv2:A}}return{extractConvParams:e,extractSeparableConvParams:r,extractReductionBlockParams:i,extractMainBlockParams:a}}function Ey(n,t){var e=[],r=Aa(n),i=r.extractWeights,a=r.getRemainingWeights,s=xy(i,e),u=s.extractConvParams,l=s.extractSeparableConvParams,d=s.extractReductionBlockParams,A=s.extractMainBlockParams,T=u(3,32,3,"entry_flow/conv_in"),D=d(32,64,"entry_flow/reduction_block_0"),U=d(64,128,"entry_flow/reduction_block_1"),te={conv_in:T,reduction_block_0:D,reduction_block_1:U},oe={};Rs(t,0,1).forEach(function(Ce){oe["main_block_"+Ce]=A(128,"middle_flow/main_block_"+Ce)});var ae=d(128,256,"exit_flow/reduction_block"),se=l(256,512,"exit_flow/separable_conv"),we={reduction_block:ae,separable_conv:se};if(a().length!==0)throw new Error("weights remaing after extract: "+a().length);return{paramMappings:e,params:{entry_flow:te,middle_flow:oe,exit_flow:we}}}function Cy(n,t){var e=Ha(n,t),r=Gd(e),i=Wl(e);function a(u){var l=i(u+"/separable_conv0"),d=i(u+"/separable_conv1"),A=r(u+"/expansion_conv");return{separable_conv0:l,separable_conv1:d,expansion_conv:A}}function s(u){var l=i(u+"/separable_conv0"),d=i(u+"/separable_conv1"),A=i(u+"/separable_conv2");return{separable_conv0:l,separable_conv1:d,separable_conv2:A}}return{extractConvParams:r,extractSeparableConvParams:i,extractReductionBlockParams:a,extractMainBlockParams:s}}function Sy(n,t){var e=[],r=Cy(n,e),i=r.extractConvParams,a=r.extractSeparableConvParams,s=r.extractReductionBlockParams,u=r.extractMainBlockParams,l=i("entry_flow/conv_in"),d=s("entry_flow/reduction_block_0"),A=s("entry_flow/reduction_block_1"),T={conv_in:l,reduction_block_0:d,reduction_block_1:A},D={};Rs(t,0,1).forEach(function(ae){D["main_block_"+ae]=u("middle_flow/main_block_"+ae)});var U=s("exit_flow/reduction_block"),te=a("exit_flow/separable_conv"),oe={reduction_block:U,separable_conv:te};return wa(n,e),{params:{entry_flow:T,middle_flow:D,exit_flow:oe},paramMappings:e}}function qd(n,t,e){return er(Oi(n,t.filters,e,"same"),t.bias)}function Ql(n,t,e){e===void 0&&(e=!0);var r=e?nn(n):n;return r=yi(r,t.separable_conv0,[1,1]),r=yi(nn(r),t.separable_conv1,[1,1]),r=Tn(r,[3,3],[2,2],"same"),r=er(r,qd(n,t.expansion_conv,[2,2])),r}function Iy(n,t){var e=yi(nn(n),t.separable_conv0,[1,1]);return e=yi(nn(e),t.separable_conv1,[1,1]),e=yi(nn(e),t.separable_conv2,[1,1]),e=er(e,n),e}var Ty=function(n){zt(t,n);function t(e){var r=n.call(this,"TinyXception")||this;return r._numMainBlocks=e,r}return t.prototype.forwardInput=function(e){var r=this,i=this.params;if(!i)throw new Error("TinyXception - load model before inference");return qe(function(){var a=e.toBatchTensor(112,!0),s=[122.782,117.001,104.298],u=Os(a,s).div(wt(256)),l=nn(qd(u,i.entry_flow.conv_in,[2,2]));return l=Ql(l,i.entry_flow.reduction_block_0,!1),l=Ql(l,i.entry_flow.reduction_block_1),Rs(r._numMainBlocks,0,1).forEach(function(d){l=Iy(l,i.middle_flow["main_block_"+d])}),l=Ql(l,i.exit_flow.reduction_block),l=nn(yi(l,i.exit_flow.separable_conv,[1,1])),l})},t.prototype.forward=function(e){return It(this,void 0,void 0,function(){var r;return Tt(this,function(i){switch(i.label){case 0:return r=this.forwardInput,[4,Rn(e)];case 1:return[2,r.apply(this,[i.sent()])]}})})},t.prototype.getDefaultModelName=function(){return"tiny_xception_model"},t.prototype.extractParamsFromWeigthMap=function(e){return Sy(e,this._numMainBlocks)},t.prototype.extractParams=function(e){return Ey(e,this._numMainBlocks)},t}(ba);function Ry(n){var t=[],e=Aa(n),r=e.extractWeights,i=e.getRemainingWeights,a=Ll(r,t),s=a(512,1,"fc/age"),u=a(512,2,"fc/gender");if(i().length!==0)throw new Error("weights remaing after extract: "+i().length);return{paramMappings:t,params:{fc:{age:s,gender:u}}}}function ky(n){var t=[],e=Ha(n,t);function r(a){var s=e(a+"/weights",2),u=e(a+"/bias",1);return{weights:s,bias:u}}var i={fc:{age:r("fc/age"),gender:r("fc/gender")}};return wa(n,t),{params:i,paramMappings:t}}var Eu;(function(n){n.FEMALE="female",n.MALE="male"})(Eu||(Eu={}));var Oy=function(n){zt(t,n);function t(e){e===void 0&&(e=new Ty(2));var r=n.call(this,"AgeGenderNet")||this;return r._faceFeatureExtractor=e,r}return Object.defineProperty(t.prototype,"faceFeatureExtractor",{get:function(){return this._faceFeatureExtractor},enumerable:!0,configurable:!0}),t.prototype.runNet=function(e){var r=this,i=this.params;if(!i)throw new Error(this._name+" - load model before inference");return qe(function(){var a=e instanceof bu?r.faceFeatureExtractor.forwardInput(e):e,s=Cs(a,[7,7],[2,2],"valid").as2D(a.shape[0],-1),u=ra(s,i.fc.age).as1D(),l=ra(s,i.fc.gender);return{age:u,gender:l}})},t.prototype.forwardInput=function(e){var r=this;return qe(function(){var i=r.runNet(e),a=i.age,s=i.gender;return{age:a,gender:vi(s)}})},t.prototype.forward=function(e){return It(this,void 0,void 0,function(){var r;return Tt(this,function(i){switch(i.label){case 0:return r=this.forwardInput,[4,Rn(e)];case 1:return[2,r.apply(this,[i.sent()])]}})})},t.prototype.predictAgeAndGender=function(e){return It(this,void 0,void 0,function(){var r,i,a,s,u,l,d=this;return Tt(this,function(A){switch(A.label){case 0:return[4,Rn(e)];case 1:return r=A.sent(),[4,this.forwardInput(r)];case 2:return i=A.sent(),a=Ur(i.age),s=Ur(i.gender),u=a.map(function(T,D){return{ageTensor:T,genderTensor:s[D]}}),[4,Promise.all(u.map(function(T){var D=T.ageTensor,U=T.genderTensor;return It(d,void 0,void 0,function(){var te,oe,ae,se,we;return Tt(this,function(Ce){switch(Ce.label){case 0:return[4,D.data()];case 1:return te=Ce.sent()[0],[4,U.data()];case 2:return oe=Ce.sent()[0],ae=oe>.5,se=ae?Eu.MALE:Eu.FEMALE,we=ae?oe:1-oe,D.dispose(),U.dispose(),[2,{age:te,gender:se,genderProbability:we}]}})})}))];case 3:return l=A.sent(),i.age.dispose(),i.gender.dispose(),[2,r.isBatchInput?l:l[0]]}})})},t.prototype.getDefaultModelName=function(){return"age_gender_model"},t.prototype.dispose=function(e){e===void 0&&(e=!0),this.faceFeatureExtractor.dispose(e),n.prototype.dispose.call(this,e)},t.prototype.loadClassifierParams=function(e){var r=this.extractClassifierParams(e),i=r.params,a=r.paramMappings;this._params=i,this._paramMappings=a},t.prototype.extractClassifierParams=function(e){return Ry(e)},t.prototype.extractParamsFromWeigthMap=function(e){var r=Zd(e),i=r.featureExtractorMap,a=r.classifierMap;return this.faceFeatureExtractor.loadFromWeightMap(i),ky(a)},t.prototype.extractParams=function(e){var r=1539,i=e.slice(0,e.length-r),a=e.slice(e.length-r);return this.faceFeatureExtractor.extractWeights(i),this.extractClassifierParams(a)},t}(ba),ep=function(n){zt(t,n);function t(){return n!==null&&n.apply(this,arguments)||this}return t.prototype.postProcess=function(e,r,i){var a=i.map(function(u){var l=u.width,d=u.height,A=r/Math.max(d,l);return{width:l*A,height:d*A}}),s=a.length;return qe(function(){var u=function(D,U){return wn([en([68],D),en([68],U)],1).as2D(1,136).as1D()},l=function(D,U){var te=a[D],oe=te.width,ae=te.height;return U(oe,ae)?Math.abs(oe-ae)/2:0},d=function(D){return l(D,function(U,te){return U<te})},A=function(D){return l(D,function(U,te){return te<U})},T=e.mul(en([s,136],r)).sub(wn(Array.from(Array(s),function(D,U){return u(d(U),A(U))}))).div(wn(Array.from(Array(s),function(D,U){return u(a[U].width,a[U].height)})));return T})},t.prototype.forwardInput=function(e){var r=this;return qe(function(){var i=r.runNet(e);return r.postProcess(i,e.inputSize,e.inputDimensions.map(function(a){var s=a[0],u=a[1];return{height:s,width:u}}))})},t.prototype.forward=function(e){return It(this,void 0,void 0,function(){var r;return Tt(this,function(i){switch(i.label){case 0:return r=this.forwardInput,[4,Rn(e)];case 1:return[2,r.apply(this,[i.sent()])]}})})},t.prototype.detectLandmarks=function(e){return It(this,void 0,void 0,function(){var r,i,a,s=this;return Tt(this,function(u){switch(u.label){case 0:return[4,Rn(e)];case 1:return r=u.sent(),i=qe(function(){return Ur(s.forwardInput(r))}),[4,Promise.all(i.map(function(l,d){return It(s,void 0,void 0,function(){var A,T,D,U,te;return Tt(this,function(oe){switch(oe.label){case 0:return D=(T=Array).from,[4,l.data()];case 1:return A=D.apply(T,[oe.sent()]),U=A.filter(function(ae,se){return Id(se)}),te=A.filter(function(ae,se){return!Id(se)}),[2,new Od(Array(68).fill(0).map(function(ae,se){return new gr(U[se],te[se])}),{height:r.getInputHeight(d),width:r.getInputWidth(d)})]}})})}))];case 2:return a=u.sent(),i.forEach(function(l){return l.dispose()}),[2,r.isBatchInput?a:a[0]]}})})},t.prototype.getClassifierChannelsOut=function(){return 136},t}(Jd),tp=function(n){zt(t,n);function t(e){return e===void 0&&(e=new Kd),n.call(this,"FaceLandmark68Net",e)||this}return t.prototype.getDefaultModelName=function(){return"face_landmark_68_model"},t.prototype.getClassifierChannelsIn=function(){return 256},t}(ep);function Dy(n){var t=[],e=Xd(n,t).extractDenseBlock3Params,r={dense0:e("dense0",!0),dense1:e("dense1"),dense2:e("dense2")};return wa(n,t),{params:r,paramMappings:t}}function jy(n){var t=[],e=Aa(n),r=e.extractWeights,i=e.getRemainingWeights,a=Hd(r,t).extractDenseBlock3Params,s=a(3,32,"dense0",!0),u=a(32,64,"dense1"),l=a(64,128,"dense2");if(i().length!