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But you forgot to add "multiple=true"?'}),!this.flat){["autoSelectAncestors","autoSelectDescendants","autoDeselectAncestors","autoDeselectDescendants"].forEach(function(t){f(function(){return!e[t]},function(){return'"'.concat(t,'" only applies to flat mode.')})})}},resetFlags:function(){this._blurOnSelect=!1},initialize:function(){var e=this.async?this.getRemoteSearchEntry().options:this.options;if(Array.isArray(e)){var t=this.forest.nodeMap;this.forest.nodeMap=O(),this.keepDataOfSelectedNodes(t),this.forest.normalizedOptions=this.normalize(null,e,t),this.fixSelectedNodeIds(this.internalValue)}else this.forest.normalizedOptions=[]},getInstanceId:function(){return null==this.instanceId?this.id:this.instanceId},getValue:function(){var e=this;if("id"===this.valueFormat)return this.multiple?this.internalValue.slice():this.internalValue[0];var t=this.internalValue.map(function(t){return e.getNode(t).raw});return this.multiple?t:t[0]},getNode:function(e){return f(function(){return null!=e},function(){return"Invalid node id: ".concat(e)}),null==e?null:e in this.forest.nodeMap?this.forest.nodeMap[e]:this.createFallbackNode(e)},createFallbackNode:function(e){var t=this.extractNodeFromValue(e),n={id:e,label:this.enhancedNormalizer(t).label||"".concat(e," (unknown)"),ancestors:[],parentNode:null,isFallbackNode:!0,isRootNode:!0,isLeaf:!0,isBranch:!1,isDisabled:!1,isNew:!1,index:[-1],level:0,raw:t};return this.$set(this.forest.nodeMap,e,n)},extractCheckedNodeIdsFromValue:function(){var e=this;return null==this.value?[]:"id"===this.valueFormat?this.multiple?this.value.slice():[this.value]:(this.multiple?this.value:[this.value]).map(function(t){return e.enhancedNormalizer(t)}).map(function(e){return e.id})},extractNodeFromValue:function(e){var t=this,n={id:e};return"id"===this.valueFormat?n:H(this.multiple?Array.isArray(this.value)?this.value:[]:this.value?[this.value]:[],function(n){return n&&t.enhancedNormalizer(n).id===e})||n},fixSelectedNodeIds:function(e){var t=this,n=[];if(this.single||this.flat||this.disableBranchNodes||"ALL"===this.valueConsistsOf)n=e;else if("BRANCH_PRIORITY"===this.valueConsistsOf)e.forEach(function(e){n.push(e);var i=t.getNode(e);i.isBranch&&t.traverseDescendantsBFS(i,function(e){n.push(e.id)})});else if("LEAF_PRIORITY"===this.valueConsistsOf)for(var i=O(),o=e.slice();o.length;){var a=o.shift(),r=this.getNode(a);n.push(a),r.isRootNode||(r.parentNode.id in i||(i[r.parentNode.id]=r.parentNode.children.length),0==--i[r.parentNode.id]&&o.push(r.parentNode.id))}else if("ALL_WITH_INDETERMINATE"===this.valueConsistsOf)for(var s=O(),l=e.filter(function(e){var n=t.getNode(e);return n.isLeaf||0===n.children.length});l.length;){var c=l.shift(),u=this.getNode(c);n.push(c),u.isRootNode||(u.parentNode.id in s||(s[u.parentNode.id]=u.parentNode.children.length),0==--s[u.parentNode.id]&&l.push(u.parentNode.id))}Y(this.forest.selectedNodeIds,n)&&(this.forest.selectedNodeIds=n),this.buildForestState()},keepDataOfSelectedNodes:function(e){var t=this;this.forest.selectedNodeIds.forEach(function(n){if(e[n]){var i=ie({},e[n],{isFallbackNode:!0});t.$set(t.forest.nodeMap,n,i)}})},isSelected:function(e){return!0===this.forest.selectedNodeMap[e.id]},traverseDescendantsBFS:function(e,t){if(e.isBranch)for(var n=e.children.slice();n.length;){var i=n[0];i.isBranch&&n.push.apply(n,r()(i.children)),t(i),n.shift()}},traverseDescendantsDFS:function(e,t){var n=this;e.isBranch&&e.children.forEach(function(e){n.traverseDescendantsDFS(e,t),t(e)})},traverseAllNodesDFS:function(e){var t=this;this.forest.normalizedOptions.forEach(function(n){t.traverseDescendantsDFS(n,e),e(n)})},traverseAllNodesByIndex:function(e){!function t(n){n.children.forEach(function(n){!1!==e(n)&&n.isBranch&&t(n)})}({children:this.forest.normalizedOptions})},toggleClickOutsideEvent:function(e){e?document.addEventListener("mousedown",this.handleClickOutside,!1):document.removeEventListener("mousedown",this.handleClickOutside,!1)},getValueContainer:function(){return this.$refs.control.$refs["value-container"]},getInput:function(){return this.getValueContainer().$refs.input},focusInput:function(){this.getInput().focus()},blurInput:function(){this.getInput().blur()},handleMouseDown:m(function(e){(e.preventDefault(),e.stopPropagation(),this.disabled)||(this.getValueContainer().$el.contains(e.target)&&!this.menu.isOpen&&(this.openOnClick||this.trigger.isFocused)&&this.openMenu(),this._blurOnSelect?this.blurInput():this.focusInput(),this.resetFlags())}),handleClickOutside:function(e){this.$refs.wrapper&&!this.$refs.wrapper.contains(e.target)&&(this.blurInput(),this.closeMenu())},handleLocalSearch:function(){var e=this,t=this.trigger.searchQuery,n=function(){return e.resetHighlightedOptionWhenNecessary(!0)};if(!t)return this.localSearch.active=!1,n();this.localSearch.active=!0,this.localSearch.noResults=!0,this.traverseAllNodesDFS(function(t){var n;t.isBranch&&(t.isExpandedOnSearch=!1,t.showAllChildrenOnSearch=!1,t.isMatched=!1,t.hasMatchedDescendants=!1,e.$set(e.localSearch.countMap,t.id,(n={},l()(n,"ALL_CHILDREN",0),l()(n,"ALL_DESCENDANTS",0),l()(n,"LEAF_CHILDREN",0),l()(n,"LEAF_DESCENDANTS",0),n)))});var i=t.trim().toLocaleLowerCase(),o=i.replace(/\s+/g," ").split(" ");this.traverseAllNodesDFS(function(t){e.searchNested&&o.length>1?t.isMatched=o.every(function(e){return ae(!1,e,t.nestedSearchLabel)}):t.isMatched=e.matchKeys.some(function(n){return ae(!e.disableFuzzyMatching,i,t.lowerCased[n])}),t.isMatched&&(e.localSearch.noResults=!1,t.ancestors.forEach(function(t){return e.localSearch.countMap[t.id].ALL_DESCENDANTS++}),t.isLeaf&&t.ancestors.forEach(function(t){return e.localSearch.countMap[t.id].LEAF_DESCENDANTS++}),null!==t.parentNode&&(e.localSearch.countMap[t.parentNode.id].ALL_CHILDREN+=1,t.isLeaf&&(e.localSearch.countMap[t.parentNode.id].LEAF_CHILDREN+=1))),(t.isMatched||t.isBranch&&t.isExpandedOnSearch)&&null!==t.parentNode&&(t.parentNode.isExpandedOnSearch=!0,t.parentNode.hasMatchedDescendants=!0)}),n()},handleRemoteSearch:function(){var e=this,t=this.trigger.searchQuery,n=this.getRemoteSearchEntry(),i=function(){e.initialize(),e.resetHighlightedOptionWhenNecessary(!0)};if((""===t||this.cacheOptions)&&n.isLoaded)return i();this.callLoadOptionsProp({action:"ASYNC_SEARCH",args:{searchQuery:t},isPending:function(){return n.isLoading},start:function(){n.isLoading=!0,n.isLoaded=!1,n.loadingError=""},succeed:function(o){n.isLoaded=!0,n.options=o,e.trigger.searchQuery===t&&i()},fail:function(e){n.loadingError=re(e)},end:function(){n.isLoading=!1}})},getRemoteSearchEntry:function(){var e=this,t=this.trigger.searchQuery,n=this.remoteSearch[t]||ie({},{isLoaded:!1,isLoading:!1,loadingError:""},{options:[]});if(this.$watch(function(){return n.options},function(){e.trigger.searchQuery===t&&e.initialize()},{deep:!0}),""===t){if(Array.isArray(this.defaultOptions))return n.options=this.defaultOptions,n.isLoaded=!0,n;if(!0!==this.defaultOptions)return n.isLoaded=!0,n}return this.remoteSearch[t]||this.$set(this.remoteSearch,t,n),n},shouldExpand:function(e){return this.localSearch.active?e.isExpandedOnSearch:e.isExpanded},shouldOptionBeIncludedInSearchResult:function(e){return!!e.isMatched||(!(!e.isBranch||!e.hasMatchedDescendants||this.flattenSearchResults)||!(e.isRootNode||!e.parentNode.showAllChildrenOnSearch))},shouldShowOptionInMenu:function(e){return!(this.localSearch.active&&!this.shouldOptionBeIncludedInSearchResult(e))},getControl:function(){return this.$refs.control.$el},getMenu:function(){var e=(this.appendToBody?this.$refs.portal.portalTarget:this).$refs.menu.$refs.menu;return e&&"#comment"!==e.nodeName?e:null},setCurrentHighlightedOption:function(e){var t=this,n=!(arguments.length>1&&void 0!==arguments[1])||arguments[1],i=this.menu.current;if(null!=i&&i in this.forest.nodeMap&&(this.forest.nodeMap[i].isHighlighted=!1),this.menu.current=e.id,e.isHighlighted=!0,this.menu.isOpen&&n){var o=function(){var n,i,o,a,r,s=t.getMenu(),l=s.querySelector('.vue-treeselect__option[data-id="'.concat(e.id,'"]'));l&&(i=l,o=(n=s).getBoundingClientRect(),a=i.getBoundingClientRect(),r=i.offsetHeight/3,a.bottom+r>o.bottom?n.scrollTop=Math.min(i.offsetTop+i.clientHeight-n.offsetHeight+r,n.scrollHeight):a.top-r0&&void 0!==arguments[0]&&arguments[0],t=this.menu.current;!e&&null!=t&&t in this.forest.nodeMap&&this.shouldShowOptionInMenu(this.getNode(t))||this.highlightFirstOption()},highlightFirstOption:function(){if(this.hasVisibleOptions){var e=this.visibleOptionIds[0];this.setCurrentHighlightedOption(this.getNode(e))}},highlightPrevOption:function(){if(this.hasVisibleOptions){var e=this.visibleOptionIds.indexOf(this.menu.current)-1;if(-1===e)return this.highlightLastOption();this.setCurrentHighlightedOption(this.getNode(this.visibleOptionIds[e]))}},highlightNextOption:function(){if(this.hasVisibleOptions){var e=this.visibleOptionIds.indexOf(this.menu.current)+1;if(e===this.visibleOptionIds.length)return this.highlightFirstOption();this.setCurrentHighlightedOption(this.getNode(this.visibleOptionIds[e]))}},highlightLastOption:function(){if(this.hasVisibleOptions){var e=U()(this.visibleOptionIds);this.setCurrentHighlightedOption(this.getNode(e))}},resetSearchQuery:function(){this.trigger.searchQuery=""},closeMenu:function(){!this.menu.isOpen||!this.disabled&&this.alwaysOpen||(this.saveMenuScrollPosition(),this.menu.isOpen=!1,this.toggleClickOutsideEvent(!1),this.resetSearchQuery(),this.$emit("close",this.getValue(),this.getInstanceId()))},openMenu:function(){this.disabled||this.menu.isOpen||(this.menu.isOpen=!0,this.$nextTick(this.resetHighlightedOptionWhenNecessary),this.$nextTick(this.restoreMenuScrollPosition),this.options||this.async||this.loadRootOptions(),this.toggleClickOutsideEvent(!0),this.