==0)throw new Error("weights remaing after extract: "+i().length);return{paramMappings:t,params:{dense0:s,dense1:u,dense2:l}}}var Py=function(n){zt(t,n);function t(){return n.call(this,"TinyFaceFeatureExtractor")||this}return t.prototype.forwardInput=function(e){var r=this.params;if(!r)throw new Error("TinyFaceFeatureExtractor - load model before inference");return qe(function(){var i=e.toBatchTensor(112,!0),a=[122.782,117.001,104.298],s=Os(i,a).div(wt(255)),u=Fl(s,r.dense0,!0);return u=Fl(u,r.dense1),u=Fl(u,r.dense2),u=Cs(u,[14,14],[2,2],"valid"),u})},t.prototype.forward=function(e){return It(this,void 0,void 0,function(){var r;return Tt(this,function(i){switch(i.label){case 0:return r=this.forwardInput,[4,Rn(e)];case 1:return[2,r.apply(this,[i.sent()])]}})})},t.prototype.getDefaultModelName=function(){return"face_feature_extractor_tiny_model"},t.prototype.extractParamsFromWeigthMap=function(e){return Dy(e)},t.prototype.extractParams=function(e){return jy(e)},t}(ba),By=function(n){zt(t,n);function t(e){return e===void 0&&(e=new Py),n.call(this,"FaceLandmark68TinyNet",e)||this}return t.prototype.getDefaultModelName=function(){return"face_landmark_68_tiny_model"},t.prototype.getClassifierChannelsIn=function(){return 128},t}(ep),Wb=function(n){zt(t,n);function t(){return n!==null&&n.apply(this,arguments)||this}return t}(tp);function _y(n,t){return er(Wn(n,t.weights),t.biases)}function Hl(n,t,e,r,i){i===void 0&&(i="same");var a=t.conv,s=a.filters,u=a.bias,l=Oi(n,s,e,i);return l=er(l,u),l=_y(l,t.scale),r?nn(l):l}function My(n,t){return Hl(n,t,[1,1],!0)}function rp(n,t){return Hl(n,t,[1,1],!1)}function np(n,t){return Hl(n,t,[2,2],!0,"valid")}function Ny(n,t){function e(u,l,d){var A=n(u),T=A.length/(l*d*d);if(Kg(T))throw new Error("depth has to be an integer: "+T+", weights.length: "+A.length+", numFilters: "+l+", filterSize: "+d);return qe(function(){return La(un(A,[l,T,d,d]),[2,3,1,0])})}function r(u,l,d,A){var T=e(u,l,d),D=nr(n(l));return t.push({paramPath:A+"/filters"},{paramPath:A+"/bias"}),{filters:T,bias:D}}function i(u,l){var d=nr(n(u)),A=nr(n(u));return t.push({paramPath:l+"/weights"},{paramPath:l+"/biases"}),{weights:d,biases:A}}function a(u,l,d,A){var T=r(u,l,d,A+"/conv"),D=i(l,A+"/scale");return{conv:T,scale:D}}function s(u,l,d,A,T){T===void 0&&(T=!1);var D=a((T?.5:1)*u,l,d,A+"/conv1"),U=a(u,l,d,A+"/conv2");return{conv1:D,conv2:U}}return{extractConvLayerParams:a,extractResidualLayerParams:s}}function Fy(n){var t=Aa(n),e=t.extractWeights,r=t.getRemainingWeights,i=[],a=Ny(e,i),s=a.extractConvLayerParams,u=a.extractResidualLayerParams,l=s(4704,32,7,"conv32_down"),d=u(9216,32,3,"conv32_1"),A=u(9216,32,3,"conv32_2"),T=u(9216,32,3,"conv32_3"),D=u(36864,64,3,"conv64_down",!0),U=u(36864,64,3,"conv64_1"),te=u(36864,64,3,"conv64_2"),oe=u(36864,64,3,"conv64_3"),ae=u(147456,128,3,"conv128_down",!0),se=u(147456,128,3,"conv128_1"),we=u(147456,128,3,"conv128_2"),Ce=u(589824,256,3,"conv256_down",!0),me=u(589824,256,3,"conv256_1"),Se=u(589824,256,3,"conv256_2"),Re=u(589824,256,3,"conv256_down_out"),Ue=qe(function(){return La(cr(e(256*128),[128,256]),[1,0])});if(i.push({paramPath:"fc"}),r().length!==0)throw new Error("weights remaing after extract: "+r().length);var We={conv32_down:l,conv32_1:d,conv32_2:A,conv32_3:T,conv64_down:D,conv64_1:U,conv64_2:te,conv64_3:oe,conv128_down:ae,conv128_1:se,conv128_2:we,conv256_down:Ce,conv256_1:me,conv256_2:Se,conv256_down_out:Re,fc:Ue};return{params:We,paramMappings:i}}function Ly(n,t){var e=Ha(n,t);function r(s){var u=e(s+"/scale/weights",1),l=e(s+"/scale/biases",1);return{weights:u,biases:l}}function i(s){var u=e(s+"/conv/filters",4),l=e(s+"/conv/bias",1),d=r(s);return{conv:{filters:u,bias:l},scale:d}}function a(s){return{conv1:i(s+"/conv1"),conv2:i(s+"/conv2")}}return{extractConvLayerParams:i,extractResidualLayerParams:a}}function Uy(n){var t=[],e=Ly(n,t),r=e.extractConvLayerParams,i=e.extractResidualLayerParams,a=r("conv32_down"),s=i("conv32_1"),u=i("conv32_2"),l=i("conv32_3"),d=i("conv64_down"),A=i("conv64_1"),T=i("conv64_2"),D=i("conv64_3"),U=i("conv128_down"),te=i("conv128_1"),oe=i("conv128_2"),ae=i("conv256_down"),se=i("conv256_1"),we=i("conv256_2"),Ce=i("conv256_down_out"),me=n.fc;if(t.push({originalPath:"fc",paramPath:"fc"}),!Xg(me))throw new Error("expected weightMap[fc] to be a Tensor2D, instead have "+me);var Se={conv32_down:a,conv32_1:s,conv32_2:u,conv32_3:l,conv64_down:d,conv64_1:A,conv64_2:T,conv64_3:D,conv128_down:U,conv128_1:te,conv128_2:oe,conv256_down:ae,conv256_1:se,conv256_2:we,conv256_down_out:Ce,fc:me};return wa(n,t),{params:Se,paramMappings:t}}function na(n,t){var e=My(n,t.conv1);return e=rp(e,t.conv2),e=er(e,n),e=nn(e),e}function Cu(n,t){var e=np(n,t.conv1);e=rp(e,t.conv2);var r=Cs(n,2,2,"valid"),i=pr(r.shape),a=r.shape[3]!==e.shape[3],s=r.shape[1]!==e.shape[1]||r.shape[2]!==e.shape[2];if(s){var u=Is(e.shape);u[1]=1;var l=pr(u);e=Pr([e,l],1);var d=Is(e.shape);d[2]=1;var A=pr(d);e=Pr([e,A],2)}return r=a?Pr([r,i],3):r,e=er(r,e),e=nn(e),e}var Wy=function(n){zt(t,n);function t(){return n.call(this,"FaceRecognitionNet")||this}return t.prototype.forwardInput=function(e){var r=this.params;if(!r)throw new Error("FaceRecognitionNet - load model before inference");return qe(function(){var i=e.toBatchTensor(150,!0).toFloat(),a=[122.782,117.001,104.298],s=Os(i,a).div(wt(256)),u=np(s,r.conv32_down);u=Tn(u,3,2,"valid"),u=na(u,r.conv32_1),u=na(u,r.conv32_2),u=na(u,r.conv32_3),u=Cu(u,r.conv64_down),u=na(u,r.conv64_1),u=na(u,r.conv64_2),u=na(u,r.conv64_3),u=Cu(u,r.conv128_down),u=na(u,r.conv128_1),u=na(u,r.conv128_2),u=Cu(u,r.conv256_down),u=na(u,r.conv256_1),u=na(u,r.conv256_2),u=Cu(u,r.conv256_down_out);var l=u.mean([1,2]),d=uu(l,r.fc);return d})},t.prototype.forward=function(e){return It(this,void 0,void 0,function(){var r;return Tt(this,function(i){switch(i.label){case 0:return r=this.forwardInput,[4,Rn(e)];case 1:return[2,r.apply(this,[i.sent()])]}})})},t.prototype.computeFaceDescriptor=function(e){return It(this,void 0,void 0,function(){var r,i,a,s=this;return Tt(this,function(u){switch(u.label){case 0:return[4,Rn(e)];case 1:return r=u.sent(),i=qe(function(){return Ur(s.forwardInput(r))}),[4,Promise.all(i.map(function(l){return l.data()}))];case 2:return a=u.sent(),i.forEach(function(l){return l.dispose()}),[2,r.isBatchInput?a:a[0]]}})})},t.prototype.getDefaultModelName=function(){return"face_recognition_model"},t.prototype.extractParamsFromWeigthMap=function(e){return Uy(e)},t.prototype.extractParams=function(e){return Fy(e)},t}(ba);function zb(n){var t=new FaceRecognitionNet;return t.extractWeights(n),t}function Vb(n){return(n.gender===Gender.MALE||n.gender===Gender.FEMALE)&&isValidProbablitiy(n.genderProbability)}function ip(n,t,e){var r={gender:t,genderProbability:e};return Object.assign({},n,r)}var ap=function(){function n(t){var e=t===void 0?{}:t,r=e.minFaceSize,i=e.scaleFactor,a=e.maxNumScales,s=e.scoreThresholds,u=e.scaleSteps;if(this._name="MtcnnOptions",this._minFaceSize=r||20,this._scaleFactor=i||.709,this._maxNumScales=a||10,this._scoreThresholds=s||[.6,.7,.7],this._scaleSteps=u,typeof this._minFaceSize!="number"||this._minFaceSize<0)throw new Error(this._name+" - expected minFaceSize to be a number > 0");if(typeof this._scaleFactor!="number"||this._scaleFactor<=0||this._scaleFactor>=1)throw new Error(this._name+" - expected scaleFactor to be a number between 0 and 1");if(typeof this._maxNumScales!="number"||this._maxNumScales<0)throw new Error(this._name+" - expected maxNumScales to be a number > 0");if(!Array.isArray(this._scoreThresholds)||this._scoreThresholds.length!==3||this._scoreThresholds.some(function(l){return typeof l!="number"}))throw new Error(this._name+" - expected scoreThresholds to be an array of numbers of length 3");if(this._scaleSteps&&(!Array.isArray(this._scaleSteps)||this._scaleSteps.some(function(l){return typeof l!="number"})))throw new Error(this._name+" - expected scaleSteps to be an array of numbers")}return Object.defineProperty(n.prototype,"minFaceSize",{get:function(){return this._minFaceSize},enumerable:!0,configurable:!0}),Object.defineProperty(n.prototype,"scaleFactor",{get:function(){return this._scaleFactor},enumerable:!0,configurable:!0}),Object.defineProperty(n.prototype,"maxNumScales",{get:function(){return this._maxNumScales},enumerable:!0,configurable:!0}),Object.defineProperty(n.prototype,"scoreThresholds",{get:function(){return this._scoreThresholds},enumerable:!0,configurable:!0}),Object.defineProperty(n.prototype,"scaleSteps",{get:function(){return this._scaleSteps},enumerable:!0,configurable:!0}),n}();function zy(n,t){function e(l,d){var A=un(n(9*l),[3,3,l,1]),T=nr(n(l)),D=nr(n(l)),U=nr(n(l)),te=nr(n(l));return t.push({paramPath:d+"/filters"},{paramPath:d+"/batch_norm_scale"},{paramPath:d+"/batch_norm_offset"},{paramPath:d+"/batch_norm_mean"},{paramPath:d+"/batch_norm_variance"}),{filters:A,batch_norm_scale:T,batch_norm_offset:D,batch_norm_mean:U,batch_norm_variance:te}}function r(l,d,A,T,D){var U=un(n(l*d*A*A),[A,A,l,d]),te=nr(n(d));return t.push({paramPath:T+"/filters"},{paramPath:T+"/"+(D?"batch_norm_offset":"bias")}),{filters:U,bias:te}}function i(l,d,A,T){var D=r(l,d,A,T,!0),U=D.filters,te=D.bias;return{filters:U,batch_norm_offset:te}}function a(l,d,A){var T=e(l,A+"/depthwise_conv"),D=i(l,d,1,A+"/pointwise_conv");return{depthwise_conv:T,pointwise_conv:D}}function s(){var l=i(3,32,3,"mobilenetv1/conv_0"),d=a(32,64,"mobilenetv1/conv_1"),A=a(64,128,"mobilenetv1/conv_2"),T=a(128,128,"mobilenetv1/conv_3"),D=a(128,256,"mobilenetv1/conv_4"),U=a(256,256,"mobilenetv1/conv_5"),te=a(256,512,"mobilenetv1/conv_6"),oe=a(512,512,"mobilenetv1/conv_7"),ae=a(512,512,"mobilenetv1/conv_8"),se=a(512,512,"mobilenetv1/conv_9"),we=a(512,512,"mobilenetv1/conv_10"),Ce=a(512,512,"mobilenetv1/conv_11"),me=a(512,1024,"mobilenetv1/conv_12"),Se=a(1024,1024,"mobilenetv1/conv_13");return{conv_0:l,conv_1:d,conv_2:A,conv_3:T,conv_4:D,conv_5:U,conv_6:te,conv_7:oe,conv_8:ae,conv_9:se,conv_10:we,conv_11:Ce,conv_12:me,conv_13:Se}}function u(){var l=i(1024,256,1,"prediction_layer/conv_0"),d=i(256,512,3,"prediction_layer/conv_1"),A=i(512,128,1,"prediction_layer/conv_2"),T=i(128,256,3,"prediction_layer/conv_3"),D=i(256,128,1,"prediction_layer/conv_4"),U=i(128,256,3,"prediction_layer/conv_5"),te=i(256,64,1,"prediction_layer/conv_6"),oe=i(64,128,3,"prediction_layer/conv_7"),ae=r(512,12,1,"prediction_layer/box_predictor_0/box_encoding_predictor"),se=r(512,9,1,"prediction_layer/box_predictor_0/class_predictor"),we=r(1024,24,1,"prediction_layer/box_predictor_1/box_encoding_predictor"),Ce=r(1024,18,1,"prediction_layer/box_predictor_1/class_predictor"),me=r(512,24,1,"prediction_layer/box_predictor_2/box_encoding_predictor"),Se=r(512,18,1,"prediction_layer/box_predictor_2/class_predictor"),Re=r(256,24,1,"prediction_layer/box_predictor_3/box_encoding_predictor"),Ue=r(256,18,1,"prediction_layer/box_predictor_3/class_predictor"),We=r(256,24,1,"prediction_layer/box_predictor_4/box_encoding_predictor"),Ne=r(256,18,1,"prediction_layer/box_predictor_4/class_predictor"),Le=r(128,24,1,"prediction_layer/box_predictor_5/box_encoding_predictor"),$e=r(128,18,1,"prediction_layer/box_predictor_5/class_predictor"),Ze={box_encoding_predictor:ae,class_predictor:se},et={box_encoding_predictor:we,class_predictor:Ce},tt={box_encoding_predictor:me,class_predictor:Se},st={box_encoding_predictor:Re,class_predictor:Ue},pt={box_encoding_predictor:We,class_predictor:Ne},ct={box_encoding_predictor:Le,class_predictor:$e};return{conv_0:l,conv_1:d,conv_2:A,conv_3:T,conv_4:D,conv_5:U,conv_6:te,conv_7:oe,box_predictor_0:Ze,box_predictor_1:et,box_predictor_2:tt,box_predictor_3:st,box_predictor_4:pt,box_predictor_5:ct}}return{extractMobilenetV1Params:s,extractPredictionLayerParams:u}}function Vy(n){var t=[],e=Aa(n),r=e.extractWeights,i=e.getRemainingWeights,a=zy(r,t),s=a.extractMobilenetV1Params,u=a.extractPredictionLayerParams,l=s(),d=u(),A=Dn(r(5118*4),[1,5118,4]),T={extra_dim:A};if(t.push({paramPath:"output_layer/extra_dim"}),i().length!==0)throw new Error("weights remaing after extract: "+i().length);return{params:{mobilenetv1:l,prediction_layer:d,output_layer:T},paramMappings:t}}function Qy(n,t){var e=Ha(n,t);function r(d,A,T){var D=e(d+"/Conv2d_"+A+"_pointwise/weights",4,T+"/filters"),U=e(d+"/Conv2d_"+A+"_pointwise/convolution_bn_offset",1,T+"/batch_norm_offset");return{filters:D,batch_norm_offset:U}}function i(d){var A="mobilenetv1/conv_"+d,T="MobilenetV1/Conv2d_"+d+"_depthwise",D=A+"/depthwise_conv",U=A+"/pointwise_conv",te=e(T+"/depthwise_weights",4,D+"/filters"),oe=e(T+"/BatchNorm/gamma",1,D+"/batch_norm_scale"),ae=e(T+"/BatchNorm/beta",1,D+"/batch_norm_offset"),se=e(T+"/BatchNorm/moving_mean",1,D+"/batch_norm_mean"),we=e(T+"/BatchNorm/moving_variance",1,D+"/batch_norm_variance");return{depthwise_conv:{filters:te,batch_norm_scale:oe,batch_norm_offset:ae,batch_norm_mean:se,batch_norm_variance:we},pointwise_conv:r("MobilenetV1",d,U)}}function a(){return{conv_0:r("MobilenetV1",0,"mobilenetv1/conv_0"),conv_1:i(1),conv_2:i(2),conv_3:i(3),conv_4:i(4),conv_5:i(5),conv_6:i(6),conv_7:i(7),conv_8:i(8),conv_9:i(9),conv_10:i(10),conv_11:i(11),conv_12:i(12),conv_13:i(13)}}function s(d,A){var T=e(d+"/weights",4,A+"/filters"),D=e(d+"/biases",1,A+"/bias");return{filters:T,bias:D}}function u(d){var A=s("Prediction/BoxPredictor_"+d+"/BoxEncodingPredictor","prediction_layer/box_predictor_"+d+"/box_encoding_predictor"),T=s("Prediction/BoxPredictor_"+d+"/ClassPredictor","prediction_layer/box_predictor_"+d+"/class_predictor");return{box_encoding_predictor:A,class_predictor:T}}function l(){return{conv_0:r("Prediction",0,"prediction_layer/conv_0"),conv_1:r("Prediction",1,"prediction_layer/conv_1"),conv_2:r("Prediction",2,"prediction_layer/conv_2"),conv_3:r("Prediction",3,"prediction_layer/conv_3"),conv_4:r("Prediction",4,"prediction_layer/conv_4"),conv_5:r("Prediction",5,"prediction_layer/conv_5"),conv_6:r("Prediction",6,"prediction_layer/conv_6"),conv_7:r("Prediction",7,"prediction_layer/conv_7"),box_predictor_0:u(0),box_predictor_1:u(1),box_predictor_2:u(2),box_predictor_3:u(3),box_predictor_4:u(4),box_predictor_5:u(5)}}return{extractMobilenetV1Params:a,extractPredictionLayerParams:l}}function Hy(n){var t=[],e=Qy(n,t),r=e.extractMobilenetV1Params,i=e.extractPredictionLayerParams,a=n["Output/extra_dim"];if(t.push({originalPath:"Output/extra_dim",paramPath:"output_layer/extra_dim"}),!vu(a))throw new Error("expected weightMap['Output/extra_dim'] to be a Tensor3D, instead have "+a);var s={mobilenetv1:r(),prediction_layer:i(),output_layer:{extra_dim:a}};return wa(n,t),{params:s,paramMappings:t}}function ia(n,t,e){return qe(function(){var r=Oi(n,t.filters,e,"same");return r=er(r,t.batch_norm_offset),Gu(r,0,6)})}var Gy=.0010000000474974513;function Xy(n,t,e){return qe(function(){var r=su(n,t.filters,e,"same");return r=xf(r,t.batch_norm_mean,t.batch_norm_variance,t.batch_norm_offset,t.batch_norm_scale,Gy),Gu(r,0,6)})}function Ky(n){return[2,4,6,12].some(function(t){return t===n})?[2,2]:[1,1]}function Zy(n,t){return qe(function(){var e=null,r=ia(n,t.conv_0,[2,2]),i=[t.conv_1,t.conv_2,t.conv_3,t.conv_4,t.conv_5,t.conv_6,t.conv_7,t.conv_8,t.conv_9,t.conv_10,t.conv_11,t.conv_12,t.conv_13];if(i.forEach(function(a,s){var u=s+1,l=Ky(u);r=Xy(r,a.depthwise_conv,l),r=ia(r,a.pointwise_conv,[1,1]),u===11&&(e=r)}),e===null)throw new Error("mobileNetV1 - output of conv layer 11 is null");return{out:r,conv11:e}})}function Jy(n,t,e,r,i){var a=n.shape[0],s=Math.min(e,a),u=t.map(function(A,T){return{score:A,boxIndex:T}}).filter(function(A){return A.score>i}).sort(function(A,T){return T.score-A.score}),l=function(A){return A<=r?1:0},d=[];return u.forEach(function(A){if(!(d.length>=s)){for(var T=A.score,D=d.length-1;D>=0;--D){var U=Yy(n,A.boxIndex,d[D]);if(U!==0&&(A.score*=l(U),A.score<=i))break}T===A.score&&d.push(A.boxIndex)}}),d}function Yy(n,t,e){var r=n.arraySync(),i=Math.min(r[t][0],r[t][2]),a=Math.min(r[t][1],r[t][3]),s=Math.max(r[t][0],r[t][2]),u=Math.max(r[t][1],r[t][3]),l=Math.min(r[e][0],r[e][2]),d=Math.min(r[e][1],r[e][3]),A=Math.max(r[e][0],r[e][2]),T=Math.max(r[e][1],r[e][3]),D=(s-i)*(u-a),U=(A-l)*(T-d);if(D<=0||U<=0)return 0;var te=Math.max(i,l),oe=Math.max(a,d),ae=Math.min(s,A),se=Math.min(u,T),we=Math.max(ae-te,0)*Math.max(se-oe,0);return we/(D+U-we)}function $y(n){var t=Ur(La(n,[1,0])),e=[xn(t[2],t[0]),xn(t[3],t[1])],r=[er(t[0],Wi(e[0],wt(2))),er(t[1],Wi(e[1],wt(2)))];return{sizes:e,centers:r}}function qy(n,t){var e=$y(n),r=e.sizes,i=e.centers,a=Ur(La(t,[1,0])),s=Wi(Wn(Xu(Wi(a[2],wt(5))),r[0]),wt(2)),u=er(Wn(Wi(a[0],wt(10)),r[0]),i[0]),l=Wi(Wn(Xu(Wi(a[3],wt(5))),r[1]),wt(2)),d=er(Wn(Wi(a[1],wt(10)),r[1]),i[1]);return La(wn([xn(u,s),xn(d,l),er(u,s),er(d,l)]),[1,0])}function e0(n,t,e){return qe(function(){var r=n.shape[0],i=qy(hn(hi(e.extra_dim,[r,1,1]),[-1,4]),hn(n,[-1,4]));i=hn(i,[r,i.shape[0]/r,4]);var a=yf(qi(t,[0,0,1],[-1,-1,-1])),s=qi(a,[0,0,0],[-1,-1,1]);s=hn(s,[r,s.shape[1]]);var u=Ur(i),l=Ur(s);return{boxes:u,scores:l}})}function qo(n,t){return qe(function(){var e=n.shape[0],r=hn(zi(n,t.box_encoding_predictor),[e,-1,1,4]),i=hn(zi(n,t.class_predictor),[e,-1,3]);return{boxPredictionEncoding:r,classPrediction:i}})}function t0(n,t,e){return qe(function(){var r=ia(n,e.conv_0,[1,1]),i=ia(r,e.conv_1,[2,2]),a=ia(i,e.conv_2,[1,1]),s=ia(a,e.conv_3,[2,2]),u=ia(s,e.conv_4,[1,1]),l=ia(u,e.conv_5,[2,2]),d=ia(l,e.conv_6,[1,1]),A=ia(d,e.conv_7,[2,2]),T=qo(t,e.box_predictor_0),D=qo(n,e.box_predictor_1),U=qo(i,e.box_predictor_2),te=qo(s,e.box_predictor_3),oe=qo(l,e.box_predictor_4),ae=qo(A,e.box_predictor_5),se=Pr([T.boxPredictionEncoding,D.boxPredictionEncoding,U.boxPredictionEncoding,te.boxPredictionEncoding,oe.boxPredictionEncoding,ae.boxPredictionEncoding],1),we=Pr([T.classPrediction,D.classPrediction,U.classPrediction,te.classPrediction,oe.classPrediction,ae.classPrediction],1);return{boxPredictions:se,classPredictions:we}})}var Su=function(){function n(t){var e=t===void 0?{}:t,r=e.minConfidence,i=e.maxResults;if(this._name="SsdMobilenetv1Options",this._minConfidence=r||.5,this._maxResults=i||100,typeof this._minConfidence!="number"||this._minConfidence<=0||this._minConfidence>=1)throw new Error(this._name+" - expected minConfidence to be a number between 0 and 1");if(typeof this._maxResults!="number")throw new Error(this._name+" - expected maxResults to be a number")}return Object.defineProperty(n.prototype,"minConfidence",{get:function(){return this._minConfidence},enumerable:!0,configurable:!0}),Object.defineProperty(n.prototype,"maxResults",{get:function(){return this._maxResults},enumerable:!0,configurable:!0}),n}(),op=function(n){zt(t,n);function t(){return n.call(this,"SsdMobilenetv1")||this}return t.prototype.forwardInput=function(e){var r=this.params;if(!r)throw new Error("SsdMobilenetv1 - load model before inference");return qe(function(){var i=e.toBatchTensor(512,!1).toFloat(),a=xn(Wn(i,wt(.007843137718737125)),wt(1)),s=Zy(a,r.mobilenetv1),u=t0(s.out,s.conv11,r.prediction_layer),l=u.boxPredictions,d=u.classPredictions;return e0(l,d,r.output_layer)})},t.prototype.forward=function(e){return It(this,void 0,void 0,function(){var r;return Tt(this,function(i){switch(i.label){case 0:return r=this.forwardInput,[4,Rn(e)];case 1:return[2,r.apply(this,[i.sent()])]}})})},t.prototype.locateFaces=function(e,r){return r===void 0&&(r={}),It(this,void 0,void 0,function(){var i,a,s,u,l,d,A,T,D,U,te,oe,ae,se,we,Ce,me,Se,Re,Ue,We;return Tt(this,function(Ne){switch(Ne.label){case 0:return i=new Su(r),a=i.maxResults,s=i.minConfidence,[4,Rn(e)];case 1:for(u=Ne.sent(),l=this.forwardInput(u),d=l.boxes,A=l.scores,T=d[0],D=A[0],U=1;U<d.length;U++)d[U].dispose(),A[U].dispose();return ae=(oe=Array).from,[4,D.data()];case 2:return te=ae.apply(oe,[Ne.sent()]),se=.5,we=Jy(T,te,a,se,s),Ce=u.getReshapedInputDimensions(0),me=u.inputSize,Se=me/Ce.width,Re=me/Ce.height,Ue=T.arraySync(),We=we.map(function(Le){var $e=[Math.max(0,Ue[Le][0]),Math.min(1,Ue[Le][2])].map(function(ct){return ct*Re}),Ze=$e[0],et=$e[1],tt=[Math.max(0,Ue[Le][1]),Math.min(1,Ue[Le][3])].map(function(ct){return ct*Se}),st=tt[0],pt=tt[1];return new gi(te[Le],new Ol(st,Ze,pt-st,et-Ze),{height:u.getInputHeight(0),width:u.getInputWidth(0)})}),T.dispose(),D.dispose(),[2,We]}})})},t.prototype.getDefaultModelName=function(){return"ssd_mobilenetv1_model"},t.prototype.extractParamsFromWeigthMap=function(e){return Hy(e)},t.prototype.extractParams=function(e){return Vy(e)},t}(ba);function r0(n){var t=new SsdMobilenetv1;return t.extractWeights(n),t}function Qb(n){return r0(n)}var Hb=function(n){zt(t,n);function t(){return n!