$emit("open",this.getInstanceId()))},toggleMenu:function(){this.menu.isOpen?this.closeMenu():this.openMenu()},toggleExpanded:function(e){var t;this.localSearch.active?(t=e.isExpandedOnSearch=!e.isExpandedOnSearch)&&(e.showAllChildrenOnSearch=!0):t=e.isExpanded=!e.isExpanded,t&&!e.childrenStates.isLoaded&&this.loadChildrenOptions(e)},buildForestState:function(){var e=this,t=O();this.forest.selectedNodeIds.forEach(function(e){t[e]=!0}),this.forest.selectedNodeMap=t;var n=O();this.multiple&&(this.traverseAllNodesByIndex(function(e){n[e.id]=0}),this.selectedNodes.forEach(function(t){n[t.id]=2,e.flat||e.disableBranchNodes||t.ancestors.forEach(function(t){e.isSelected(t)||(n[t.id]=1)})})),this.forest.checkedStateMap=n},enhancedNormalizer:function(e){return ie({},e,{},this.normalizer(e,this.getInstanceId()))},normalize:function(e,t,n){var i=this,a=t.map(function(e){return[i.enhancedNormalizer(e),e]}).map(function(t,a){var r=o()(t,2),s=r[0],c=r[1];i.checkDuplication(s),i.verifyNodeShape(s);var u=s.id,d=s.label,m=s.children,p=s.isDefaultExpanded,h=null===e,g=h?0:e.level+1,A=Array.isArray(m)||null===m,y=!A,v=!!s.isDisabled||!i.flat&&!h&&e.isDisabled,b=!!s.isNew,w=i.matchKeys.reduce(function(e,t){return ie({},e,l()({},t,(n=s[t],"string"==typeof n?n:"number"!=typeof n||B(n)?"":n+"").toLocaleLowerCase()));var n},{}),_=h?w.label:e.nestedSearchLabel+" "+w.label,x=i.$set(i.forest.nodeMap,u,O());if(i.$set(x,"id",u),i.$set(x,"label",d),i.$set(x,"level",g),i.$set(x,"ancestors",h?[]:[e].concat(e.ancestors)),i.$set(x,"index",(h?[]:e.index).concat(a)),i.$set(x,"parentNode",e),i.$set(x,"lowerCased",w),i.$set(x,"nestedSearchLabel",_),i.$set(x,"isDisabled",v),i.$set(x,"isNew",b),i.$set(x,"isMatched",!1),i.$set(x,"isHighlighted",!1),i.$set(x,"isBranch",A),i.$set(x,"isLeaf",y),i.$set(x,"isRootNode",h),i.$set(x,"raw",c),A){var C,k=Array.isArray(m);i.$set(x,"childrenStates",ie({},{isLoaded:!1,isLoading:!1,loadingError:""},{isLoaded:k})),i.$set(x,"isExpanded","boolean"==typeof p?p:ga+40,c=s>a+40;o.top>=0&&o.top<=r||o.top<0&&o.bottom>0?"auto"!==e.openDirection?e.menu.placement=Ue[e.openDirection]:e.menu.placement=l||!c?"bottom":"top":e.closeMenu()}},setupMenuSizeWatcher:function(){var e=this.instance.getMenu();this.menuSizeWatcher||(this.menuSizeWatcher={remove:C(e,this.adjustMenuOpenDirection)})},setupMenuResizeAndScrollEventListeners:function(){var e=this.instance.getControl();this.menuResizeAndScrollEventListeners||(this.menuResizeAndScrollEventListeners={remove:M(e,this.adjustMenuOpenDirection)})},removeMenuSizeWatcher:function(){this.menuSizeWatcher&&(this.menuSizeWatcher.remove(),this.menuSizeWatcher=null)},removeMenuResizeAndScrollEventListeners:function(){this.menuResizeAndScrollEventListeners&&(this.menuResizeAndScrollEventListeners.remove(),this.menuResizeAndScrollEventListeners=null)}},render:function(){var e=arguments[0];return e("div",{ref:"menu-container",class:"vue-treeselect__menu-container",style:this.menuContainerStyle},[e("transition",{attrs:{name:"vue-treeselect__menu--transition"}},[this.renderMenu()])])}},void 0,void 0,!1,null,null,null);qe.options.__file="src/components/Menu.vue";var He=qe.exports,Ye=n(14),Qe=n.n(Ye);function We(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(e);t&&(i=i.filter(function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable})),n.push.apply(n,i)}return n}var Ge,Ze={name:"vue-treeselect--portal-target",inject:["instance"],watch:{"instance.menu.isOpen":function(e){e?this.setupHandlers():this.removeHandlers()},"instance.menu.placement":function(){this.updateMenuContainerOffset()}},created:function(){this.controlResizeAndScrollEventListeners=null,this.controlSizeWatcher=null},mounted:function(){this.instance.menu.isOpen&&this.setupHandlers()},methods:{setupHandlers:function(){this.updateWidth(),this.updateMenuContainerOffset(),this.setupControlResizeAndScrollEventListeners(),this.setupControlSizeWatcher()},removeHandlers:function(){this.removeControlResizeAndScrollEventListeners(),this.removeControlSizeWatcher()},setupControlResizeAndScrollEventListeners:function(){var e=this.instance.getControl();this.controlResizeAndScrollEventListeners||(this.controlResizeAndScrollEventListeners={remove:M(e,this.updateMenuContainerOffset)})},setupControlSizeWatcher:function(){var e=this,t=this.instance.getControl();this.controlSizeWatcher||(this.controlSizeWatcher={remove:C(t,function(){e.updateWidth(),e.updateMenuContainerOffset()})})},removeControlResizeAndScrollEventListeners:function(){this.controlResizeAndScrollEventListeners&&(this.controlResizeAndScrollEventListeners.remove(),this.controlResizeAndScrollEventListeners=null)},removeControlSizeWatcher:function(){this.controlSizeWatcher&&(this.controlSizeWatcher.remove(),this.controlSizeWatcher=null)},updateWidth:function(){var e=this.instance,t=this.$el,n=e.getControl().getBoundingClientRect();t.style.width=n.width+"px"},updateMenuContainerOffset:function(){var e=this.instance,t=e.getControl(),n=this.$el,i=t.getBoundingClientRect(),o=n.getBoundingClientRect(),a="bottom"===e.menu.placement?i.height:0,r=Math.round(i.left-o.left)+"px",s=Math.round(i.top-o.top+a)+"px";this.$refs.menu.$refs["menu-container"].style[H(["transform","webkitTransform","MozTransform","msTransform"],function(e){return e in document.body.style})]="translate(".concat(r,", ").concat(s,")")}},render:function(){var e=arguments[0],t=this.instance;return e("div",{class:["vue-treeselect__portal-target",t.wrapperClass],style:{zIndex:t.zIndex},attrs:{"data-instance-id":t.getInstanceId()}},[e(He,{ref:"menu"})])},destroyed:function(){this.removeHandlers()}},Ke=ue({name:"vue-treeselect--menu-portal",created:function(){this.portalTarget=null},mounted:function(){this.setup()},destroyed:function(){this.teardown()},methods:{setup:function(){var e=document.createElement("div");document.body.appendChild(e),this.portalTarget=new Qe.a(function(e){for(var t=1;t'},"0j/q":function(e,t){e.exports=''},"0oA0":function(e,t,n){var i=n("sNbg");"string"==typeof i&&(i=[[e.i,i,""]]),i.locals&&(e.exports=i.locals);n("rjj0")("5210bb5f",i,!1,{})},"0vpY":function(e,t,n){(e.exports=n("FZ+f")(!0)).push([e.i,"\n.inspector-wrap .fields-wrapper {\n padding: 10px;\n}\n.d-inline-flex {\n border: none !important;\n margin-bottom: 20px;\n width: 100%;\n}\n.control__btns {\n border-radius: 9999px;\n border-width: 1px;\n --tw-border-opacity: 1;\n border-color: rgb(222 222 222 / var(--tw-border-opacity));\n --tw-bg-opacity: 1;\n background-color: rgb(245 245 245 / var(--tw-bg-opacity));\n padding-top: 0.5rem;\n padding-bottom: 0.5rem;\n padding-left: 1rem;\n padding-right: 1rem;\n}\n","",{version:3,sources:["/app/src/views/projects/LogicEditView.vue"],names:[],mappings:";AACA;EACE,cAAc;CACf;AACD;EACE,wBAAwB;EACxB,oBAAoB;EACpB,YAAY;CACb;AACD;EACE,sBAAsB;EACtB,kBAAkB;EAClB,uBAAuB;EACvB,0DAA0D;EAC1D,mBAAmB;EACnB,0DAA0D;EAC1D,oBAAoB;EACpB,uBAAuB;EACvB,mBAAmB;EACnB,oBAAoB;CACrB",file:"LogicEditView.vue",sourcesContent:["\n.inspector-wrap .fields-wrapper {\n padding: 10px;\n}\n.d-inline-flex {\n border: none !important;\n margin-bottom: 20px;\n width: 100%;\n}\n.control__btns {\n border-radius: 9999px;\n border-width: 1px;\n --tw-border-opacity: 1;\n border-color: rgb(222 222 222 / var(--tw-border-opacity));\n --tw-bg-opacity: 1;\n background-color: rgb(245 245 245 / var(--tw-bg-opacity));\n padding-top: 0.5rem;\n padding-bottom: 0.5rem;\n padding-left: 1rem;\n padding-right: 1rem;\n}\n"],sourceRoot:""}])},1:function(e,t){},"12Hw":function(e,t){e.exports=''},"13Rf":function(e,t){e.exports=''},"14qY":function(e,t,n){var i=n("syHm");"string"==typeof i&&(i=[[e.i,i,""]]),i.locals&&(e.exports=i.locals);n("rjj0")("6c563f01",i,!1,{})},"1C9R":function(e,t,n){(function(e){"use strict"; //! moment.js locale configuration var 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"}(e,t)),i}(e,t,i)}).join("\n"),c=t.texShape,u=la(),d="\n float sampleTexture(sampler2D textureSampler, vec2 uv) {\n return "+u.texture2D+"(textureSampler, uv).r;\n }\n ",f=function(e){return e.version+"\n precision highp float;\n precision highp int;\n precision highp sampler2D;\n "+e.varyingFs+" vec2 resultUV;\n "+e.defineOutput+"\n const vec2 halfCR = vec2(0.5, 0.5);\n\n struct ivec5\n {\n int x;\n int y;\n int z;\n int w;\n int u;\n };\n\n struct ivec6\n {\n int x;\n int y;\n int z;\n int w;\n int u;\n int v;\n };\n\n uniform float NAN;\n "+e.defineSpecialNaN+"\n "+e.defineSpecialInf+"\n "+e.defineRound+"\n\n int imod(int x, int y) {\n return x - y * (x / y);\n }\n\n int idiv(int a, int b, float sign) {\n int res = a / b;\n int mod = imod(a, b);\n if (sign < 0. && mod != 0) {\n res -= 1;\n }\n return res;\n }\n\n //Based on the work of Dave Hoskins\n //https://www.shadertoy.com/view/4djSRW\n #define HASHSCALE1 443.8975\n float random(float seed){\n vec2 p = resultUV * seed;\n vec3 p3 = fract(vec3(p.xyx) * HASHSCALE1);\n p3 += dot(p3, p3.yzx + 19.19);\n return fract((p3.x + p3.y) * p3.z);\n }\n\n "+ma+"\n "+pa+"\n "+ha+"\n "}(u);return t.isPacked?(a=function(e,t){switch(e.length){case 0:return"\n int getOutputCoords() {\n return 0;\n }\n ";case 1:return function(e,t){var n=[Math.ceil(t[0]/2),Math.ceil(t[1]/2)];return 1===n[0]?"\n int getOutputCoords() {\n return 2 * int(resultUV.x * "+n[1]+".0);\n }\n ":1===n[1]?"\n int getOutputCoords() {\n return 2 * int(resultUV.y * "+n[0]+".0);\n }\n ":"\n int getOutputCoords() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+n[0]+", "+n[1]+"));\n return 2 * (resTexRC.x * "+n[1]+" + resTexRC.y);\n }\n "}(0,t);case 2:return function(e,t){var n=[Math.ceil(t[0]/2),Math.ceil(t[1]/2)];if(D(e,t))return"\n ivec2 getOutputCoords() {\n return 2 * ivec2(resultUV.yx * vec2("+n[0]+", "+n[1]+"));\n }\n ";var i=Math.ceil(e[1]/2);return"\n ivec2 getOutputCoords() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+n[0]+", "+n[1]+"));\n\n int index = resTexRC.x * "+n[1]+" + resTexRC.y;\n int r = 2 * (index / "+i+");\n int c = imod(index, "+i+") * 2;\n\n return ivec2(r, c);\n }\n "}(e,t);case 3:return n=e,i=t,o=[Math.ceil(i[0]/2),Math.ceil(i[1]/2)],r=(a=Math.ceil(n[2]/2))*Math.ceil(n[1]/2),"\n ivec3 getOutputCoords() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+o[0]+", "+o[1]+"));\n int index = resTexRC.x * "+o[1]+" + resTexRC.y;\n\n int b = index / "+r+";\n index -= b * "+r+";\n\n int r = 2 * (index / "+a+");\n int c = imod(index, "+a+") * 2;\n\n return ivec3(b, r, c);\n }\n ";default:return function(e,t){for(var n=[Math.ceil(t[0]/2),Math.ceil(t[1]/2)],i=Math.ceil(e[e.length-1]/2),o=i*Math.ceil(e[e.length-2]/2),a=o,r="",s="b, r, c",l=2;l= "+this.outputShape[0]+" ? 0. : result.y;\n result.z = 0.;\n result.w = 0.;\n ";else{var r=sa("coords",o);a+="\n bool nextRowOutOfBounds =\n ("+r[o-2]+" + 1) >= "+this.outputShape[o-2]+";\n bool nextColOutOfBounds =\n ("+r[o-1]+" + 1) >= "+this.outputShape[o-1]+";\n result.y = nextColOutOfBounds ? 0. : result.y;\n result.z = nextRowOutOfBounds ? 0. : result.z;\n result.w = nextColOutOfBounds || nextRowOutOfBounds ? 0. : result.w;\n "}this.userCode="\n vec4 binaryOperation(vec4 a, vec4 b) {\n "+e+"\n }\n\n void main() {\n vec4 a = getAAtOutCoords();\n vec4 b = getBAtOutCoords();\n\n vec4 result = binaryOperation(a, b);\n "+a+"\n\n setOutput(result);\n }\n "},Ea=function(){function e(e){this.variableNames=["A"],this.outputShape=e,this.userCode="\n uniform float minVal;\n uniform float maxVal;\n\n void main() {\n float value = getAAtOutCoords();\n if (isnan(value)) {\n setOutput(value);\n return;\n }\n\n setOutput(clamp(value, minVal, maxVal));\n }\n "}return e.prototype.getCustomSetupFunc=function(e,t){var n=this;return function(i,o){null==n.minLoc&&(n.minLoc=i.getUniformLocationNoThrow(o,"minVal"),n.maxLoc=i.getUniformLocationNoThrow(o,"maxVal")),i.gl.uniform1f(n.minLoc,e),i.gl.uniform1f(n.maxLoc,t)}},e}(),Ta=function(){function e(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.userCode="\n uniform float minVal;\n uniform float maxVal;\n\n void main() {\n vec4 value = getAAtOutCoords();\n\n if (any(isnan(value))) {\n setOutput(value);\n return;\n }\n\n setOutput(clamp(value, vec4(minVal), vec4(maxVal)));\n }\n "}return e.prototype.getCustomSetupFunc=function(e,t){var n=this;return function(i,o){null==n.minLoc&&(n.minLoc=i.getUniformLocationNoThrow(o,"minVal"),n.maxLoc=i.getUniformLocationNoThrow(o,"maxVal")),i.gl.uniform1f(n.minLoc,e),i.gl.uniform1f(n.maxLoc,t)}},e}();function Ia(e,t,n){var i=e.indexOf(t);return e.map(function(e,t){return t===i?e+" - "+n:e}).join()}var La=function(e,t,n,i){void 0===t&&(t=!1),void 0===n&&(n=null),void 0===i&&(i=!1),this.variableNames=["x","W"],this.outputShape=e.outShape;var o=e.padInfo.top,a=e.padInfo.left,r=e.strideHeight,s=e.strideWidth,l=e.dilationHeight,c=e.dilationWidth,u=e.filterHeight,d=e.filterWidth,f=4*Math.floor(e.inChannels/4),m=e.inChannels%4,p="channelsLast"===e.dataFormat,h=p?1:2,g=p?2:3,A=p?3:1,y="",v="";n&&(y=i?"float activation(float a) {\n float b = getPreluActivationWeightsAtOutCoords();\n "+n+"\n }":"\n float activation(float x) {\n "+n+"\n }\n ",v="result = activation(result);");var b=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),i&&this.variableNames.push("preluActivationWeights"),this.userCode="\n "+y+"\n\n const ivec2 strides = ivec2("+r+", "+s+");\n const ivec2 pads = ivec2("+o+", "+a+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords[0];\n int d2 = coords["+A+"];\n\n ivec2 xRCCorner =\n ivec2(coords["+h+"], coords["+g+"]) * strides - pads;\n int xRCorner = xRCCorner.x;\n int xCCorner = xRCCorner.y;\n\n // Convolve x(?, ?, d1) with w(:, :, d1, d2) to get y(yR, yC, d2).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n for (int wR = 0; wR < "+u+"; wR++) {\n int xR = xRCorner + wR * "+l+";\n\n if (xR < 0 || xR >= "+e.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+d+"; wC++) {\n int xC = xCCorner + wC * "+c+";\n\n if (xC < 0 || xC >= "+e.inWidth+") {\n continue;\n }\n\n for (int d1 = 0; d1 < "+f+"; d1 += 4) {\n vec4 wValues = vec4(\n getW(wR, wC, d1, d2),\n getW(wR, wC, d1 + 1, d2),\n getW(wR, wC, d1 + 2, d2),\n getW(wR, wC, d1 + 3, d2)\n );\n\n if ("+p+") {\n vec4 xValues = vec4(\n getX(batch, xR, xC, d1),\n getX(batch, xR, xC, d1 + 1),\n getX(batch, xR, xC, d1 + 2),\n getX(batch, xR, xC, d1 + 3)\n );\n dotProd += dot(xValues, wValues);\n } else {\n vec4 xValues = vec4(\n getX(batch, d1, xR, xC),\n getX(batch, d1 + 1, xR, xC),\n getX(batch, d1 + 2, xR, xC),\n getX(batch, d1 + 3, xR, xC)\n );\n dotProd += dot(xValues, wValues);\n }\n }\n\n if ("+(1===m)+") {\n\n if ("+p+") {\n dotProd +=\n getX(batch, xR, xC, "+f+") *\n getW(wR, wC, "+f+", d2);\n } else {\n dotProd +=\n getX(batch, "+f+", xR, xC) *\n getW(wR, wC, "+f+", d2);\n }\n\n } else if ("+(2===m)+") {\n vec2 wValues = vec2(\n getW(wR, wC, "+f+", d2),\n getW(wR, wC, "+f+" + 1, d2)\n );\n\n if ("+p+") {\n vec2 xValues = vec2(\n getX(batch, xR, xC, "+f+"),\n getX(batch, xR, xC, "+f+" + 1)\n );\n dotProd += dot(xValues, wValues);\n } else {\n vec2 xValues = vec2(\n getX(batch, "+f+", xR, xC),\n getX(batch, "+f+" + 1, xR, xC)\n );\n dotProd += dot(xValues, wValues);\n }\n\n } else if ("+(3===m)+") {\n vec3 wValues = vec3(\n getW(wR, wC, "+f+", d2),\n getW(wR, wC, "+f+" + 1, d2),\n getW(wR, wC, "+f+" + 2, d2)\n );\n\n if ("+p+") {\n vec3 xValues = vec3(\n getX(batch, xR, xC, "+f+"),\n getX(batch, xR, xC, "+f+" + 1),\n getX(batch, xR, xC, "+f+" + 2)\n );\n dotProd += dot(xValues, wValues);\n } else {\n vec3 xValues = vec3(\n getX(batch, "+f+", xR, xC),\n getX(batch, "+f+" + 1, xR, xC),\n getX(batch, "+f+" + 2, xR, xC)\n );\n dotProd += dot(xValues, wValues);\n }\n\n }\n }\n }\n\n float result = dotProd;\n "+b+"\n "+v+"\n setOutput(result);\n }\n "},Na=function(e,t,n,i){void 0===t&&(t=!1),void 0===n&&(n=null),void 0===i&&(i=!1),this.variableNames=["x","W"],this.outputShape=e.outShape;var o=e.inHeight,a=e.inWidth,r=e.padInfo.top,s=e.padInfo.left,l=e.strideHeight,c=e.strideWidth,u=e.dilationHeight,d=e.dilationWidth,f=e.filterHeight,m=e.filterWidth,p=e.outChannels/e.inChannels,h="",g="";n&&(h=i?"float activation(float a) {\n float b = getPreluActivationWeightsAtOutCoords();\n "+n+"\n }":"\n float activation(float x) {\n "+n+"\n }\n ",g="result = activation(result);");var A=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),i&&this.variableNames.push("preluActivationWeights"),this.userCode="\n "+h+"\n\n const ivec2 strides = ivec2("+l+", "+c+");\n const ivec2 pads = ivec2("+r+", "+s+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords.x;\n ivec2 xRCCorner = coords.yz * strides - pads;\n int d2 = coords.w;\n int d1 = d2 / "+p+";\n int q = d2 - d1 * "+p+";\n\n int xRCorner = xRCCorner.x;\n int xCCorner = xRCCorner.y;\n\n // Convolve x(?, ?, d1) with w(:, :, d1, q) to get y(yR, yC, d2).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n // TO DO(dsmilkov): Flatten the two for loops and vec4 the operations.\n for (int wR = 0; wR < "+f+"; wR++) {\n int xR = xRCorner + wR * "+u+";\n\n if (xR < 0 || xR >= "+o+") {\n continue;\n }\n\n for (int wC = 0; wC < "+m+"; wC++) {\n int xC = xCCorner + wC * "+d+";\n\n if (xC < 0 || xC >= "+a+") {\n continue;\n }\n\n float xVal = getX(batch, xR, xC, d1);\n float wVal = getW(wR, wC, d1, q);\n dotProd += xVal * wVal;\n }\n }\n\n float result = dotProd;\n "+A+"\n "+g+"\n setOutput(result);\n }\n "},ja=function(e,t,n,i){void 0===t&&(t=!1),void 0===n&&(n=null),void 0===i&&(i=!1),this.variableNames=["x","W"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e.outShape;for(var o=e.inHeight,a=e.inWidth,r=e.padInfo.top,s=e.padInfo.left,l=e.strideHeight,c=e.strideWidth,u=e.dilationHeight,d=e.dilationWidth,f=e.filterHeight,m=e.filterWidth,p=m,h="int xR; int xC; int xCOffset;",g=0;g= 0 && xR < "+o+" && xCOffset >= 0 && xCOffset < "+a+") {\n xTexelR"+g+"C"+A+" = getX(batch, xR, xCOffset, d1);\n\n // Need to manually clear unused channels in case\n // we're reading from recycled texture.\n if(xCOffset + 1 >= "+a+") {\n xTexelR"+g+"C"+A+".zw = vec2(0.);\n }\n } else {\n xTexelR"+g+"C"+A+" = vec4(0.);\n }\n\n xCOffset = xC + 1 - 2;\n if(xR >= 0 && xR < "+o+" && xCOffset >= 0 && xCOffset < "+a+") {\n vec4 previous = getX(batch, xR, xCOffset, d1);\n\n // Need to manually clear unused channels in case\n // we're reading from recycled texture.\n if(xCOffset + 1 >= "+a+") {\n previous.zw = vec2(0.);\n }\n\n xR"+g+"C"+A+" = vec4(previous.zw, xTexelR"+g+"C"+A+".xy);\n } else {\n xR"+g+"C"+A+" = vec4(0, 0, xTexelR"+g+"C"+A+".xy);\n }\n ":"\n if(xR >= 0 && xR < "+o+" && xC >= 0 && xC < "+a+") {\n xTexelR"+g+"C"+A+" = getX(batch, xR, xC, d1);\n } else {\n xTexelR"+g+"C"+A+" = vec4(0.);\n }\n\n xR"+g+"C"+A+" = xTexelR"+g+"C"+A+";\n ",A+1= 0 && xR < "+o+" &&\n xCOffset >= 0 && xCOffset < "+a+") {\n xTexelR"+g+"C"+(A+2)+" = getX(batch, xR, xCOffset, d1);\n }\n ",d>1&&(h+="\n xCOffset -= 2;\n if(xR >= 0 && xR < "+o+" &&\n xCOffset >= 0 && xCOffset < "+a+") {\n xTexelR"+g+"C"+A+" = getX(batch, xR, xCOffset, d1);\n } else {\n xTexelR"+g+"C"+A+" = vec4(0.);\n }\n "),h+="\n xR"+g+"C"+(A+1)+" = vec4(\n xTexelR"+g+"C"+A+".zw, xTexelR"+g+"C"+(A+2)+".xy);\n "):h+="\n xCOffset = xC + "+v+";\n\n if(xR >= 0 && xR < "+o+" &&\n xCOffset >= 0 && xCOffset < "+a+") {\n xTexelR"+g+"C"+(A+2)+" = getX(batch, xR, xCOffset, d1);\n }\n\n xR"+g+"C"+(A+1)+" = xTexelR"+g+"C"+(A+2)+";\n "}}else A= 0 && xR < "+o+") {\n ",s%2==1?