==null&&n.apply(this,arguments)||this}return t}(op),n0=.4,i0=[new gr(.738768,.874946),new gr(2.42204,2.65704),new gr(4.30971,7.04493),new gr(10.246,4.59428),new gr(12.6868,11.8741)],a0=[new gr(1.603231,2.094468),new gr(6.041143,7.080126),new gr(2.882459,3.518061),new gr(4.266906,5.178857),new gr(9.041765,10.66308)],o0=[117.001,114.697,97.404],s0="tiny_yolov2_model",u0="tiny_yolov2_separable_conv_model",Iu=function(n){return typeof n=="number"};function l0(n){if(!n)throw new Error("invalid config: "+n);if(typeof n.withSeparableConvs!="boolean")throw new Error("config.withSeparableConvs has to be a boolean, have: "+n.withSeparableConvs);if(!Iu(n.iouThreshold)||n.iouThreshold<0||n.iouThreshold>1)throw new Error("config.iouThreshold has to be a number between [0, 1], have: "+n.iouThreshold);if(!Array.isArray(n.classes)||!n.classes.length||!n.classes.every(function(t){return typeof t=="string"}))throw new Error("config.classes has to be an array class names: string[], have: "+JSON.stringify(n.classes));if(!Array.isArray(n.anchors)||!n.anchors.length||!n.anchors.map(function(t){return t||{}}).every(function(t){return Iu(t.x)&&Iu(t.y)}))throw new Error("config.anchors has to be an array of { x: number, y: number }, have: "+JSON.stringify(n.anchors));if(n.meanRgb&&(!Array.isArray(n.meanRgb)||n.meanRgb.length!==3||!n.meanRgb.every(Iu)))throw new Error("config.meanRgb has to be an array of shape [number, number, number], have: "+JSON.stringify(n.meanRgb))}function Gl(n){return qe(function(){var t=Wn(n,wt(.10000000149011612));return er(nn(xn(n,t)),t)})}function Ga(n,t){return qe(function(){var e=Fn(n,[[0,0],[1,1],[1,1],[0,0]]);return e=Oi(e,t.conv.filters,[1,1],"valid"),e=xn(e,t.bn.sub),e=Wn(e,t.bn.truediv),e=er(e,t.conv.bias),Gl(e)})}function Xa(n,t){return qe(function(){var e=Fn(n,[[0,0],[1,1],[1,1],[0,0]]);return e=$u(e,t.depthwise_filter,t.pointwise_filter,[1,1],"valid"),e=er(e,t.bias),Gl(e)})}function c0(n,t){var e=Au(n,t);function r(s,u){var l=nr(n(s)),d=nr(n(s));return t.push({paramPath:u+"/sub"},{paramPath:u+"/truediv"}),{sub:l,truediv:d}}function i(s,u,l){var d=e(s,u,3,l+"/conv"),A=r(u,l+"/bn");return{conv:d,bn:A}}var a=Ul(n,t);return{extractConvParams:e,extractConvWithBatchNormParams:i,extractSeparableConvParams:a}}function f0(n,t,e,r){var i=Aa(n),a=i.extractWeights,s=i.getRemainingWeights,u=[],l=c0(a,u),d=l.extractConvParams,A=l.extractConvWithBatchNormParams,T=l.extractSeparableConvParams,D;if(t.withSeparableConvs){var U=r[0],te=r[1],oe=r[2],ae=r[3],se=r[4],we=r[5],Ce=r[6],me=r[7],Se=r[8],Re=t.isFirstLayerConv2d?d(U,te,3,"conv0"):T(U,te,"conv0"),Ue=T(te,oe,"conv1"),We=T(oe,ae,"conv2"),Ne=T(ae,se,"conv3"),Le=T(se,we,"conv4"),$e=T(we,Ce,"conv5"),Ze=me?T(Ce,me,"conv6"):void 0,et=Se?T(me,Se,"conv7"):void 0,tt=d(Se||me||Ce,5*e,1,"conv8");D={conv0:Re,conv1:Ue,conv2:We,conv3:Ne,conv4:Le,conv5:$e,conv6:Ze,conv7:et,conv8:tt}}else{var U=r[0],te=r[1],oe=r[2],ae=r[3],se=r[4],we=r[5],Ce=r[6],me=r[7],Se=r[8],Re=A(U,te,"conv0"),Ue=A(te,oe,"conv1"),We=A(oe,ae,"conv2"),Ne=A(ae,se,"conv3"),Le=A(se,we,"conv4"),$e=A(we,Ce,"conv5"),Ze=A(Ce,me,"conv6"),et=A(me,Se,"conv7"),tt=d(Se,5*e,1,"conv8");D={conv0:Re,conv1:Ue,conv2:We,conv3:Ne,conv4:Le,conv5:$e,conv6:Ze,conv7:et,conv8:tt}}if(s().length!==0)throw new Error("weights remaing after extract: "+s().length);return{params:D,paramMappings:u}}function d0(n,t){var e=Ha(n,t);function r(u){var l=e(u+"/sub",1),d=e(u+"/truediv",1);return{sub:l,truediv:d}}function i(u){var l=e(u+"/filters",4),d=e(u+"/bias",1);return{filters:l,bias:d}}function a(u){var l=i(u+"/conv"),d=r(u+"/bn");return{conv:l,bn:d}}var s=Wl(e);return{extractConvParams:i,extractConvWithBatchNormParams:a,extractSeparableConvParams:s}}function p0(n,t){var e=[],r=d0(n,e),i=r.extractConvParams,a=r.extractConvWithBatchNormParams,s=r.extractSeparableConvParams,u;if(t.withSeparableConvs){var l=t.filterSizes&&t.filterSizes.length||9;u={conv0:t.isFirstLayerConv2d?i("conv0"):s("conv0"),conv1:s("conv1"),conv2:s("conv2"),conv3:s("conv3"),conv4:s("conv4"),conv5:s("conv5"),conv6:l>7?s("conv6"):void 0,conv7:l>8?s("conv7"):void 0,conv8:i("conv8")}}else u={conv0:a("conv0"),conv1:a("conv1"),conv2:a("conv2"),conv3:a("conv3"),conv4:a("conv4"),conv5:a("conv5"),conv6:a("conv6"),conv7:a("conv7"),conv8:i("conv8")};return wa(n,e),{params:u,paramMappings:e}}var sp;(function(n){n[n.XS=224]="XS",n[n.SM=320]="SM",n[n.MD=416]="MD",n[n.LG=608]="LG"})(sp||(sp={}));var Xl=function(){function n(t){var e=t===void 0?{}:t,r=e.inputSize,i=e.scoreThreshold;if(this._name="TinyYolov2Options",this._inputSize=r||416,this._scoreThreshold=i||.5,typeof this._inputSize!="number"||this._inputSize%32!==0)throw new Error(this._name+" - expected inputSize to be a number divisible by 32");if(typeof this._scoreThreshold!="number"||this._scoreThreshold<=0||this._scoreThreshold>=1)throw new Error(this._name+" - expected scoreThreshold to be a number between 0 and 1")}return Object.defineProperty(n.prototype,"inputSize",{get:function(){return this._inputSize},enumerable:!0,configurable:!0}),Object.defineProperty(n.prototype,"scoreThreshold",{get:function(){return this._scoreThreshold},enumerable:!0,configurable:!0}),n}(),up=function(n){zt(t,n);function t(e){var r=n.call(this,"TinyYolov2")||this;return l0(e),r._config=e,r}return Object.defineProperty(t.prototype,"config",{get:function(){return this._config},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,"withClassScores",{get:function(){return this.config.withClassScores||this.config.classes.length>1},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,"boxEncodingSize",{get:function(){return 5+(this.withClassScores?this.config.classes.length:0)},enumerable:!0,configurable:!0}),t.prototype.runTinyYolov2=function(e,r){var i=Ga(e,r.conv0);return i=Tn(i,[2,2],[2,2],"same"),i=Ga(i,r.conv1),i=Tn(i,[2,2],[2,2],"same"),i=Ga(i,r.conv2),i=Tn(i,[2,2],[2,2],"same"),i=Ga(i,r.conv3),i=Tn(i,[2,2],[2,2],"same"),i=Ga(i,r.conv4),i=Tn(i,[2,2],[2,2],"same"),i=Ga(i,r.conv5),i=Tn(i,[2,2],[1,1],"same"),i=Ga(i,r.conv6),i=Ga(i,r.conv7),zi(i,r.conv8,"valid",!1)},t.prototype.runMobilenet=function(e,r){var i=this.config.isFirstLayerConv2d?Gl(zi(e,r.conv0,"valid",!1)):Xa(e,r.conv0);return i=Tn(i,[2,2],[2,2],"same"),i=Xa(i,r.conv1),i=Tn(i,[2,2],[2,2],"same"),i=Xa(i,r.conv2),i=Tn(i,[2,2],[2,2],"same"),i=Xa(i,r.conv3),i=Tn(i,[2,2],[2,2],"same"),i=Xa(i,r.conv4),i=Tn(i,[2,2],[2,2],"same"),i=Xa(i,r.conv5),i=Tn(i,[2,2],[1,1],"same"),i=r.conv6?Xa(i,r.conv6):i,i=r.conv7?Xa(i,r.conv7):i,zi(i,r.conv8,"valid",!1)},t.prototype.forwardInput=function(e,r){var i=this,a=this.params;if(!a)throw new Error("TinyYolov2 - load model before inference");return qe(function(){var s=e.toBatchTensor(r,!1).toFloat();return s=i.config.meanRgb?Os(s,i.config.meanRgb):s,s=s.div(wt(256)),i.config.withSeparableConvs?i.runMobilenet(s,a):i.runTinyYolov2(s,a)})},t.prototype.forward=function(e,r){return It(this,void 0,void 0,function(){var i;return Tt(this,function(a){switch(a.label){case 0:return i=this.forwardInput,[4,Rn(e)];case 1:return[4,i.apply(this,[a.sent(),r])];case 2:return[2,a.sent()]}})})},t.prototype.detect=function(e,r){return r===void 0&&(r={}),It(this,void 0,void 0,function(){var i,a,s,u,l,d,A,T,D,U,te,oe,ae,se,we=this;return Tt(this,function(Ce){switch(Ce.label){case 0:return i=new Xl(r),a=i.inputSize,s=i.scoreThreshold,[4,Rn(e)];case 1:return u=Ce.sent(),[4,this.forwardInput(u,a)];case 2:return l=Ce.sent(),d=qe(function(){return Ur(l)[0].expandDims()}),A={width:u.getInputWidth(0),height:u.getInputHeight(0)},[4,this.extractBoxes(d,u.getReshapedInputDimensions(0),s)];case 3:return T=Ce.sent(),l.dispose(),d.dispose(),D=T.map(function(me){return me.box}),U=T.map(function(me){return me.score}),te=T.map(function(me){return me.classScore}),oe=T.map(function(me){return we.config.classes[me.label]}),ae=ks(D.map(function(me){return me.rescale(a)}),U,this.config.iouThreshold,!0),se=ae.map(function(me){return new kd(U[me],te[me],oe[me],D[me],A)}),[2,se]}})})},t.prototype.getDefaultModelName=function(){return""},t.prototype.extractParamsFromWeigthMap=function(e){return p0(e,this.config)},t.prototype.extractParams=function(e){var r=this.config.filterSizes||t.DEFAULT_FILTER_SIZES,i=r?r.length:void 0;if(i!==7&&i!==8&&i!