(h+="\n xCOffset = xC + 1 - "+c+";\n if(xCOffset >= 0 && xCOffset < "+a+") {\n xTexelR"+g+"C"+A+" = getX(batch, xR, xCOffset, d1);\n } else {\n xTexelR"+g+"C"+A+" = vec4(0.);\n }\n\n if(xC + 1 >= 0 && xC + 1 < "+a+") {\n xTexelR"+g+"C"+(A+2)+" = getX(batch, xR, xC + 1, d1);\n } else {\n xTexelR"+g+"C"+(A+2)+" = vec4(0.);\n }\n\n xR"+g+"C"+A+" = vec4(\n xTexelR"+g+"C"+A+".zw, xTexelR"+g+"C"+(A+2)+".zw);\n ",A+1= 0 && xCOffset < "+a+") {\n final = getX(batch, xR, xCOffset, d1);\n }\n xR"+g+"C"+(A+1)+" = vec4(xTexelR"+g+"C"+(A+2)+".xy, final.xy);\n ")):(h+="\n if(xC >= 0 && xC < "+a+") {\n xTexelR"+g+"C"+A+" = getX(batch, xR, xC, d1);\n } else {\n xTexelR"+g+"C"+A+" = vec4(0.);\n }\n\n xCOffset = xC + "+c+";\n if(xCOffset >= 0 && xCOffset < "+a+") {\n xTexelR"+g+"C"+(A+2)+" = getX(batch, xR, xCOffset, d1);\n } else {\n xTexelR"+g+"C"+(A+2)+" = vec4(0.);\n }\n\n xR"+g+"C"+A+" = vec4(\n xTexelR"+g+"C"+A+".xy, xTexelR"+g+"C"+(A+2)+".xy);\n ",A+10?(t=this.beginQuery(),this.endQuery(),n=function(){return i.isQueryAvailable(t,u().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))}):n=function(){return!0};return{query:t,isFencePassed:n}},e.prototype.downloadMatrixFromPackedTexture=function(e,t,n){var i=this;return this.downloadMatrixDriver(e,function(){return nr(i.gl,i.debug,t,n)})},e.prototype.createProgram=function(e){this.throwIfDisposed();var t=this.gl,n=rt(t,this.debug,e),i=Ra(t,this.debug),o=ut(t,this.debug);return $e(t,this.debug,function(){return t.attachShader(o,i)}),$e(t,this.debug,function(){return t.attachShader(o,n)}),dt(t,this.debug,o),this.debug&&ft(t,this.debug,o),this.vertexAttrsAreBound||(this.setProgram(o),this.vertexAttrsAreBound=Za(t,this.debug,this.program,this.vertexBuffer)),o},e.prototype.deleteProgram=function(e){var t=this;this.throwIfDisposed(),e===this.program&&(this.program=null),null!=e&&$e(this.gl,this.debug,function(){return t.gl.deleteProgram(e)})},e.prototype.setProgram=function(e){var t=this;this.throwIfDisposed(),this.program=e,null!=this.program&&this.debug&&ft(this.gl,this.debug,this.program),$e(this.gl,this.debug,function(){return t.gl.useProgram(e)})},e.prototype.getUniformLocation=function(e,t,n){return void 0===n&&(n=!0),this.throwIfDisposed(),n?bt(this.gl,this.debug,e,t):wt(this.gl,e,t)},e.prototype.getAttributeLocation=function(e,t){var n=this;return this.throwIfDisposed(),$e(this.gl,this.debug,function(){return n.gl.getAttribLocation(e,t)})},e.prototype.getUniformLocationNoThrow=function(e,t){return this.throwIfDisposed(),this.gl.getUniformLocation(e,t)},e.prototype.setInputMatrixTexture=function(e,t,n){this.throwIfDisposed(),this.throwIfNoProgram(),_t(this.gl,this.debug,this.program,e,t,n)},e.prototype.setOutputMatrixTexture=function(e,t,n){this.setOutputMatrixTextureDriver(e,n,t)},e.prototype.setOutputPackedMatrixTexture=function(e,t,n){this.throwIfDisposed();var i=Xe(t,n),o=i[0],a=i[1];this.setOutputMatrixTextureDriver(e,o,a)},e.prototype.setOutputMatrixWriteRegion=function(e,t,n,i){this.setOutputMatrixWriteRegionDriver(n,e,i,t)},e.prototype.setOutputPackedMatrixWriteRegion=function(e,t,n,i){throw new Error("setOutputPackedMatrixWriteRegion not implemented.")},e.prototype.debugValidate=function(){null!=this.program&&ft(this.gl,this.debug,this.program),kt(this.gl)},e.prototype.executeProgram=function(){this.throwIfDisposed(),this.throwIfNoProgram();var e=this.gl;this.debug&&this.debugValidate(),$e(e,this.debug,function(){return e.drawElements(e.TRIANGLES,6,e.UNSIGNED_SHORT,0)})},e.prototype.blockUntilAllProgramsCompleted=function(){var e=this;this.throwIfDisposed(),$e(this.gl,this.debug,function(){return e.gl.finish()})},e.prototype.getQueryTimerExtension=function(){return null==this.disjointQueryTimerExtension&&(this.disjointQueryTimerExtension=ot(this.gl,this.debug,2===u().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")?"EXT_disjoint_timer_query_webgl2":"EXT_disjoint_timer_query")),this.disjointQueryTimerExtension},e.prototype.getQueryTimerExtensionWebGL2=function(){return this.getQueryTimerExtension()},e.prototype.getQueryTimerExtensionWebGL1=function(){return this.getQueryTimerExtension()},e.prototype.beginQuery=function(){if(2===u().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")){var e=this.gl,t=this.getQueryTimerExtensionWebGL2(),n=e.createQuery();return e.beginQuery(t.TIME_ELAPSED_EXT,n),n}var i=this.getQueryTimerExtensionWebGL1(),o=i.createQueryEXT();return i.beginQueryEXT(i.TIME_ELAPSED_EXT,o),o},e.prototype.endQuery=function(){if(2!==u().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")){var e=this.getQueryTimerExtensionWebGL1();e.endQueryEXT(e.TIME_ELAPSED_EXT)}else{var t=this.gl,n=this.getQueryTimerExtensionWebGL2();t.endQuery(n.TIME_ELAPSED_EXT)}},e.prototype.waitForQueryAndGetTime=function(e){return s(this,void 0,void 0,function(){var t=this;return l(this,function(n){switch(n.label){case 0:return[4,N(function(){return t.disposed||t.isQueryAvailable(e,u().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))})];case 1:return n.sent(),[2,this.getQueryTime(e,u().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))]}})})},e.prototype.getQueryTime=function(e,t){if(0===t)return null;if(2===t){var n=this.gl;return n.getQueryParameter(e,n.QUERY_RESULT)/1e6}var i=this.getQueryTimerExtensionWebGL1();return i.getQueryObjectEXT(e,i.QUERY_RESULT_EXT)/1e6},e.prototype.isQueryAvailable=function(e,t){if(0===t)return!0;if(2===t){var n=this.gl,i=this.getQueryTimerExtensionWebGL2(),o=n.getQueryParameter(e,n.QUERY_RESULT_AVAILABLE);return null==this.disjoint&&(this.disjoint=this.gl.getParameter(i.GPU_DISJOINT_EXT)),o&&!this.disjoint}return o=(i=this.getQueryTimerExtensionWebGL1()).getQueryObjectEXT(e,i.QUERY_RESULT_AVAILABLE_EXT),null==this.disjoint&&(this.disjoint=this.gl.getParameter(i.GPU_DISJOINT_EXT)),o&&!this.disjoint},e.prototype.pollFence=function(e){var t=this;return new Promise(function(n){t.addItemToPoll(function(){return e.isFencePassed()},function(){return n()})})},e.prototype.pollItems=function(){for(var e=function(e){for(var t=0;t1||N(function(){return n.pollItems(),0===n.itemsToPoll.length})},e.prototype.bindTextureToFrameBuffer=function(e){this.throwIfDisposed(),xt(this.gl,this.debug,e,this.framebuffer),this.debug&&kt(this.gl)},e.prototype.unbindTextureToFrameBuffer=function(){null!=this.outputTexture?(xt(this.gl,this.debug,this.outputTexture,this.framebuffer),this.debug&&kt(this.gl)):Ct(this.gl,this.debug,this.framebuffer)},e.prototype.downloadMatrixDriver=function(e,t){this.bindTextureToFrameBuffer(e);var n=t();return this.unbindTextureToFrameBuffer(),n},e.prototype.setOutputMatrixTextureDriver=function(e,t,n){this.throwIfDisposed();var i=this.gl;xt(i,this.debug,e,this.framebuffer),this.debug&&kt(i),this.outputTexture=e,$e(i,this.debug,function(){return i.viewport(0,0,t,n)}),$e(i,this.debug,function(){return i.scissor(0,0,t,n)})},e.prototype.setOutputMatrixWriteRegionDriver=function(e,t,n,i){var o=this;this.throwIfDisposed(),$e(this.gl,this.debug,function(){return o.gl.scissor(e,t,n,i)})},e.prototype.throwIfDisposed=function(){if(this.disposed)throw new Error("Attempted to use disposed GPGPUContext.")},e.prototype.throwIfNoProgram=function(){if(null==this.program)throw new Error("No GPU program is currently set.")},e}();function ar(e,t){if(e.length!==t.length)throw Error("Binary was compiled with "+e.length+" inputs, but was executed with "+t.length+" inputs");e.forEach(function(e,n){var i=e.logicalShape,o=t[n],a=o.shape;if(!D(i,a))throw Error("Binary was compiled with different shapes than the current args. Shapes "+i+" and "+a+" must match");if(!e.isUniform||!o.isUniform){var r=e.texShape,s=o.isUniform?null:o.texData.texShape;if(!D(r,s))throw Error("Binary was compiled with different texture shapes than the current args. Shape "+r+" and "+s+" must match")}})}var rr=function(e,t,n,i,o,a,r){void 0===n&&(n=!1),void 0===i&&(i=!1),void 0===o&&(o=!1),void 0===a&&(a=null),void 0===r&&(r=!1),this.variableNames=["matrixA","matrixB"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t;var s=n?e[1]:e[2],l=Math.ceil(s/2),c=n?"i * 2, rc.y":"rc.y, i * 2",u=i?"rc.z, i * 2":"i * 2, rc.z",d=n?["a.xxyy","a.zzww"]:["a.xxzz","a.yyww"],f=i?["b.xzxz","b.ywyw"]:["b.xyxy","b.zwzw"],m="",p="";a&&(m=r?"vec4 activation(vec4 a) {\n vec4 b = getPreluActivationWeightsAtOutCoords();\n "+a+"\n }":"vec4 activation(vec4 x) {\n "+a+"\n }",p="result = activation(result);");var h=o?"result += getBiasAtOutCoords();":"";o&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),this.userCode="\n "+m+"\n\n const float sharedDimension = "+l+".0;\n\n vec4 dot2x2ARowBCol(ivec3 rc) {\n vec4 result = vec4(0);\n for (int i = 0; i < "+l+"; i++) {\n vec4 a = getMatrixA(rc.x, "+c+");\n vec4 b = getMatrixB(rc.x, "+u+");\n\n // These swizzled products need to be separately added.\n // See: https://github.com/tensorflow/tfjs/issues/1735\n result += ("+d[0]+" * "+f[0]+");\n result += ("+d[1]+" * "+f[1]+");\n }\n return result;\n }\n\n void main() {\n ivec3 rc = getOutputCoords();\n vec4 result = dot2x2ARowBCol(rc);\n\n "+h+"\n\n "+p+"\n\n setOutput(result);\n }\n "},sr=function(){function e(e,t,n){this.variableNames=["probs"],this.outputShape=[e,n],this.userCode="\n uniform float seed;\n\n void main() {\n ivec2 coords = getOutputCoords();\n int batch = coords[0];\n\n float r = random(seed);\n float cdf = 0.0;\n\n for (int i = 0; i < "+(t-1)+"; i++) {\n cdf += getProbs(batch, i);\n\n if (r < cdf) {\n setOutput(float(i));\n return;\n }\n }\n\n // If no other event happened, last event happened.\n setOutput(float("+(t-1)+"));\n }\n "}return e.prototype.getCustomSetupFunc=function(e){var t=this;return function(n,i){null==t.seedLoc&&(t.seedLoc=n.getUniformLocation(i,"seed")),n.gl.uniform1f(t.seedLoc,e)}},e}(),lr=function(e,t,n,i,o){if(void 0===i&&(i=!1),void 0===o&&(o=!1),this.variableNames=["x"],"avg"===t&&n)throw new Error("Cannot compute positions for average pool.");var a=e.filterWidth,r=e.strideHeight,s=e.strideWidth,l=e.dilationHeight,c=e.dilationWidth,u=e.effectiveFilterHeight,d=e.effectiveFilterWidth,f=e.padInfo.top,m=e.padInfo.left;this.outputShape=e.outShape;var p="avg"===t,h="((batch * "+e.inHeight+" + xR) * "+e.inWidth+" + xC) * "+e.inChannels+" + d",g="(xR * "+e.inWidth+" + xC) * "+e.inChannels+" + d",A="0.0";if(p||(A="-1.0 / 1e-20"),n)this.userCode="\n const ivec2 strides = ivec2("+r+", "+s+");\n const ivec2 pads = ivec2("+f+", "+m+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords[0];\n int d = coords[3];\n\n ivec2 xRCCorner = coords.yz * strides - pads;\n int xRCorner = xRCCorner.x;\n int xCCorner = xRCCorner.y;\n\n // max/min x(?, ?, d) to get y(yR, yC, d).\n // ? = to be determined\n float minMaxValue = 0.0;\n float minMaxValueFound = 0.0;\n int minMaxPosition = 0;\n float avgValue = 0.0;\n\n for (int wR = 0; wR < "+u+";\n wR += "+l+") {\n int xR = xRCorner + wR;\n\n if (xR < 0 || xR >= "+e.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+d+";\n wC += "+c+") {\n int xC = xCCorner + wC;\n\n if (xC < 0 || xC >= "+e.inWidth+") {\n continue;\n }\n\n float value = getX(batch, xR, xC, d);\n\n // If a min / max value has already been found, use it. If not,\n // use the current value.\n float currMinMaxValue = mix(\n value, minMaxValue, minMaxValueFound);\n if (value >= currMinMaxValue) {\n minMaxValue = value;\n minMaxValueFound = 1.0;\n minMaxPosition = "+(i?o?h:g:"wR * "+d+" + wC")+";\n }\n }\n }\n setOutput(float(minMaxPosition));\n }\n ";else{var y=t+"("+t+"("+t+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";"avg"===t&&(y="avgValue / count");var v=4*Math.floor(a/4),b=a%4,w="\n if ("+p+") {\n avgValue += dot(values, ones);\n } else {\n minMaxValue = max(values, minMaxValue);\n }\n ";this.userCode="\n const ivec2 strides = ivec2("+r+", "+s+");\n const ivec2 pads = ivec2("+f+", "+m+");\n const float initializationValue = "+A+";\n const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);\n\n float count = 0.0;\n\n float getValue(int batch, int xR, int xC, int d) {\n if (xC < 0 || xC >= "+e.inWidth+") {\n return initializationValue;\n }\n count += 1.0;\n return getX(batch, xR, xC, d);\n }\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords[0];\n int d = coords[3];\n\n ivec2 xRCCorner = coords.yz * strides - pads;\n int xRCorner = xRCCorner.x;\n int xCCorner = xRCCorner.y;\n\n // max/min x(?, ?, d) to get y(yR, yC, d).\n // ? = to be determined\n vec4 minMaxValue = vec4("+A+");\n float avgValue = 0.0;\n count = 0.0;\n\n for (int wR = 0; wR < "+u+";\n wR += "+l+") {\n int xR = xRCorner + wR;\n\n if (xR < 0 || xR >= "+e.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+v+"; wC += 4) {\n int xC = xCCorner + wC * "+c+";\n\n vec4 values = vec4(\n getValue(batch, xR, xC, d),\n getValue(batch, xR, xC + "+c+", d),\n getValue(batch, xR, xC + 2 * "+c+", d),\n getValue(batch, xR, xC + 3 * "+c+", d)\n );\n\n "+w+"\n }\n\n int xC = xCCorner + "+v+";\n if ("+(1===b)+") {\n vec4 values = vec4(\n getValue(batch, xR, xC, d),\n initializationValue,\n initializationValue,\n initializationValue\n );\n\n "+w+"\n } else if ("+(2===b)+") {\n vec4 values = vec4(\n getValue(batch, xR, xC, d),\n getValue(batch, xR, xC + "+c+", d),\n initializationValue,\n initializationValue\n );\n\n "+w+"\n } else if ("+(3===b)+") {\n vec4 values = vec4(\n getValue(batch, xR, xC, d),\n getValue(batch, xR, xC + "+c+", d),\n getValue(batch, xR, xC + 2 * "+c+", d),\n initializationValue\n );\n\n "+w+"\n }\n }\n setOutput("+y+");\n }\n "}},cr=function(e,t,n,i,o){if(void 0===i&&(i=!1),void 0===o&&(o=!1),this.variableNames=["x"],"avg"===t&&n)throw new Error("Cannot compute positions for average pool.");var a=e.filterWidth,r=e.strideDepth,s=e.strideHeight,l=e.strideWidth,c=e.dilationDepth,u=e.dilationHeight,d=e.dilationWidth,f=e.effectiveFilterDepth,m=e.effectiveFilterHeight,p=e.effectiveFilterWidth,h=e.padInfo.front,g=e.padInfo.top,A=e.padInfo.left;this.outputShape=e.outShape;var y="avg"===t,v="0.0";if(y||(v="-1.0 / 1e-20"),n)this.userCode="\n const ivec3 strides =\n ivec3("+r+", "+s+", "+l+");\n const ivec3 pads = ivec3("+h+", "+g+", "+A+");\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int ch = coords.u;\n\n ivec3 xCorner = ivec3(coords.y, coords.z, coords.w) * strides - pads;\n int xDCorner = xCorner.x;\n int xRCorner = xCorner.y;\n int xCCorner = xCorner.z;\n\n // max/min x(?, ?, ?, ch) to get y(yD, yR, yC, ch).\n // ? = to be determined\n float minMaxValue = 0.0;\n float minMaxValueFound = 0.0;\n int minMaxPosition = 0;\n\n for (int wD = 0; wD < "+f+";\n wD += "+c+") {\n int xD = xDCorner + wD;\n\n if (xD < 0 || xD >= "+e.inDepth+") {\n continue;\n }\n\n for (int wR = 0; wR < "+m+";\n wR += "+u+") {\n int xR = xRCorner + wR;\n\n if (xR < 0 || xR >= "+e.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+p+";\n wC += "+d+") {\n int xC = xCCorner + wC;\n\n if (xC < 0 || xC >= "+e.inWidth+") {\n continue;\n }\n\n float value = getX(batch, xD, xR, xC, ch);\n\n // If a min / max value has already been found, use it. If not,\n // use the current value.\n float currMinMaxValue = mix(\n value, minMaxValue, minMaxValueFound);\n if (value >= currMinMaxValue) {\n minMaxValue = value;\n minMaxValueFound = 1.0;\n minMaxPosition = "+(i?o?"(((batch * "+e.inDepth+" + xD) * "+e.inHeight+" + xR) * "+e.inWidth+" + xC) * "+e.inChannels+" + ch":"((xD * "+e.inHeight+" + xR) * "+e.inWidth+" + xC) * "+e.inChannels+" + ch":"wD * "+m+" * "+p+" +\n wR * "+p+" + wC")+";\n }\n }\n }\n }\n setOutput(float(minMaxPosition));\n }\n ";else{var b=t+"("+t+"("+t+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";"avg"===t&&(b="avgValue / count");var w=4*Math.floor(a/4),_=a%4,x="\n if ("+y+") {\n avgValue += dot(values, ones);\n } else {\n minMaxValue = max(values, minMaxValue);\n }\n ";this.userCode="\n const ivec3 strides =\n ivec3("+r+", "+s+", "+l+");\n const ivec3 pads = ivec3("+h+", "+g+", "+A+");\n const float initializationValue = "+v+";\n const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);\n\n float count = 0.0;\n\n float getValue(int batch, int xD, int xR, int xC, int ch) {\n if (xC < 0 || xC >= "+e.inWidth+") {\n return initializationValue;\n }\n count += 1.0;\n return getX(batch, xD, xR, xC, ch);\n }\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int ch = coords.u;\n\n ivec3 xCorner = ivec3(coords.y, coords.z, coords.w) * strides - pads;\n int xDCorner = xCorner.x;\n int xRCorner = xCorner.y;\n int xCCorner = xCorner.z;\n\n // max/min x(?, ?, ?, d) to get y(yD, yR, yC, ch).\n // ? = to be determined\n vec4 minMaxValue = vec4("+v+");\n float avgValue = 0.0;\n count = 0.0;\n\n for (int wD = 0; wD < "+f+";\n wD += "+c+") {\n int xD = xDCorner + wD;\n\n if (xD < 0 || xD >= "+e.inDepth+") {\n continue;\n }\n\n for (int wR = 0; wR < "+m+";\n wR += "+u+") {\n int xR = xRCorner + wR;\n\n if (xR < 0 || xR >= "+e.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+w+"; wC += 4) {\n int xC = xCCorner + wC * "+d+";\n\n vec4 values = vec4(\n getValue(batch, xD, xR, xC, ch),\n getValue(batch, xD, xR, xC + "+d+", ch),\n getValue(batch, xD, xR, xC + 2 * "+d+", ch),\n getValue(batch, xD, xR, xC + 3 * "+d+", ch)\n );\n\n "+x+"\n }\n\n int xC = xCCorner + "+w+";\n if ("+(1===_)+") {\n vec4 values = vec4(\n getValue(batch, xD, xR, xC, ch),\n initializationValue,\n initializationValue,\n initializationValue\n );\n\n "+x+"\n } else if ("+(2===_)+") {\n vec4 values = vec4(\n getValue(batch, xD, xR, xC, ch),\n getValue(batch, xD, xR, xC + "+d+", ch),\n initializationValue,\n initializationValue\n );\n\n "+x+"\n } else if ("+(3===_)+") {\n vec4 values = vec4(\n getValue(batch, xD, xR, xC, ch),\n getValue(batch, xD, xR, xC + "+d+", ch),\n getValue(batch, xD, xR, xC + 2 * "+d+", ch),\n initializationValue\n );\n\n "+x+"\n }\n }\n setOutput("+b+");\n }\n }\n "}},ur=function(e,t,n,i,o,a,r){void 0===r&&(r=!0),this.variableNames=["updates","indices","defaultValue"],this.outputShape=a;var s=va(o.length),l=va(a.length),c="";1===n?c="i":2===n&&(c="i, j");var u="getIndices("+c+")",d="";1===i?d="i":2===i&&(d="i, coords[1]");var f="getUpdates("+d+")",m=t>1?"strides[j]":"strides";this.userCode="\n "+s+" strides = "+s+"("+o+");\n\n void main() {\n "+l+" coords = getOutputCoords();\n float sum = 0.0;\n bool found = false;\n for (int i = 0; i < "+e+"; i++) {\n int flattenedIndex = 0;\n for (int j = 0; j < "+t+"; j++) {\n int index = round("+u+");\n flattenedIndex += index * "+m+";\n }\n if (flattenedIndex == coords[0]) {\n sum += "+f+";\n found = true;\n }\n }\n setOutput(mix(getDefaultValue(), sum, float(found)));\n }\n "},dr=function(){function e(e){this.variableNames=["source"],this.outputShape=e,this.rank=e.length;var t,n=va(this.rank),i="uniform int start["+this.rank+"];",o=function(e){if(1===e)return"sourceLoc";if(e<=6)return fr.slice(0,e).map(function(e){return"sourceLoc."+e}).join(",");throw Error("Slicing for rank "+e+" is not yet supported")}(this.rank);t="\n "+n+" sourceLoc;\n "+n+" coords = getOutputCoords();\n "+e.map(function(e,t){return"sourceLoc."+fr[t]+" = start["+t+"] + coords."+fr[t]+";"}).join("\n")+"\n ",this.userCode="\n "+i+"\n void main() {\n "+t+"\n setOutput(getSource("+o+"));\n }\n "}return e.prototype.getCustomSetupFunc=function(e){var t=this;if(e.length!==this.rank)throw Error("The rank ("+this.rank+") of the program must match the length of start ("+e.length+")");return function(n,i){null==t.startLoc&&(t.startLoc=n.getUniformLocationNoThrow(i,"start"),null==t.startLoc)||n.gl.uniform1iv(t.startLoc,e)}},e}(),fr=["x","y","z","w","u","v"],mr=function(){function e(e){this.variableNames=["source"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.rank=e.length;var t=va(this.rank),n=sa("coords",this.rank),i=sa("sourceLoc",this.rank),o=1===this.rank?"sourceLoc":"vec2("+i.slice(-2).join()+")",a="getChannel(getSource("+i.join()+"), "+o+")",r="\n result.x = "+a+";\n if (++"+n[this.rank-1]+" < "+e[this.rank-1]+") {\n ++"+i[this.rank-1]+";\n result.y = "+a+";\n --"+i[this.rank-1]+";\n }\n ",s=1===this.rank?"":"\n --"+n[this.rank-1]+";\n if (++"+n[this.rank-2]+" < "+e[this.rank-2]+") {\n ++"+i[this.rank-2]+";\n result.z = "+a+";\n if (++"+n[this.rank-1]+" < "+e[this.rank-1]+") {\n ++"+i[this.rank-1]+";\n result.w = "+a+";\n }\n }\n ",l=this.rank<=4?"sourceLoc = coords +\n "+t+"("+e.map(function(e,t){return"start["+t+"]"}).join()+");":e.map(function(e,t){return i[t]+" = "+n[t]+" + start["+t+"];"}).join("\n");this.userCode="\n uniform int start["+this.rank+"];\n void main() {\n "+t+" coords = getOutputCoords();\n "+t+" sourceLoc;\n "+l+"\n vec4 result = vec4(0.);\n "+r+"\n "+s+"\n setOutput(result);\n }\n "}return e.prototype.getCustomSetupFunc=function(e){var t=this;if(e.length!