==9)throw new Error("TinyYolov2 - expected 7 | 8 | 9 convolutional filters, but found "+i+" filterSizes in config");return f0(e,this.config,this.boxEncodingSize,r)},t.prototype.extractBoxes=function(e,r,i){return It(this,void 0,void 0,function(){var a,s,u,l,d,A,T,D,U,te,oe,ae,se,we,Ce,me,Se,Re,Ue,We,Ne,Le,$e,Ze,et,tt,st,pt,ct,lt=this;return Tt(this,function(mt){switch(mt.label){case 0:return a=r.width,s=r.height,u=Math.max(a,s),l=u/a,d=u/s,A=e.shape[1],T=this.config.anchors.length,D=qe(function(){var ut=e.reshape([A,A,T,lt.boxEncodingSize]),yt=ut.slice([0,0,0,0],[A,A,T,4]),At=ut.slice([0,0,0,4],[A,A,T,1]),St=lt.withClassScores?vi(ut.slice([0,0,0,5],[A,A,T,lt.config.classes.length]),3):wt(0);return[yt,At,St]}),U=D[0],te=D[1],oe=D[2],ae=[],[4,te.array()];case 1:return se=mt.sent(),[4,U.array()];case 2:we=mt.sent(),Ce=0,mt.label=3;case 3:if(!(Ce<A))return[3,12];me=0,mt.label=4;case 4:if(!(me<A))return[3,11];Se=0,mt.label=5;case 5:return Se<T?(Re=kl(se[Ce][me][Se][0]),!i||Re>i?(Ue=(me+kl(we[Ce][me][Se][0]))/A*l,We=(Ce+kl(we[Ce][me][Se][1]))/A*d,Ne=Math.exp(we[Ce][me][Se][2])*this.config.anchors[Se].x/A*l,Le=Math.exp(we[Ce][me][Se][3])*this.config.anchors[Se].y/A*d,$e=Ue-Ne/2,Ze=We-Le/2,et={row:Ce,col:me,anchor:Se},this.withClassScores?[4,this.extractPredictedClass(oe,et)]:[3,7]):[3,9]):[3,10];case 6:return ct=mt.sent(),[3,8];case 7:ct={classScore:1,label:0},mt.label=8;case 8:tt=ct,st=tt.classScore,pt=tt.label,ae.push(Vn({box:new mu($e,Ze,$e+Ne,Ze+Le),score:Re,classScore:Re*st,label:pt},et)),mt.label=9;case 9:return Se++,[3,5];case 10:return me++,[3,4];case 11:return Ce++,[3,3];case 12:return U.dispose(),te.dispose(),oe.dispose(),[2,ae]}})})},t.prototype.extractPredictedClass=function(e,r){return It(this,void 0,void 0,function(){var i,a,s,u;return Tt(this,function(l){switch(l.label){case 0:return i=r.row,a=r.col,s=r.anchor,[4,e.array()];case 1:return u=l.sent(),[2,Array(this.config.classes.length).fill(0).map(function(d,A){return u[i][a][s][A]}).map(function(d,A){return{classScore:d,label:A}}).reduce(function(d,A){return d.classScore>A.classScore?d:A})]}})})},t.DEFAULT_FILTER_SIZES=[3,16,32,64,128,256,512,1024,1024],t}(ba),h0=function(n){zt(t,n);function t(e){e===void 0&&(e=!0);var r=this,i=Object.assign({},{withSeparableConvs:e,iouThreshold:n0,classes:["face"]},e?{anchors:a0,meanRgb:o0}:{anchors:i0,withClassScores:!0});return r=n.call(this,i)||this,r}return Object.defineProperty(t.prototype,"withSeparableConvs",{get:function(){return this.config.withSeparableConvs},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,"anchors",{get:function(){return this.config.anchors},enumerable:!0,configurable:!0}),t.prototype.locateFaces=function(e,r){return It(this,void 0,void 0,function(){var i;return Tt(this,function(a){switch(a.label){case 0:return[4,this.detect(e,r)];case 1:return i=a.sent(),[2,i.map(function(s){return new 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Tu(n,t,e,r,i){return i===void 0&&(i=function(a){var s=a.alignedRect;return s}),It(this,void 0,void 0,function(){var a,s,u,l,d;return Tt(this,function(A){switch(A.label){case 0:return a=n.map(function(T){return Vl(T)?i(T):T.detection}),u=r,u?[3,5]:t instanceof Wt?[4,Nl(t,a)]:[3,2];case 1:return l=A.sent(),[3,4];case 2:return[4,Ml(t,a)];case 3:l=A.sent(),A.label=4;case 4:u=l,A.label=5;case 5:return s=u,[4,e(s)];case 6:return d=A.sent(),s.forEach(function(T){return T instanceof Wt&&T.dispose()}),[2,d]}})})}function Kl(n,t,e,r,i){return It(this,void 0,void 0,function(){var a=this;return Tt(this,function(s){return[2,Tu([n],t,function(u){return It(a,void 0,void 0,function(){return Tt(this,function(l){return[2,e(u[0])]})})},r,i)]})})}function v0(n){return qe(function(){return wn(Ur(n,3).reverse(),3)})}var Ru=2,ku=12;function m0(n,t){var e=Au(n,t),r=Ll(n,t);function i(d,A){var T=nr(n(d));return t.push({paramPath:A}),T}function a(d,A,T){T===void 0&&(T=!1);var D=e(d[0],d[1],3,A+"/conv1"),U=i(d[1],A+"/prelu1_alpha"),te=e(d[1],d[2],3,A+"/conv2"),oe=i(d[2],A+"/prelu2_alpha"),ae=e(d[2],d[3],T?2:3,A+"/conv3"),se=i(d[3],A+"/prelu3_alpha");return{conv1:D,prelu1_alpha:U,conv2:te,prelu2_alpha:oe,conv3:ae,prelu3_alpha:se}}function s(){var d=a([3,10,16,32],"pnet"),A=e(32,2,1,"pnet/conv4_1"),T=e(32,4,1,"pnet/conv4_2");return Vn(Vn({},d),{conv4_1:A,conv4_2:T})}function u(){var d=a([3,28,48,64],"rnet",!0),A=r(576,128,"rnet/fc1"),T=i(128,"rnet/prelu4_alpha"),D=r(128,2,"rnet/fc2_1"),U=r(128,4,"rnet/fc2_2");return Vn(Vn({},d),{fc1:A,prelu4_alpha:T,fc2_1:D,fc2_2:U})}function l(){var d=a([3,32,64,64],"onet"),A=e(64,128,2,"onet/conv4"),T=i(128,"onet/prelu4_alpha"),D=r(1152,256,"onet/fc1"),U=i(256,"onet/prelu5_alpha"),te=r(256,2,"onet/fc2_1"),oe=r(256,4,"onet/fc2_2"),ae=r(256,10,"onet/fc2_3");return Vn(Vn({},d),{conv4:A,prelu4_alpha:T,fc1:D,prelu5_alpha:U,fc2_1:te,fc2_2:oe,fc2_3:ae})}return{extractPNetParams:s,extractRNetParams:u,extractONetParams:l}}function g0(n){var t=Aa(n),e=t.extractWeights,r=t.getRemainingWeights,i=[],a=m0(e,i),s=a.extractPNetParams,u=a.extractRNetParams,l=a.extractONetParams,d=s(),A=u(),T=l();if(r().length!==0)throw new Error("weights remaing after extract: "+r().length);return{params:{pnet:d,rnet:A,onet:T},paramMappings:i}}function y0(n,t){var e=Ha(n,t);function r(A){var T=e(A+"/weights",4,A+"/filters"),D=e(A+"/bias",1);return{filters:T,bias:D}}function i(A){var T=e(A+"/weights",2),D=e(A+"/bias",1);return{weights:T,bias:D}}function a(A){return e(A,1)}function s(A){var T=r(A+"/conv1"),D=a(A+"/prelu1_alpha"),U=r(A+"/conv2"),te=a(A+"/prelu2_alpha"),oe=r(A+"/conv3"),ae=a(A+"/prelu3_alpha");return{conv1:T,prelu1_alpha:D,conv2:U,prelu2_alpha:te,conv3:oe,prelu3_alpha:ae}}function u(){var A=s("pnet"),T=r("pnet/conv4_1"),D=r("pnet/conv4_2");return Vn(Vn({},A),{conv4_1:T,conv4_2:D})}function l(){var A=s("rnet"),T=i("rnet/fc1"),D=a("rnet/prelu4_alpha"),U=i("rnet/fc2_1"),te=i("rnet/fc2_2");return Vn(Vn({},A),{fc1:T,prelu4_alpha:D,fc2_1:U,fc2_2:te})}function d(){var A=s("onet"),T=r("onet/conv4"),D=a("onet/prelu4_alpha"),U=i("onet/fc1"),te=a("onet/prelu5_alpha"),oe=i("onet/fc2_1"),ae=i("onet/fc2_2"),se=i("onet/fc2_3");return Vn(Vn({},A),{conv4:T,prelu4_alpha:D,fc1:U,prelu5_alpha:te,fc2_1:oe,fc2_2:ae,fc2_3:se})}return{extractPNetParams:u,extractRNetParams:l,extractONetParams:d}}function b0(n){var t=[],e=y0(n,t),r=e.extractPNetParams,i=e.extractRNetParams,a=e.extractONetParams,s=r(),u=i(),l=a();return wa(n,t),{params:{pnet:s,rnet:u,onet:l},paramMappings:t}}function Zl(n,t){var e=t[0],r=t[1];return{height:Math.floor(e*n),width:Math.floor(r*n)}}function w0(n,t,e){for(var r=e[0],i=e[1],a=ku/n,s=[],u=Math.min(r,i)*a,l=0;u>=12;)s.push(a*Math.pow(t,l)),u=u*t,l+=1;return s}var Jl=function(n){zt(t,n);function t(e,r,i,a){return n.call(this,{left:e,top:r,right:i,bottom:a},!0)||this}return t}(ea);function fp(n){return qe(function(){return Wn(xn(n,wt(127.5)),wt(.0078125))})}function es(n,t){return qe(function(){return er(nn(n),Wn(t,ru(nn(ru(n)))))})}function Yl(n,t,e){return e===void 0&&(e=!1),qe(function(){var r=zi(n,t.conv1,"valid");return r=es(r,t.prelu1_alpha),r=Tn(r,e?[2,2]:[3,3],[2,2],"same"),r=zi(r,t.conv2,"valid"),r=es(r,t.prelu2_alpha),r=e?r:Tn(r,[3,3],[2,2],"valid"),r=zi(r,t.conv3,"valid"),r=es(r,t.prelu3_alpha),r})}function A0(n,t){return qe(function(){var e=Yl(n,t,!0),r=zi(e,t.conv4_1,"valid"),i=tn(lu(r,3),3),a=vi(xn(r,i),3),s=zi(e,t.conv4_2,"valid");return{prob:a,regions:s}})}function x0(n,t){return qe(function(){var e=Zl(t,n.shape.slice(1)),r=e.height,i=e.width,a=nl.resizeBilinear(n,[r,i]),s=fp(a);return La(s,[0,2,1,3])})}function E0(n,t,e,r){for(var i=[],a=n.arraySync(),s=0;s<n.shape[0];s++)for(var u=0;u<n.shape[1];u++)a[s][u]>=r&&i.push(new gr(u,s));var l=i.map(function(d){var A=new mu(Math.round((d.y*Ru+1)/e),Math.round((d.x*Ru+1)/e),Math.round((d.y*Ru+ku)/e),Math.round((d.x*Ru+ku)/e)),T=a[d.y][d.x],D=t.arraySync(),U=new Jl(D[d.y][d.x][0],D[d.y][d.x][1],D[d.y][d.x][2],D[d.y][d.x][3]);return{cell:A,score:T,region:U}});return l}function C0(n,t,e,r,i){i.stage1=[];var a=t.map(function(D){return qe(function(){var U={scale:D},te=x0(n,D),oe=Date.now(),ae=A0(te,r),se=ae.prob,we=ae.regions;U.pnet=Date.now()-oe;var Ce=Ur(Ur(se,3)[1])[0],me=Ur(we)[0];return{scoresTensor:Ce,regionsTensor:me,scale:D,statsForScale:U}})}),s=a.map(function(D){var U=D.scoresTensor,te=D.regionsTensor,oe=D.scale,ae=D.statsForScale,se=E0(U,te,oe,e);if(U.dispose(),te.dispose(),!se.length)return i.stage1.push(ae),[];var we=Date.now(),Ce=ks(se.map(function(me){return me.cell}),se.map(function(me){return me.score}),.5);return ae.nms=Date.now()-we,ae.numBoxes=Ce.length,i.stage1.push(ae),Ce.map(function(me){return se[me]})}),u=s.reduce(function(D,U){return D.concat(U)},[]),l=[],d=[];if(u.length>0){var A=Date.now(),T=ks(u.map(function(D){return D.cell}),u.map(function(D){return D.score}),.7);i.stage1_nms=Date.now()-A,d=T.map(function(D){return u[D].score}),l=T.map(function(D){return u[D]}).map(function(D){var U=D.cell,te=D.region;return new mu(U.left+te.left*U.width,U.top+te.top*U.height,U.right+te.right*U.width,U.bottom+te.bottom*U.height).toSquare().round()})}return{boxes:l,scores:d}}function dp(n,t,e){var r=e.width,i=e.height;return It(this,void 0,void 0,function(){var a,s,u,l=this;return Tt(this,function(d){switch(d.label){case 0:return a=ta(n),[4,Promise.all(t.map(function(A){return It(l,void 0,void 0,function(){var T,D,U,te,oe,ae,se,we;return Tt(this,function(Ce){return T=A.padAtBorders(n.height,n.width),D=T.y,U=T.ey,te=T.x,oe=T.ex,ae=te-1,se=D-1,we=a.getImageData(ae,se,oe-ae,U-se),[2,Qn.isNodejs()?