==this.rank)throw Error("The rank ("+this.rank+") of the program must match the length of start ("+e.length+")");return function(n,i){null==t.startLoc&&(t.startLoc=n.getUniformLocationNoThrow(i,"start"),null==t.startLoc)||n.gl.uniform1iv(t.startLoc,e)}},e}(),pr=function(){function e(e){this.gpgpu=e,this.numUsedTextures=0,this.numFreeTextures=0,this.freeTextures={},this.logEnabled=!1,this.usedTextures={}}return e.prototype.acquireTexture=function(e,t,n){var i,o=hr(t,n),a=gr(e,o,n);if(a in this.freeTextures||(this.freeTextures[a]=[]),a in this.usedTextures||(this.usedTextures[a]=[]),this.freeTextures[a].length>0){this.numFreeTextures--,this.numUsedTextures++,this.log();var r=this.freeTextures[a].shift();return this.usedTextures[a].push(r),r}return this.numUsedTextures++,this.log(),o===He.PACKED_2X2_FLOAT32?i=this.gpgpu.createPackedMatrixTexture(e[0],e[1]):o===He.PACKED_2X2_FLOAT16?i=this.gpgpu.createFloat16PackedMatrixTexture(e[0],e[1]):o===He.UNPACKED_FLOAT32?i=this.gpgpu.createFloat32MatrixTexture(e[0],e[1]):o===He.UNPACKED_FLOAT16?i=this.gpgpu.createFloat16MatrixTexture(e[0],e[1]):o===He.PACKED_4X1_UNSIGNED_BYTE&&(i=this.gpgpu.createUnsignedBytesMatrixTexture(e[0],e[1])),this.usedTextures[a].push(i),i},e.prototype.releaseTexture=function(e,t,n,i){if(null!=this.freeTextures){var o=gr(t,hr(n,i),i);o in this.freeTextures||(this.freeTextures[o]=[]),this.freeTextures[o].push(e),this.numFreeTextures++,this.numUsedTextures--;var a=this.usedTextures[o],r=a.indexOf(e);if(r<0)throw new Error("Cannot release a texture that was never provided by this texture manager");a.splice(r,1),this.log()}},e.prototype.log=function(){if(this.logEnabled){var e=this.numFreeTextures+this.numUsedTextures;console.log("Free/Used",this.numFreeTextures+" / "+this.numUsedTextures,"("+e+")")}},e.prototype.getNumUsedTextures=function(){return this.numUsedTextures},e.prototype.getNumFreeTextures=function(){return this.numFreeTextures},e.prototype.dispose=function(){var e=this;if(null!=this.freeTextures){for(var t in this.freeTextures)this.freeTextures[t].forEach(function(t){e.gpgpu.deleteMatrixTexture(t)});for(var t in this.usedTextures)this.usedTextures[t].forEach(function(t){e.gpgpu.deleteMatrixTexture(t)});this.freeTextures=null,this.usedTextures=null,this.numUsedTextures=0,this.numFreeTextures=0}},e}();function hr(e,t){if(e===qe.UPLOAD)return He.PACKED_2X2_FLOAT32;if(e===qe.RENDER||null==e)return function(e){return u().getBool("WEBGL_RENDER_FLOAT32_ENABLED")?e?He.PACKED_2X2_FLOAT32:He.UNPACKED_FLOAT32:e?He.PACKED_2X2_FLOAT16:He.UNPACKED_FLOAT16}(t);if(e===qe.DOWNLOAD||e===qe.PIXELS)return He.PACKED_4X1_UNSIGNED_BYTE;throw new Error("Unknown logical texture type "+e)}function gr(e,t,n){return e[0]+"_"+e[1]+"_"+t+"_"+n}var Ar=1.7580993408473768,yr=1.0507009873554805,vr=function(e,t){this.variableNames=["A"],this.outputShape=e,this.userCode="\n float unaryOperation(float x) {\n "+t+"\n }\n\n void main() {\n float x = getAAtOutCoords();\n float y = unaryOperation(x);\n\n setOutput(y);\n }\n "},br="if (isnan(x)) return x;",wr="return x;",_r="return abs(x);",xr=br+"\n return (x < 0.0) ? 0.0 : x;\n",Cr=br+"\n return (x < 0.0) ? 0.0 : min(6.0, x);\n",kr="return (x >= 0.0) ? x : (exp(x) - 1.0);",Mr="return -x;",Br="return ceil(x);",Sr="return floor(x);",Dr="return exp(x);",Er="return exp(x) - 1.0;",Tr="return x;",Ir="return x;",Lr="\n vec4 result = x * vec4(greaterThanEqual(x, vec4(0.0)));\n bvec4 isNaN = isnan(x);\n\n result.r = isNaN.r ? x.r : result.r;\n result.g = isNaN.g ? x.g : result.g;\n result.b = isNaN.b ? x.b : result.b;\n result.a = isNaN.a ? x.a : result.a;\n\n return result;\n",Nr="\n vec4 result = min(x, vec4(6.)) * vec4(greaterThanEqual(x, vec4(0.0)));\n bvec4 isNaN = isnan(x);\n\n result.r = isNaN.r ? x.r : result.r;\n result.g = isNaN.g ? x.g : result.g;\n result.b = isNaN.b ? x.b : result.b;\n result.a = isNaN.a ? x.a : result.a;\n\n return result;\n",jr="\n vec4 result;\n\n result.r = (x.r >= 0.0) ? x.r : (exp(x.r) - 1.0);\n result.g = (x.g >= 0.0) ? x.g : (exp(x.g) - 1.0);\n result.b = (x.b >= 0.0) ? x.b : (exp(x.b) - 1.0);\n result.a = (x.a >= 0.0) ? x.a : (exp(x.a) - 1.0);\n\n return result;\n",Or=function(e,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.userCode="\n vec4 unaryOperation(vec4 x) {\n "+t+"\n }\n\n void main() {\n vec4 x = getAAtOutCoords();\n vec4 y = unaryOperation(x);\n\n setOutput(y);\n }\n "},Pr={};function Fr(e,t){if(void 0===t&&(t=!1),"linear"===e)return t?Ir:wr;if("relu"===e)return t?Lr:xr;if("elu"===e)return t?jr:kr;if("relu6"===e)return t?Nr:Cr;if("prelu"===e)return t?Sa:Ma;throw new Error("Activation "+e+" has not been implemented for the WebGL backend.")}var zr=600,Rr=function(e){function t(t){var n,i=e.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,!u().getBool("HAS_WEBGL"))throw new Error("WebGL is not supported on this device");if(null==t){var o=Ge(u().getNumber("WEBGL_VERSION"));i.binaryCache=(n=u().getNumber("WEBGL_VERSION"))in Pr?Pr[n]:(Pr[n]={},Pr[n]),i.gpgpu=new or(o),i.canvas=o.canvas,i.gpgpuCreatedLocally=!0}else i.gpgpu=t,i.binaryCache={},i.gpgpuCreatedLocally=!1,i.canvas=t.gl.canvas;return i.textureManager=new pr(i.gpgpu),i.numMBBeforeWarning=null==u().global.screen?1024:u().global.screen.height*u().global.screen.width*window.devicePixelRatio*zr/1024/1024,i.texData=new Mo(i,ze),i}return r(t,e),t.prototype.numDataIds=function(){return this.texData.numDataIds()+(this.cpuBackend?this.cpuBackend.numDataIds():0)-this.pendingDeletes},t.prototype.write=function(e,t,n){if(u().getBool("DEBUG")&&this.checkNumericalProblems(e),"complex64"===n&&null!=e)throw new Error("Cannot write to a complex64 dtype. Please use tf.complex(real, imag).");var i={};return this.texData.set(i,{shape:t,dtype:n,values:e,usage:qe.UPLOAD}),i},t.prototype.move=function(e,t,n,i){if(u().getBool("DEBUG")&&this.checkNumericalProblems(t),"complex64"===i)throw new Error("Cannot write to a complex64 dtype. Please use tf.complex(real, imag).");this.texData.set(e,{shape:n,dtype:i,values:t,usage:qe.UPLOAD})},t.prototype.readSync=function(e){var t=this.texData.get(e),n=t.values,i=t.dtype,o=t.complexTensors,a=t.slice,r=t.shape,s=t.isPacked;if(null!=a){var l;l=s?new Or(r,Tr):new vr(r,Tr);var c=this.runWebGLProgram(l,[{dataId:e,shape:r,dtype:i}],i),u=this.readSync(c.dataId);return this.disposeData(c.dataId),u}if(null!=n)return this.convertAndCacheOnCPU(e);if("string"===i)return n;var d,f,m=null!=this.activeTimers;return m&&(d=ie()),f="complex64"===i?Ho(o.real.dataSync(),o.imag.dataSync()):this.getValuesFromTexture(e),m&&(this.downloadWaitMs+=ie()-d),this.convertAndCacheOnCPU(e,f)},t.prototype.read=function(e){return s(this,void 0,void 0,function(){var t,n,i,o,a,r,s,c,d,f,m,p,h,g,A,y,v,b,w,_,x,C;return l(this,function(l){switch(l.label){case 0:if(this.pendingRead.has(e))return t=this.pendingRead.get(e),[2,new Promise(function(e){return t.push(e)})];if(n=this.texData.get(e),i=n.values,o=n.shape,a=n.slice,r=n.dtype,s=n.complexTensors,c=n.isPacked,null!=a)return d=void 0,d=c?new Or(o,Tr):new vr(o,Tr),f=this.runWebGLProgram(d,[{dataId:e,shape:o,dtype:r}],r),m=this.read(f.dataId),this.disposeData(f.dataId),[2,m];if(null!=i)return[2,this.convertAndCacheOnCPU(e)];if(!u().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED")&&2===u().getNumber("WEBGL_VERSION"))throw new Error("tensor.data() with WEBGL_DOWNLOAD_FLOAT_ENABLED=false and WEBGL_VERSION=2 not yet supported.");return p=null,"complex64"!==r&&u().get("WEBGL_BUFFER_SUPPORTED")&&(h=this.decode(e),g=this.texData.get(h.dataId),p=(C=this.gpgpu).createBufferFromTexture.apply(C,[g.texture].concat(Ke(o)))),this.pendingRead.set(e,[]),"complex64"===r?[3,2]:[4,this.gpgpu.createAndWaitForFence()];case 1:l.sent(),l.label=2;case 2:return"complex64"!==r?[3,4]:[4,Promise.all([s.real.data(),s.imag.data()])];case 3:return y=l.sent(),v=y[0],b=y[1],A=Ho(v,b),[3,5];case 4:null==p?A=this.getValuesFromTexture(e):(w=S(o),A=this.gpgpu.downloadFloat32MatrixFromBuffer(p,w)),l.label=5;case 5:return null!=h&&this.disposeData(h.dataId),_=this.convertAndCacheOnCPU(e,A),x=this.pendingRead.get(e),this.pendingRead.delete(e),x.forEach(function(e){return e(_)}),this.pendingDisposal.has(e)&&(this.pendingDisposal.delete(e),this.disposeData(e),this.pendingDeletes--),[2,_]}})})},t.prototype.checkNumericalProblems=function(e){if(null!=e)for(var t=0;t0?[4,Promise.all(o)]:[3,2];case 1:return s=l.sent(),r.kernelMs=x(s),r.getExtraProfileInfo=function(){return s.map(function(e,t){return{name:a[t],ms:e}}).map(function(e){return e.name+": "+e.ms}).join(", ")},[3,3];case 2:r.kernelMs={error:"WebGL query timers are not supported in this environment."},l.label=3;case 3:return this.uploadWaitMs=0,this.downloadWaitMs=0,[2,r]}})})},t.prototype.memory=function(){return{unreliable:!1,numBytesInGPU:this.numBytesInGPU}},t.prototype.startTimer=function(){return u().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?this.gpgpu.beginQuery():{startMs:ie(),endMs:null}},t.prototype.endTimer=function(e){return u().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?(this.gpgpu.endQuery(),e):(e.endMs=ie(),e)},t.prototype.getQueryTime=function(e){return s(this,void 0,void 0,function(){var t;return l(this,function(n){return u().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?[2,this.gpgpu.waitForQueryAndGetTime(e)]:[2,(t=e).endMs-t.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 t=this.texData.get(e).complexTensors;null!=t&&(t.real.dispose(),t.imag.dispose()),this.texData.delete(e)}}},t.prototype.releaseGPUData=function(e){var t=this.texData.get(e),n=t.texture,i=t.dtype,o=t.texShape,a=t.usage,r=t.isPacked,s=t.slice,l=s&&s.origDataId||e,c=this.dataRefCount.get(l);c>1?this.dataRefCount.set(l,c-1):(this.dataRefCount.delete(l),null!=n&&(this.numBytesInGPU-=this.computeBytes(o,i),this.textureManager.releaseTexture(n,o,a,r)));var u=this.texData.get(e);u.texture=null,u.texShape=null,u.isPacked=!1,u.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 u().getBool("WEBGL_CPU_FORWARD")?(null==this.cpuBackend&&(this.cpuBackend=ze.findBackend("cpu")),this.cpuBackend):null},t.prototype.shouldExecuteOnCPU=function(e,t){var n=this;return void 0===t&&(t=128),null!=this.getCPUBackend()&&e.every(function(e){return null==n.texData.get(e.dataId).texture&&S(e.shape)4)throw new Error("WebGL backend: Reverse of rank-"+n+" tensor is not yet supported");this.outputShape=e;var i=sa("rc",n),o=i[n-1]+" + 1 < "+this.outputShape[n-1],a=i[n-2]+" + 1 < "+this.outputShape[n-2],r=va(n);function s(n){var i=e.map(function(i,o){return function(n,i){return-1!==t.indexOf(n)&&1!==e[n]?e[n]+" - "+i[n]+" - 1":""+i[n]}(o,n)});return"getChannel(getX("+i.join(",")+"), vec2("+i.slice(-2).join(",")+"))"}this.userCode=1===n?"\n void main(){\n int rc = getOutputCoords();\n vec4 result = vec4(0.);\n result.r = getChannel(getX("+e[0]+" - rc - 1),\n "+e[0]+" - rc - 1);\n if("+o+"){\n result.g = getChannel(getX("+e[0]+" - (rc + 1) - 1),\n "+e[0]+" - (rc + 1) - 1);\n }\n setOutput(result);\n }\n ":"\n void main() {\n "+r+" rc = getOutputCoords();\n vec4 result = vec4(0.);\n result.r = "+s(i.slice())+";\n if("+o+"){\n result.g = "+function(e){return e[n-1]="("+e[n-1]+" + 1)",s(e)}(i.slice())+";\n }\n if("+a+") {\n result.b = "+function(e){return e[n-2]="("+e[n-2]+" + 1)",s(e)}(i.slice())+";\n if("+o+") {\n result.a = "+function(e){return e[n-1]="("+e[n-1]+" + 1)",e[n-2]="("+e[n-2]+" + 1)",s(e)}(i.slice())+";\n }\n }\n setOutput(result);\n }\n "}(e.shape,t):new function(e,t){this.variableNames=["x"];var n=e.length;if(n>4)throw new Error("WebGL backend: Reverse of rank-"+n+" tensor is not yet supported");if(this.outputShape=e,1!==n){var i=e.map(function(n,i){return function(n){return-1!==t.indexOf(n)&&1!==e[n]?e[n]+" - coords["+n+"] - 1":"coords["+n+"]"}(i)}).join(","),o=va(n);this.userCode="\n void main() {\n "+o+" coords = getOutputCoords();\n setOutput(getX("+i+"));\n }\n "}else this.userCode="\n void main() {\n int coord = getOutputCoords();\n setOutput(getX("+e[0]+" - coord - 1));\n }\n "}(e.shape,t);return this.compileAndRun(n,[e])},t.prototype.concat=function(e,t){if("complex64"===e[0].dtype){var n=e.map(function(e){return gn(e)}),i=e.map(function(e){return An(e)});return hn(this.concat(n,t),this.concat(i,t))}if(this.shouldExecuteOnCPU(e))return this.cpuBackend.concat(e,t);if(1===e.length)return e[0];if(e.length>u().getNumber("WEBGL_MAX_TEXTURES_IN_SHADER")){var o=Math.floor(e.length/2),a=this.concat(e.slice(0,o),t),r=this.concat(e.slice(o),t);return this.concat([a,r],t)}if(u().getBool("WEBGL_PACK_ARRAY_OPERATIONS")&&e[0].rank>1){var s=new function(e,t){this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[],this.outputShape=mn(e,t);var n=this.outputShape,i=n.length,o=va(i),a=sa("coords",i),r=["x","y","z","w","u","v"].slice(0,i);this.variableNames=e.map(function(e,t){return"T"+t});var s=new Array(e.length-1);s[0]=e[0][t];for(var l=1;l= "+s[l-1]+") {\n return getChannel(\n getT"+l+"("+Ia(r,c,m)+"),\n vec2("+Ia(u,c,m)+"));\n }"}var p=s.length,h=s[s.length-1];f+="\n return getChannel(\n getT"+p+"("+Ia(r,c,h)+"),\n vec2("+Ia(u,c,h)+"));",this.userCode="\n float getValue("+r.map(function(e){return"int "+e})+") {\n "+f+"\n }\n\n void main() {\n "+o+" coords = getOutputCoords();\n vec4 result = vec4(getValue("+a+"), 0., 0., 0.);\n\n "+a[i-1]+" = "+a[i-1]+" + 1;\n if ("+a[i-1]+" < "+n[i-1]+") {\n result.g = getValue("+a+");\n }\n\n "+a[i-2]+" = "+a[i-2]+" + 1;\n if ("+a[i-2]+" < "+n[i-2]+") {\n result.a = getValue("+a+");\n }\n\n "+a[i-1]+" = "+a[i-1]+" - 1;\n if ("+a[i-2]+" < "+n[i-2]+" &&\n "+a[i-1]+" < "+n[i-1]+") {\n result.b = getValue("+a+");\n }\n setOutput(result);\n }\n "}(e.map(function(e){return e.shape}),t);return this.compileAndRun(s,e)}var l=mn(e.map(function(e){return e.shape}),t),c=e.map(function(e){return e.as2D(-1,S(e.shape.slice(t)))}),d=new function(e){this.outputShape=[],this.outputShape=mn(e,1),this.variableNames=e.map(function(e,t){return"T"+t});var t=new Array(e.length-1);t[0]=e[0][1];for(var n=1;n1e3){n&&(e=ko(e,[0,2,1])),i&&(t=ko(t,[0,2,1]));var l=1===a?e:e.as3D(s,r,1),c=1===a?2:1,u=1===a?t.as3D(s,1,r):t;return this.multiply(l,u).sum(c,!0)}var d=Ee(e.dtype,t.dtype),f=new rr(e.shape,[s,o,a],n,i);return this.compileAndRun(f,[e,t],d)},t.prototype.fusedBatchMatMul=function(e){var t=e.a,n=e.b,i=e.transposeA,o=e.transposeB,a=e.bias,r=e.activation,s=e.preluActivationWeights,l=i?t.shape[2]:t.shape[1],c=o?n.shape[1]:n.shape[2],u=t.shape[0],d=Ee(t.dtype,n.dtype),f=null!=a,m=null!=s,p=r?Fr(r,!0):null,h=new rr(t.shape,[u,l,c],i,o,f,p,m),g=[t,n];return a&&g.push(a),s&&g.push(s),this.compileAndRun(h,g,d)},t.prototype.multiply=function(e,t){if("complex64"===e.dtype){var n=this.texData.get(e.dataId),i=this.texData.get(t.dataId),o=new _a("return areal * breal - aimag * bimag;",e.shape,t.shape),a=new _a("return areal * bimag + aimag * breal;",e.shape,t.shape),r=[this.makeComplexComponentTensorInfo(e,n.complexTensors.real),this.makeComplexComponentTensorInfo(e,n.complexTensors.imag),this.makeComplexComponentTensorInfo(t,i.complexTensors.real),this.makeComplexComponentTensorInfo(t,i.complexTensors.imag)],s=this.compileAndRun(o,r),l=this.compileAndRun(a,r),c=this.complex(s,l);return s.dispose(),l.dispose(),c}if(this.shouldExecuteOnCPU([e,t]))return this.cpuBackend.multiply(e,t);if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,ka,e.dtype);var d=new Ba(ka,e.shape,t.shape);return this.compileAndRun(d,[e,t],e.dtype)},t.prototype.batchNormalization=function(e,t,n,i,o,a){var r=[e,t,n],s=null;null!=a&&(s=a.shape,r.push(a));var l=null;if(null!=o&&(l=o.shape,r.push(o)),u().getBool("WEBGL_PACK_NORMALIZATION")){var c=new function(e,t,n,i,o,a){this.packedInputs=!0,this.packedOutput=!0,this.variableNames=["x","mean","variance"],ci(e,t),ci(e,n);var r="vec4(0.0)";null!=i&&(ci(e,i),this.variableNames.push("offset"),r="getOffsetAtOutCoords()");var s="vec4(1.0)";null!=o&&(ci(e,o),this.variableNames.push("scale"),s="getScaleAtOutCoords()"),this.outputShape=e,this.userCode="\n void main() {\n vec4 offset = "+r+";\n vec4 scale = "+s+";\n\n vec4 x = getXAtOutCoords();\n vec4 mean = getMeanAtOutCoords();\n vec4 variance = getVarianceAtOutCoords();\n\n vec4 inv = scale * inversesqrt(variance + vec4("+a+"));\n\n setOutput((x - mean) * inv + offset);\n }\n "}(e.shape,t.shape,n.shape,s,l,i);return this.compileAndRun(c,r)}var d=new function(e,t,n,i,o,a){this.outputShape=[],this.variableNames=["x","mean","variance"],ci(e,t),ci(e,n);var r="0.0";null!=i&&(ci(e,i),this.variableNames.push("offset"),r="getOffsetAtOutCoords()");var s="1.0";null!=o&&(ci(e,o),this.variableNames.push("scale"),s="getScaleAtOutCoords()"),this.outputShape=e,this.userCode="\n void main() {\n float x = getXAtOutCoords();\n float mean = getMeanAtOutCoords();\n float variance = getVarianceAtOutCoords();\n float offset = "+r+";\n float scale = "+s+";\n float inv = scale * inversesqrt(variance + float("+a+"));\n setOutput(dot(vec3(x, -mean, offset), vec3(inv, inv, 1)));\n }\n "}(e.shape,t.shape,n.shape,s,l,i);return this.compileAndRun(d,r)},t.prototype.localResponseNormalization4D=function(e,t,n,i,o){var a=u().getBool("WEBGL_PACK_NORMALIZATION")?new function(e,t,n,i,o){this.variableNames=["x"],this.outputShape=[],this.packedInputs=!0,this.packedOutput=!0;var a,r=t,s=e[3]-1;this.outputShape=e;var l="float("+n+") + float("+i+") * sum";a=.5===o?"inversesqrt("+l+")":1===o?"1.0/("+l+")":"exp(log("+l+") * float(-"+o+"));",this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords.x;\n int r = coords.y;\n int c = coords.z;\n int d = coords.w;\n\n bool hasNextCol = d < "+this.outputShape[3]+";\n bool hasNextRow = c < "+this.outputShape[2]+";\n\n vec4 sum = vec4(0.);\n vec4 xFragAtOutputCoords = getX(b, r, c, d);\n\n vec4 xAtOutputCoords = vec4(\n getChannel(xFragAtOutputCoords, vec2(c, d)),\n hasNextCol ?\n getChannel(xFragAtOutputCoords, vec2(c, d + 1)) : 0.0,\n hasNextRow ?\n getChannel(xFragAtOutputCoords , vec2(c + 1, d)) : 0.0,\n (hasNextRow && hasNextCol) ?\n getChannel(xFragAtOutputCoords, vec2(c + 1, d + 1)) : 0.0\n );\n\n int firstChannel = d - "+r+";\n vec2 cache = vec2(0.);\n if(firstChannel >= 0){\n vec4 firstChannelFrag = getX(b, r, c, firstChannel);\n cache.x = getChannel(firstChannelFrag, vec2(c, firstChannel));\n if(hasNextRow){\n cache.y = getChannel(firstChannelFrag, vec2(c + 1, firstChannel));\n }\n }\n\n ivec2 depth = ivec2(d, d + 1);\n for (int j = - "+r+"; j <= "+r+"; j++) {\n ivec2 idx = depth + j;\n bvec2 aboveLowerBound = greaterThanEqual(idx, ivec2(0));\n bvec2 belowUpperBound = lessThanEqual(idx, ivec2("+s+"));\n\n bool depthInRange = aboveLowerBound.x && belowUpperBound.x;\n bool depthPlusOneInRange = aboveLowerBound.y && belowUpperBound.y;\n\n if(depthInRange || depthPlusOneInRange){\n vec4 z = vec4(0.);\n vec4 xFragAtCurrentDepth;\n z.xz = cache.xy;\n if(depthPlusOneInRange && hasNextCol){\n xFragAtCurrentDepth = idx.y != d ?