_l(we):createImageBitmap(we)]})})}))];case 1:return s=d.sent(),u=[],s.forEach(function(A){var T=yu({width:r,height:i}),D=ta(T);D.drawImage(A,0,0,r,i);for(var U=D.getImageData(0,0,r,i).data,te=[],oe=0;oe<U.length;oe+=4)te.push(U[oe+2]),te.push(U[oe+1]),te.push(U[oe]);u.push(te)}),[2,u.map(function(A){var T=qe(function(){var D=La(un(A,[1,r,i,3]),[0,2,1,3]).toFloat();return fp(D)});return T})]}})})}function S0(n,t){return qe(function(){var e=Yl(n,t),r=hn(e,[e.shape[0],t.fc1.weights.shape[0]]),i=ra(r,t.fc1),a=es(i,t.prelu4_alpha),s=ra(a,t.fc2_1),u=tn(lu(s,1),1),l=vi(xn(s,u),1),d=ra(a,t.fc2_2),A=Ur(l,1)[1];return{scores:A,regions:d}})}function I0(n,t,e,r,i){return It(this,void 0,void 0,function(){var a,s,u,l,d,A,T,D,U,te,oe,ae,se,we;return Tt(this,function(Ce){switch(Ce.label){case 0:return a=Date.now(),[4,dp(n,t,{width:24,height:24})];case 1:return s=Ce.sent(),i.stage2_extractImagePatches=Date.now()-a,a=Date.now(),u=s.map(function(me){var Se=S0(me,r);return me.dispose(),Se}),i.stage2_rnet=Date.now()-a,l=u.length>1?Pr(u.map(function(me){return me.scores})):u[0].scores,T=(A=Array).from,[4,l.data()];case 2:return d=T.apply(A,[Ce.sent()]),l.dispose(),D=d.map(function(me,Se){return{score:me,idx:Se}}).filter(function(me){return me.score>e}).map(function(me){var Se=me.idx;return Se}),U=D.map(function(me){return t[me]}),te=D.map(function(me){return d[me]}),oe=[],ae=[],U.length>0&&(a=Date.now(),se=ks(U,te,.7),i.stage2_nms=Date.now()-a,we=se.map(function(me){var Se=u[D[me]].regions.arraySync();return new Jl(Se[0][0],Se[0][1],Se[0][2],Se[0][3])}),ae=se.map(function(me){return te[me]}),oe=se.map(function(me,Se){return U[me].calibrate(we[Se])})),u.forEach(function(me){me.regions.dispose(),me.scores.dispose()}),[2,{boxes:oe,scores:ae}]}})})}function T0(n,t){return qe(function(){var e=Yl(n,t);e=Tn(e,[2,2],[2,2],"same"),e=zi(e,t.conv4,"valid"),e=es(e,t.prelu4_alpha);var r=hn(e,[e.shape[0],t.fc1.weights.shape[0]]),i=ra(r,t.fc1),a=es(i,t.prelu5_alpha),s=ra(a,t.fc2_1),u=tn(lu(s,1),1),l=vi(xn(s,u),1),d=ra(a,t.fc2_2),A=ra(a,t.fc2_3),T=Ur(l,1)[1];return{scores:T,regions:d,points:A}})}function R0(n,t,e,r,i){return It(this,void 0,void 0,function(){var a,s,u,l,d,A,T,D,U,te,oe,ae,se,we,Ce;return Tt(this,function(me){switch(me.label){case 0:return a=Date.now(),[4,dp(n,t,{width:48,height:48})];case 1:return s=me.sent(),i.stage3_extractImagePatches=Date.now()-a,a=Date.now(),u=s.map(function(Se){var Re=T0(Se,r);return Se.dispose(),Re}),i.stage3_onet=Date.now()-a,l=u.length>1?Pr(u.map(function(Se){return Se.scores})):u[0].scores,T=(A=Array).from,[4,l.data()];case 2:return d=T.apply(A,[me.sent()]),l.dispose(),D=d.map(function(Se,Re){return{score:Se,idx:Re}}).filter(function(Se){return Se.score>e}).map(function(Se){var Re=Se.idx;return Re}),U=D.map(function(Se){var Re=u[Se].regions.arraySync();return new Jl(Re[0][0],Re[0][1],Re[0][2],Re[0][3])}),te=D.map(function(Se,Re){return t[Se].calibrate(U[Re])}),oe=D.map(function(Se){return d[Se]}),ae=[],se=[],we=[],te.length>0&&(a=Date.now(),Ce=ks(te,oe,.7,!1),i.stage3_nms=Date.now()-a,ae=Ce.map(function(Se){return te[Se]}),se=Ce.map(function(Se){return oe[Se]}),we=Ce.map(function(Se,Re){return Array(5).fill(0).map(function(Ue,We){var Ne=u[Se].points.arraySync();return new gr(Ne[0][We]*(ae[Re].width+1)+ae[Re].left,Ne[0][We+5]*(ae[Re].height+1)+ae[Re].top)})})),u.forEach(function(Se){Se.regions.dispose(),Se.scores.dispose(),Se.points.dispose()}),[2,{boxes:ae,scores:se,points:we}]}})})}var k0=function(n){zt(t,n);function t(){return n.call(this,"Mtcnn")||this}return t.prototype.load=function(e){return It(this,void 0,void 0,function(){return Tt(this,function(r){return console.warn("mtcnn is deprecated and will be removed soon"),[2,n.prototype.load.call(this,e)]})})},t.prototype.loadFromDisk=function(e){return It(this,void 0,void 0,function(){return Tt(this,function(r){return console.warn("mtcnn is deprecated and will be removed soon"),[2,n.prototype.loadFromDisk.call(this,e)]})})},t.prototype.forwardInput=function(e,r){return r===void 0&&(r={}),It(this,void 0,void 0,function(){var i,a,s,u,l,d,A,T,D,U,te,oe,ae,se,we,Ce,me,Se,Re,Ue,We;return Tt(this,function(Ne){switch(Ne.label){case 0:if(i=this.params,!i)throw new Error("Mtcnn - load model before 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I;v.__super__.constructor.call(this,m),b(y)&&(I=y,y=I.version,x=I.encoding,S=I.standalone),y||(y="1.0"),this.type=p.Declaration,this.version=this.stringify.xmlVersion(y),x!=null&&(this.encoding=this.stringify.xmlEncoding(x)),S!=null&&(this.standalone=this.stringify.xmlStandalone(S))}return v.prototype.toString=function(m){return this.options.writer.declaration(this,this.options.writer.filterOptions(m))},v}(h)}).call(this)},{"./NodeType":428,"./Utility":429,"./XMLNode":450}],444:[function(o,_,O){(function(){var p,f,h,b,g,w,c,v,m,y=function(S,I){for(var C in I)x.call(I,C)&&(S[C]=I[C]);function E(){this.constructor=S}return E.prototype=I.prototype,S.prototype=new E,S.__super__=I.prototype,S},x={}.hasOwnProperty;m=o("./Utility").isObject,v=o("./XMLNode"),p=o("./NodeType"),f=o("./XMLDTDAttList"),b=o("./XMLDTDEntity"),h=o("./XMLDTDElement"),g=o("./XMLDTDNotation"),c=o("./XMLNamedNodeMap"),_.exports=w=function(S){y(I,S);function I(C,E,k){var V,P,K,B,R,j;if(I.__super__.constructor.call(this,C),this.type=p.DocType,C.children){for(B=C.children,P=0,K=B.length;P<K;P++)if(V=B[P],V.type===p.Element){this.name=V.name;break}}this.documentObject=C,m(E)&&(R=E,E=R.pubID,k=R.sysID),k==null&&(j=[E,k],k=j[0],E=j[1]),E!=null&&(this.pubID=this.stringify.dtdPubID(E)),k!=null&&(this.sysID=this.stringify.dtdSysID(k))}return Object.defineProperty(I.prototype,"entities",{get:function(){var C,E,k,V,P;for(V={},P=this.children,E=0,k=P.length;E<k;E++)C=P[E],C.type===p.EntityDeclaration&&!C.pe&&(V[C.name]=C);return new c(V)}}),Object.defineProperty(I.prototype,"notations",{get:function(){var C,E,k,V,P;for(V={},P=this.children,E=0,k=P.length;E<k;E++)C=P[E],C.type===p.NotationDeclaration&&(V[C.name]=C);return new c(V)}}),Object.defineProperty(I.prototype,"publicId",{get:function(){return this.pubID}}),Object.defineProperty(I.prototype,"systemId",{get:function(){return 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this.pEntity(C,E)},I.prototype.not=function(C,E){return this.notation(C,E)},I.prototype.up=function(){return this.root()||this.documentObject},I.prototype.isEqualNode=function(C){return!(!I.__super__.isEqualNode.apply(this,arguments).isEqualNode(C)||C.name!==this.name||C.publicId!==this.publicId||C.systemId!==this.systemId)},I}(v)}).call(this)},{"./NodeType":428,"./Utility":429,"./XMLDTDAttList":439,"./XMLDTDElement":440,"./XMLDTDEntity":441,"./XMLDTDNotation":442,"./XMLNamedNodeMap":449,"./XMLNode":450}],445:[function(o,_,O){(function(){var p,f,h,b,g,w,c,v,m=function(x,S){for(var I in S)y.call(S,I)&&(x[I]=S[I]);function C(){this.constructor=x}return C.prototype=S.prototype,x.prototype=new C,x.__super__=S.prototype,x},y={}.hasOwnProperty;v=o("./Utility").isPlainObject,h=o("./XMLDOMImplementation"),f=o("./XMLDOMConfiguration"),g=o("./XMLNode"),p=o("./NodeType"),c=o("./XMLStringifier"),w=o("./XMLStringWriter"),_.exports=b=function(x){m(S,x);function 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this.children.length!==0&&this.children[0].type===p.Declaration?this.children[0].standalone==="yes":!1}}),Object.defineProperty(S.prototype,"xmlVersion",{get:function(){return this.children.length!==0&&this.children[0].type===p.Declaration?this.children[0].version:"1.0"}}),Object.defineProperty(S.prototype,"URL",{get:function(){return this.documentURI}}),Object.defineProperty(S.prototype,"origin",{get:function(){return null}}),Object.defineProperty(S.prototype,"compatMode",{get:function(){return null}}),Object.defineProperty(S.prototype,"characterSet",{get:function(){return null}}),Object.defineProperty(S.prototype,"contentType",{get:function(){return null}}),S.prototype.end=function(I){var C;return C={},I?v(I)&&(C=I,I=this.options.writer):I=this.options.writer,I.document(this,I.filterOptions(C))},S.prototype.toString=function(I){return this.options.writer.document(this,this.options.writer.filterOptions(I))},S.prototype.createElement=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createDocumentFragment=function(){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createTextNode=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createComment=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createCDATASection=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createProcessingInstruction=function(I,C){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createAttribute=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createEntityReference=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.getElementsByTagName=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.importNode=function(I,C){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createElementNS=function(I,C){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createAttributeNS=function(I,C){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.getElementsByTagNameNS=function(I,C){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.getElementById=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.adoptNode=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.normalizeDocument=function(){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.renameNode=function(I,C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.getElementsByClassName=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createEvent=function(I){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createRange=function(){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createNodeIterator=function(I,C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},S.prototype.createTreeWalker=function(I,C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},S}(g)}).call(this)},{"./NodeType":428,"./Utility":429,"./XMLDOMConfiguration":435,"./XMLDOMImplementation":437,"./XMLNode":450,"./XMLStringWriter":455,"./XMLStringifier":456}],446:[function(o,_,O){(function(){var p,f,h,b,g,w,c,v,m,y,x,S,I,C,E,k,V,P,K,B,R,j,N,$,z={}.hasOwnProperty;$=o("./Utility"),j=$.isObject,R=$.isFunction,N=$.isPlainObject,B=$.getValue,p=o("./NodeType"),S=o("./XMLDocument"),C=o("./XMLElement"),b=o("./XMLCData"),g=o("./XMLComment"),k=o("./XMLRaw"),K=o("./XMLText"),E=o("./XMLProcessingInstruction"),y=o("./XMLDeclaration"),x=o("./XMLDocType"),w=o("./XMLDTDAttList"),v=o("./XMLDTDEntity"),c=o("./XMLDTDElement"),m=o("./XMLDTDNotation"),h=o("./XMLAttribute"),P=o("./XMLStringifier"),V=o("./XMLStringWriter"),f=o("./WriterState"),_.exports=I=function(){function F(M,X,re){var ne;this.name="?xml",this.type=p.Document,M||(M={}),ne={},M.writer?N(M.writer)&&(ne=M.writer,M.writer=new V):M.writer=new V,this.options=M,this.writer=M.writer,this.writerOptions=this.writer.filterOptions(ne),this.stringify=new P(M),this.onDataCallback=X||function(){},this.onEndCallback=re||function(){},this.currentNode=null,this.currentLevel=-1,this.openTags={},this.documentStarted=!1,this.documentCompleted=!1,this.root=null}return F.prototype.createChildNode=function(M){var X,re,ne,pe,ie,Ae,Z,fe;switch(M.type){case p.CData:this.cdata(M.value);break;case p.Comment:this.comment(M.value);break;case p.Element:ne={},Z=M.attribs;for(re in Z)z.call(Z,re)&&(X=Z[re],ne[re]=X.value);this.node(M.name,ne);break;case p.Dummy:this.dummy();break;case p.Raw:this.raw(M.value);break;case p.Text:this.text(M.value);break;case p.ProcessingInstruction:this.instruction(M.target,M.value);break;default:throw new Error("This XML node type is not supported in a JS object: "+M.constructor.name)}for(fe=M.children,ie=0,Ae=fe.length;ie<Ae;ie++)pe=fe[ie],this.createChildNode(pe),pe.type===p.Element&&this.up();return this},F.prototype.dummy=function(){return this},F.prototype.node=function(M,X,re){var ne;if(M==null)throw new Error("Missing node name.");if(this.root&&this.currentLevel===-1)throw new Error("Document can only have one root node. "+this.debugInfo(M));return this.openCurrent(),M=B(M),X==null&&(X={}),X=B(X),j(X)||(ne=[X,re],re=ne[0],X=ne[1]),this.currentNode=new C(this,M,X),this.currentNode.children=!1,this.currentLevel++,this.openTags[this.currentLevel]=this.currentNode,re!=null&&this.text(re),this},F.prototype.element=function(M,X,re){var ne,pe,ie,Ae,Z,fe;if(this.currentNode&&this.currentNode.type===p.DocType)this.dtdElement.apply(this,arguments);else if(Array.isArray(M)||j(M)||R(M))for(Ae=this.options.noValidation,this.options.noValidation=!0,fe=new S(this.options).element("TEMP_ROOT"),fe.element(M),this.options.noValidation=Ae,Z=fe.children,pe=0,ie=Z.length;pe<ie;pe++)ne=Z[pe],this.createChildNode(ne),ne.type===p.Element&&this.up();else this.node(M,X,re);return this},F.prototype.attribute=function(M,X){var re,ne;if(!this.currentNode||this.currentNode.children)throw new Error("att() can only be used immediately after an ele() call in callback mode. "+this.debugInfo(M));if(M!=null&&(M=B(M)),j(M))for(re in M)z.call(M,re)&&(ne=M[re],this.attribute(re,ne));else R(X)&&(X=X.apply()),this.options.keepNullAttributes&&X==null?this.currentNode.attribs[M]=new h(this,M,""):X!=null&&(this.currentNode.attribs[M]=new h(this,M,X));return this},F.prototype.text=function(M){var X;return this.openCurrent(),X=new K(this,M),this.onData(this.writer.text(X,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.cdata=function(M){var X;return this.openCurrent(),X=new b(this,M),this.onData(this.writer.cdata(X,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.comment=function(M){var X;return this.openCurrent(),X=new g(this,M),this.onData(this.writer.comment(X,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.raw=function(M){var X;return this.openCurrent(),X=new k(this,M),this.onData(this.writer.raw(X,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.instruction=function(M,X){var re,ne,pe,ie,Ae;if(this.openCurrent(),M!=null&&(M=B(M)),X!=null&&(X=B(X)),Array.isArray(M))for(re=0,ie=M.length;re<ie;re++)ne=M[re],this.instruction(ne);else if(j(M))for(ne in M)z.call(M,ne)&&(pe=M[ne],this.instruction(ne,pe));else R(X)&&(X=X.apply()),Ae=new E(this,M,X),this.onData(this.writer.processingInstruction(Ae,this.writerOptions,this.currentLevel+1),this.currentLevel+1);return this},F.prototype.declaration=function(M,X,re){var ne;if(this.openCurrent(),this.documentStarted)throw new Error("declaration() must be the first node.");return ne=new y(this,M,X,re),this.onData(this.writer.declaration(ne,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.doctype=function(M,X,re){if(this.openCurrent(),M==null)throw new Error("Missing root node name.");if(this.root)throw new Error("dtd() must come before the root node.");return this.currentNode=new x(this,X,re),this.currentNode.rootNodeName=M,this.currentNode.children=!1,this.currentLevel++,this.openTags[this.currentLevel]=this.currentNode,this},F.prototype.dtdElement=function(M,X){var re;return this.openCurrent(),re=new c(this,M,X),this.onData(this.writer.dtdElement(re,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.attList=function(M,X,re,ne,pe){var ie;return this.openCurrent(),ie=new w(this,M,X,re,ne,pe),this.onData(this.writer.dtdAttList(ie,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.entity=function(M,X){var re;return this.openCurrent(),re=new v(this,!1,M,X),this.onData(this.writer.dtdEntity(re,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.pEntity=function(M,X){var re;return this.openCurrent(),re=new v(this,!0,M,X),this.onData(this.writer.dtdEntity(re,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.notation=function(M,X){var re;return this.openCurrent(),re=new m(this,M,X),this.onData(this.writer.dtdNotation(re,this.writerOptions,this.currentLevel+1),this.currentLevel+1),this},F.prototype.up=function(){if(this.currentLevel<0)throw new Error("The document node has no parent.");return this.currentNode?(this.currentNode.children?this.closeNode(this.currentNode):this.openNode(this.currentNode),this.currentNode=null):this.closeNode(this.openTags[this.currentLevel]),delete this.openTags[this.currentLevel],this.currentLevel--,this},F.prototype.end=function(){for(;this.currentLevel>=0;)this.up();return this.onEnd()},F.prototype.openCurrent=function(){if(this.currentNode)return this.currentNode.children=!0,this.openNode(this.currentNode)},F.prototype.openNode=function(M){var X,re,ne,pe;if(!M.isOpen){if(!this.root&&this.currentLevel===0&&M.type===p.Element&&(this.root=M),re="",M.type===p.Element){this.writerOptions.state=f.OpenTag,re=this.writer.indent(M,this.writerOptions,this.currentLevel)+"<"+M.name,pe=M.attribs;for(ne in pe)z.call(pe,ne)&&(X=pe[ne],re+=this.writer.attribute(X,this.writerOptions,this.currentLevel));re+=(M.children?">":"/>")+this.writer.endline(M,this.writerOptions,this.currentLevel),this.writerOptions.state=f.InsideTag}else this.writerOptions.state=f.OpenTag,re=this.writer.indent(M,this.writerOptions,this.currentLevel)+"<!DOCTYPE "+M.rootNodeName,M.pubID&&M.sysID?re+=' PUBLIC "'+M.pubID+'" "'+M.sysID+'"':M.sysID&&(re+=' SYSTEM "'+M.sysID+'"'),M.children?(re+=" [",this.writerOptions.state=f.InsideTag):(this.writerOptions.state=f.CloseTag,re+=">"),re+=this.writer.endline(M,this.writerOptions,this.currentLevel);return this.onData(re,this.currentLevel),M.isOpen=!0}},F.prototype.closeNode=function(M){var X;if(!M.isClosed)return X="",this.writerOptions.state=f.CloseTag,M.type===p.Element?X=this.writer.indent(M,this.writerOptions,this.currentLevel)+"</"+M.name+">"+this.writer.endline(M,this.writerOptions,this.currentLevel):X=this.writer.indent(M,this.writerOptions,this.currentLevel)+"]>"+this.writer.endline(M,this.writerOptions,this.currentLevel),this.writerOptions.state=f.None,this.onData(X,this.currentLevel),M.isClosed=!0},F.prototype.onData=function(M,X){return this.documentStarted=!0,this.onDataCallback(M,X+1)},F.prototype.onEnd=function(){return this.documentCompleted=!0,this.onEndCallback()},F.prototype.debugInfo=function(M){return M==null?"":"node: <"+M+">"},F.prototype.ele=function(){return this.element.apply(this,arguments)},F.prototype.nod=function(M,X,re){return this.node(M,X,re)},F.prototype.txt=function(M){return this.text(M)},F.prototype.dat=function(M){return this.cdata(M)},F.prototype.com=function(M){return this.comment(M)},F.prototype.ins=function(M,X){return this.instruction(M,X)},F.prototype.dec=function(M,X,re){return this.declaration(M,X,re)},F.prototype.dtd=function(M,X,re){return this.doctype(M,X,re)},F.prototype.e=function(M,X,re){return this.element(M,X,re)},F.prototype.n=function(M,X,re){return this.node(M,X,re)},F.prototype.t=function(M){return this.text(M)},F.prototype.d=function(M){return this.cdata(M)},F.prototype.c=function(M){return this.comment(M)},F.prototype.r=function(M){return this.raw(M)},F.prototype.i=function(M,X){return this.instruction(M,X)},F.prototype.att=function(){return this.currentNode&&this.currentNode.type===p.DocType?this.attList.apply(this,arguments):this.attribute.apply(this,arguments)},F.prototype.a=function(){return this.currentNode&&this.currentNode.type===p.DocType?this.attList.apply(this,arguments):this.attribute.apply(this,arguments)},F.prototype.ent=function(M,X){return this.entity(M,X)},F.prototype.pent=function(M,X){return this.pEntity(M,X)},F.prototype.not=function(M,X){return this.notation(M,X)},F}()}).call(this)},{"./NodeType":428,"./Utility":429,"./WriterState":430,"./XMLAttribute":431,"./XMLCData":432,"./XMLComment":434,"./XMLDTDAttList":439,"./XMLDTDElement":440,"./XMLDTDEntity":441,"./XMLDTDNotation":442,"./XMLDeclaration":443,"./XMLDocType":444,"./XMLDocument":445,"./XMLElement":448,"./XMLProcessingInstruction":452,"./XMLRaw":453,"./XMLStringWriter":455,"./XMLStringifier":456,"./XMLText":457}],447:[function(o,_,O){(function(){var p,f,h,b=function(w,c){for(var v in c)g.call(c,v)&&(w[v]=c[v]);function m(){this.constructor=w}return m.prototype=c.prototype,w.prototype=new m,w.__super__=c.prototype,w},g={}.hasOwnProperty;h=o("./XMLNode"),p=o("./NodeType"),_.exports=f=function(w){b(c,w);function c(v){c.__super__.constructor.call(this,v),this.type=p.Dummy}return c.prototype.clone=function(){return Object.create(this)},c.prototype.toString=function(v){return""},c}(h)}).call(this)},{"./NodeType":428,"./XMLNode":450}],448:[function(o,_,O){(function(){var p,f,h,b,g,w,c,v,m,y=function(S,I){for(var C in I)x.call(I,C)&&(S[C]=I[C]);function E(){this.constructor=S}return E.prototype=I.prototype,S.prototype=new E,S.__super__=I.prototype,S},x={}.hasOwnProperty;m=o("./Utility"),v=m.isObject,c=m.isFunction,w=m.getValue,g=o("./XMLNode"),p=o("./NodeType"),f=o("./XMLAttribute"),b=o("./XMLNamedNodeMap"),_.exports=h=function(S){y(I,S);function I(C,E,k){var V,P,K,B;if(I.__super__.constructor.call(this,C),E==null)throw new Error("Missing element name. 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"+this.debugInfo());if(C=w(C),Array.isArray(C))for(k=0,V=C.length;k<V;k++)E=C[k],delete this.attribs[E];else delete this.attribs[C];return this},I.prototype.toString=function(C){return this.options.writer.element(this,this.options.writer.filterOptions(C))},I.prototype.att=function(C,E){return this.attribute(C,E)},I.prototype.a=function(C,E){return this.attribute(C,E)},I.prototype.getAttribute=function(C){return this.attribs.hasOwnProperty(C)?this.attribs[C].value:null},I.prototype.setAttribute=function(C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.getAttributeNode=function(C){return this.attribs.hasOwnProperty(C)?this.attribs[C]:null},I.prototype.setAttributeNode=function(C){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.removeAttributeNode=function(C){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.getElementsByTagName=function(C){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.getAttributeNS=function(C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.setAttributeNS=function(C,E,k){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.removeAttributeNS=function(C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.getAttributeNodeNS=function(C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.setAttributeNodeNS=function(C){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.getElementsByTagNameNS=function(C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.hasAttribute=function(C){return this.attribs.hasOwnProperty(C)},I.prototype.hasAttributeNS=function(C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.setIdAttribute=function(C,E){return this.attribs.hasOwnProperty(C)?this.attribs[C].isId:E},I.prototype.setIdAttributeNS=function(C,E,k){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.setIdAttributeNode=function(C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.getElementsByTagName=function(C){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.getElementsByTagNameNS=function(C,E){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.getElementsByClassName=function(C){throw new Error("This DOM method is not implemented."+this.debugInfo())},I.prototype.isEqualNode=function(C){var E,k,V;if(!I.__super__.isEqualNode.apply(this,arguments).isEqualNode(C)||C.namespaceURI!==this.namespaceURI||C.prefix!==this.prefix||C.localName!==this.localName||C.attribs.length!==this.attribs.length)return!1;for(E=k=0,V=this.attribs.length-1;0<=V?k<=V:k>=V;E=0<=V?++k:--k)if(!this.attribs[E].isEqualNode(C.attribs[E]))return!1;return!0},I}(g)}).call(this)},{"./NodeType":428,"./Utility":429,"./XMLAttribute":431,"./XMLNamedNodeMap":449,"./XMLNode":450}],449:[function(o,_,O){(function(){var p;_.exports=p=function(){function f(h){this.nodes=h}return Object.defineProperty(f.prototype,"length",{get:function(){return Object.keys(this.nodes).length||0}}),f.prototype.clone=function(){return this.nodes=null},f.prototype.getNamedItem=function(h){return this.nodes[h]},f.prototype.setNamedItem=function(h){var b;return b=this.nodes[h.nodeName],this.nodes[h.nodeName]=h,b||null},f.prototype.removeNamedItem=function(h){var b;return b=this.nodes[h],delete this.nodes[h],b||null},f.prototype.item=function(h){return this.nodes[Object.keys(this.nodes)[h]]||null},f.prototype.getNamedItemNS=function(h,b){throw new Error("This DOM method is not implemented.")},f.prototype.setNamedItemNS=function(h){throw new Error("This DOM method is not implemented.")},f.prototype.removeNamedItemNS=function(h,b){throw new Error("This DOM method is not implemented.")},f}()}).call(this)},{}],450:[function(o,_,O){(function(){var p,f,h,b,g,w,c,v,m,y,x,S,I,C,E,k,V,P,K,B={}.hasOwnProperty;K=o("./Utility"),P=K.isObject,V=K.isFunction,k=K.isEmpty,E=K.getValue,v=null,h=null,b=null,g=null,w=null,I=null,C=null,S=null,c=null,f=null,x=null,m=null,p=null,_.exports=y=function(){function R(j){this.parent=j,this.parent&&(this.options=this.parent.options,this.stringify=this.parent.stringify),this.value=null,this.children=[],this.baseURI=null,v||(v=o("./XMLElement"),h=o("./XMLCData"),b=o("./XMLComment"),g=o("./XMLDeclaration"),w=o("./XMLDocType"),I=o("./XMLRaw"),C=o("./XMLText"),S=o("./XMLProcessingInstruction"),c=o("./XMLDummy"),f=o("./NodeType"),x=o("./XMLNodeList"),m=o("./XMLNamedNodeMap"),p=o("./DocumentPosition"))}return Object.defineProperty(R.prototype,"nodeName",{get:function(){return this.name}}),Object.defineProperty(R.prototype,"nodeType",{get:function(){return this.type}}),Object.defineProperty(R.prototype,"nodeValue",{get:function(){return this.value}}),Object.defineProperty(R.prototype,"parentNode",{get:function(){return this.parent}}),Object.defineProperty(R.prototype,"childNodes",{get:function(){return(!this.childNodeList||!this.childNodeList.nodes)&&(this.childNodeList=new x(this.children)),this.childNodeList}}),Object.defineProperty(R.prototype,"firstChild",{get:function(){return this.children[0]||null}}),Object.defineProperty(R.prototype,"lastChild",{get:function(){return this.children[this.children.length-1]||null}}),Object.defineProperty(R.prototype,"previousSibling",{get:function(){var j;return j=this.parent.children.indexOf(this),this.parent.children[j-1]||null}}),Object.defineProperty(R.prototype,"nextSibling",{get:function(){var j;return j=this.parent.children.indexOf(this),this.parent.children[j+1]||null}}),Object.defineProperty(R.prototype,"ownerDocument",{get:function(){return this.document()||null}}),Object.defineProperty(R.prototype,"textContent",{get:function(){var j,N,$,z,F;if(this.nodeType===f.Element||this.nodeType===f.DocumentFragment){for(F="",z=this.children,N=0,$=z.length;N<$;N++)j=z[N],j.textContent&&(F+=j.textContent);return F}else return null},set:function(j){throw new Error("This DOM method is not implemented."+this.debugInfo())}}),R.prototype.setParent=function(j){var N,$,z,F,M;for(this.parent=j,j&&(this.options=j.options,this.stringify=j.stringify),F=this.children,M=[],$=0,z=F.length;$<z;$++)N=F[$],M.push(N.setParent(this));return M},R.prototype.element=function(j,N,$){var z,F,M,X,re,ne,pe,ie,Ae,Z,fe;if(ne=null,N===null&&$==null&&(Ae=[{},null],N=Ae[0],$=Ae[1]),N==null&&(N={}),N=E(N),P(N)||(Z=[N,$],$=Z[0],N=Z[1]),j!=null&&(j=E(j)),Array.isArray(j))for(M=0,pe=j.length;M<pe;M++)F=j[M],ne=this.element(F);else if(V(j))ne=this.element(j.apply());else if(P(j)){for(re in j)if(B.call(j,re))if(fe=j[re],V(fe)&&(fe=fe.apply()),!this.options.ignoreDecorators&&this.stringify.convertAttKey&&re.indexOf(this.stringify.convertAttKey)===0)ne=this.attribute(re.substr(this.stringify.convertAttKey.length),fe);else if(!this.options.separateArrayItems&&Array.isArray(fe)&&k(fe))ne=this.dummy();else if(P(fe)&&k(fe))ne=this.element(re);else if(!this.options.keepNullNodes&&fe==null)ne=this.dummy();else if(!this.options.separateArrayItems&&Array.isArray(fe))for(X=0,ie=fe.length;X<ie;X++)F=fe[X],z={},z[re]=F,ne=this.element(z);else P(fe)?!this.options.ignoreDecorators&&this.stringify.convertTextKey&&re.indexOf(this.stringify.convertTextKey)===0?ne=this.element(fe):(ne=this.element(re),ne.element(fe)):ne=this.element(re,fe)}else!this.options.keepNullNodes&&$===null?ne=this.dummy():!this.options.ignoreDecorators&&this.stringify.convertTextKey&&j.indexOf(this.stringify.convertTextKey)===0?ne=this.text($):!this.options.ignoreDecorators&&this.stringify.convertCDataKey&&j.indexOf(this.stringify.convertCDataKey)===0?ne=this.cdata($):!this.options.ignoreDecorators&&this.stringify.convertCommentKey&&j.indexOf(this.stringify.convertCommentKey)===0?ne=this.comment($):!this.options.ignoreDecorators&&this.stringify.convertRawKey&&j.indexOf(this.stringify.convertRawKey)===0?ne=this.raw($):!this.options.ignoreDecorators&&this.stringify.convertPIKey&&j.indexOf(this.stringify.convertPIKey)===0?ne=this.instruction(j.substr(this.stringify.convertPIKey.length),$):ne=this.node(j,N,$);if(ne==null)throw new Error("Could not create any 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