\n getX(b, r, c, idx.y) : xFragAtOutputCoords;\n z.y = getChannel(xFragAtCurrentDepth, vec2(c, idx.y));\n if(hasNextRow){\n z.w = getChannel(xFragAtCurrentDepth, vec2(c + 1, idx.y));\n }\n }\n cache.xy = z.yw;\n sum += z * z;\n }\n }\n vec4 result = xAtOutputCoords * "+a+";\n setOutput(result);\n }\n "}(e.shape,t,n,i,o):new function(e,t,n,i,o){this.variableNames=["x"],this.outputShape=[];var a,r=t,s=e[3]-1;this.outputShape=e;var l="float("+n+") + float("+i+") * sum";a=.5===o?"inversesqrt("+l+")":1===o?"1.0/("+l+")":"exp(log("+l+") * float(-"+o+"));",this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int r = coords[1];\n int c = coords[2];\n int d = coords[3];\n float x = getX(b, r, c, d);\n float sum = 0.0;\n for (int j = -"+r+"; j <= "+r+"; j++) {\n int idx = d + j;\n if (idx >= 0 && idx <= "+s+") {\n float z = getX(b, r, c, idx);\n sum += z * z;\n }\n }\n float val = x * "+a+";\n setOutput(val);\n }\n "}(e.shape,t,n,i,o);return this.compileAndRun(a,[e])},t.prototype.LRNGrad=function(e,t,n,i,o,a,r){var s=new function(e,t,n,i,o){this.variableNames=["inputImage","outputImage","dy"],this.outputShape=[],this.outputShape=e,this.depth=e[3],this.depthRadius=t,this.bias=n,this.alpha=i,this.beta=o,this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int r = coords[1];\n int c = coords[2];\n\n float result = 0.0;\n for (int d = 0; d < "+this.depth+"; ++d) {\n int depthBegin = int(max(0.0, float(d - "+t+")));\n int depthEnd = int(min(float("+this.depth+"),\n float(d + "+t+" + 1)));\n\n const int MIN_DEPTH_BEGIN = 0;\n const int MAX_DEPTH_END = "+this.depth+";\n\n float norm = 0.0;\n for (int k = MIN_DEPTH_BEGIN; k < MAX_DEPTH_END; ++k) {\n if (k < depthBegin){\n continue;\n }\n else if (k >= depthBegin && k < depthEnd) {\n norm += getInputImage(b, r, c, k) * getInputImage(b, r, c, k);\n }\n else {\n break;\n }\n }\n\n norm = float("+i+") * norm + float("+n+");\n\n for(int k = MIN_DEPTH_BEGIN; k < MAX_DEPTH_END; ++k){\n if (k < depthBegin){\n continue;\n }\n else if (k >= depthBegin && k < depthEnd){\n float dyi = -2.0 * float("+i+")\n * float("+o+")\n * getInputImage(b ,r ,c, k) * getOutputImage(b, r, c, d)\n / norm;\n if (k == d) {\n dyi += pow(norm, -1.0 * "+o+");\n }\n if (k == coords[3]) {\n dyi *= getDy(b, r, c, d);\n result += dyi;\n }\n }\n else {\n break;\n }\n }\n }\n setOutput(result);\n }\n "}(t.shape,i,o,a,r);return this.compileAndRun(s,[t,n,e])},t.prototype.tile=function(e,t){if("string"===e.dtype){var n=this.readSync(e.dataId).map(function(e){return re(e)});return ia(zn(e.shape,e.dtype,n),t)}var i=new function(e,t){this.variableNames=["A"];for(var n=new Array(e.length),i=0;i5)throw Error("Tile for rank "+t+" is not yet supported");if(1===t)return"imod(resRC, "+e[0]+")";for(var n=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u"],i=[],o=0;o= end":"any(lessThan(rc, start)) || any(greaterThanEqual(rc, end))",m="",p=0,h=1===i?2:4;p= end) {\n setOutput(float("+n+"));\n } else {\n setOutput(getX(outC - start));\n }\n }\n "}(e.shape,t,n);return this.compileAndRun(i,[e])},t.prototype.gather=function(e,t,n){if(this.shouldExecuteOnCPU([e,t]))return this.cpuBackend.gather(e,t,n);var i=new function(e,t,n){this.variableNames=["A","indices"];var i=e.slice();i[n]=t,this.outputShape=i,this.rank=i.length;var o=va(this.rank),a=function(e,t){var n=e.length;if(n>4)throw Error("Gather for rank "+n+" is not yet supported");if(1===n)return"int(getIndices(resRC))";for(var i=["resRC.x","resRC.y","resRC.z","resRC.w"],o=[],a=0;a 4 with a WebGL backend not implemented yet"});var i=t.reduce(function(e,t){return e*t}),o=Xn(e.shape,t,i),a=Jn(o.length,t.length),r=$n(e.shape,t,i),s=ei(n,t.length),l=ti(r,n,t.length);return ko(e.reshape(o),a).reshape(r).slice(s,l)},t.prototype.spaceToBatchND=function(e,t,n){C(e.rank<=4,function(){return"spaceToBatchND for rank > 4 with a WebGL backend not implemented yet"});var i=t.reduce(function(e,t){return e*t}),o=[[0,0]];o.push.apply(o,n);for(var a=1+t.length;a= 1.0 && floatedReducedAllValue >= 1.0);\n ",f="bvec4"):"any"===t&&(r="0.0",d="\n bool reducedAnyValue = any(values);\n float floatedReducedAnyValue = float(reducedAnyValue);\n anyValue = float(anyValue >= 1.0 || floatedReducedAnyValue >= 1.0);\n ",f="bvec4");var m="";o%n>0&&(m="\n if (inIdx < 0 || inIdx >= "+o+") {\n return initializationValue;\n }\n "),this.userCode="\n const float initializationValue = "+r+";\n const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);\n\n float getValue(int batch, int inIdx) {\n "+m+"\n return getX(batch, inIdx);\n }\n\n void main() {\n ivec2 coords = getOutputCoords();\n int batch = coords[0];\n int outIdx = coords[1];\n int inOffset = outIdx * "+n+";\n\n vec4 minMaxValue = vec4("+r+");\n float prodValue = 1.0;\n float sumValue = 0.0;\n float allValue = 1.0;\n float anyValue = 0.0;\n\n for (int i = 0; i < "+c+"; i += 4) {\n int inIdx = inOffset + i;\n "+f+" values = "+f+"(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n getValue(batch, inIdx + 2),\n getValue(batch, inIdx + 3)\n );\n\n "+d+"\n }\n\n int inIdx = inOffset + "+c+";\n if ("+(1===u)+") {\n "+f+" values = "+f+"(\n getValue(batch, inIdx),\n initializationValue,\n initializationValue,\n initializationValue\n );\n\n "+d+"\n } else if ("+(2===u)+") {\n "+f+" values = "+f+"(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n initializationValue,\n initializationValue\n );\n\n "+d+"\n } else if ("+(3===u)+") {\n "+f+" values = "+f+"(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n getValue(batch, inIdx + 2),\n initializationValue\n );\n\n "+d+"\n }\n setOutput("+l+");\n }\n "}({windowSize:uo(o),inSize:o,batchSize:i},t),r=this.compileAndRun(a,[e],n);return 1===r.shape[1]?r:this.reduce(r,t,n)},t.prototype.argReduce=function(e,t,n){void 0===n&&(n=null);var i=e.shape[0],o=e.shape[1];null!=n&&(i=n.shape[0],o=n.shape[1]);var a=new function(e,t,n){this.variableNames=["A"];var i=e.windowSize,o=e.batchSize,a=e.inSize,r=Math.ceil(a/i);n||this.variableNames.push("bestIndicesA"),this.outputShape=[o,r];var s="max"===t?">":"<",l=n?"inOffset + i;":"round(getBestIndicesA(batch, inOffset + i));";this.userCode="\n void main() {\n ivec2 coords = getOutputCoords();\n int batch = coords[0];\n int outIdx = coords[1];\n int inOffset = outIdx * "+i+";\n\n int bestIndex = inOffset;\n float bestValue = getA(batch, bestIndex);\n\n for (int i = 0; i < "+i+"; i++) {\n int inIdx = "+l+";\n float candidate = getA(batch, inIdx);\n if (candidate "+s+" bestValue) {\n bestValue = candidate;\n bestIndex = inIdx;\n }\n }\n setOutput(float(bestIndex));\n }\n "}({windowSize:uo(o),inSize:o,batchSize:i},t,null==n),r=[e];null!=n&&r.push(n);var s=this.compileAndRun(a,r,"int32");return 1===s.shape[1]?s:this.argReduce(e,t,s)},t.prototype.argReducePacked=function(e,t,n){void 0===n&&(n=null);var i=null!=n?n.shape:e.shape,o=new function(e,t,n,i){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,C(e.length>2,function(){return"Packed arg"+(n.charAt(0).toUpperCase()+n.slice(1))+" supports only inputs with rank above 2."});var o=e[e.length-1],a=Math.ceil(o/t);this.outputShape=e.slice(0,-1),a>1&&this.outputShape.push(a),i||this.variableNames.push("bestIndicesA");var r,s,l=this.outputShape,c=l.length,u=va(c),d=sa("coords",c);if(1===a){var f=va(s=c+1);r="\n "+f+" sourceLocR = "+f+"("+d.join()+", 0);\n ++"+d[c-1]+";\n "+f+" sourceLocG = "+f+"("+d.join()+", 0);\n ++"+d[c-2]+";\n "+f+" sourceLocA = "+f+"("+d.join()+", 0);\n --"+d[c-1]+";\n "+f+" sourceLocB = "+f+"("+d.join()+", 0);\n --"+d[c-2]+";"}else s=c,r="\n "+u+" sourceLocR = coords;\n ++"+d[c-1]+";\n "+u+" sourceLocG = coords;\n ++"+d[c-2]+";\n "+u+" sourceLocA = coords;\n --"+d[c-1]+";\n "+u+" sourceLocB = coords;\n --"+d[c-2]+";";var m=["x","y","z","w","u","v"].slice(0,s),p="."+m[s-1],h=m.map(function(e){return"int "+e}),g=sa("sourceLocR",s-1).concat("inIdx.r"),A=sa("sourceLocG",s-1).concat("inIdx.g"),y=sa("sourceLocB",s-1).concat("inIdx.b"),v=sa("sourceLocA",s-1).concat("inIdx.a"),b="max"===n?"greaterThan":"lessThan",w=i?"":"\n inIdx = round(vec4(getBestIndicesAChannel("+g.join()+"),\n getBestIndicesAChannel("+A.join()+"),\n getBestIndicesAChannel("+y.join()+"),\n getBestIndicesAChannel("+v.join()+")));",_="vec4(\n getAChannel("+g.join()+"),\n hasNextCol ? getAChannel("+A.join()+") : 0.,\n hasNextRow ? getAChannel("+y.join()+") : 0.,\n hasNextRow && hasNextCol ? getAChannel("+v.join()+") : 0.)",x=i?"":"\n float getBestIndicesAChannel("+h.join()+") {\n return getChannel(getBestIndicesA("+m.join()+"),\n vec2("+m.slice(-2).join()+"));\n }";this.userCode="\n float getAChannel("+h.join()+") {\n return getChannel(getA("+m.join()+"),\n vec2("+m.slice(-2).join()+"));\n }\n "+x+"\n void main() {\n "+u+" coords = getOutputCoords();\n bool hasNextCol = "+d[c-1]+" < "+(l[c-1]-1)+";\n bool hasNextRow = "+d[c-2]+" < "+(l[c-2]-1)+";\n "+r+"\n ivec4 srcIdx = ivec4(sourceLocR"+p+", sourceLocG"+p+",\n sourceLocB"+p+", sourceLocA"+p+") * "+t+";\n ivec4 inIdx = srcIdx;\n vec4 bestIndex = vec4(inIdx);\n vec4 bestValue = "+_+";\n\n for (int i = 0; i < "+t+"; i++) {\n inIdx = srcIdx;\n "+w+"\n vec4 candidate = "+_+";\n bvec4 nan = isnan(candidate);\n bvec4 replace = bvec4(\n vec4("+b+"(candidate, bestValue)) * (vec4(1.0) - vec4(nan)));\n\n bestValue = vec4(replace.x ? candidate.x : bestValue.x,\n replace.y ? candidate.y : bestValue.y,\n replace.z ? candidate.z : bestValue.z,\n replace.w ? candidate.w : bestValue.w);\n bestIndex = mix(bestIndex, vec4(inIdx), vec4(replace));\n srcIdx++;\n }\n setOutput(bestIndex);\n }\n "}(i,uo(i[i.length-1]),t,null==n),a=null==n?[e]:[e,n],r=this.compileAndRun(o,a,"int32");return r.rank===e.rank?this.argReducePacked(e,t,r):r},t.prototype.sum=function(e,t){ln("sum",t,e.rank);var n=rn(e.shape,t),i=n[0],o=S(n[1]),a=e.as2D(-1,o),r=Te(e.dtype);return this.reduce(a,"sum",r).reshape(i)},t.prototype.prod=function(e,t){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.prod(e,t);var n=rn(e.shape,t),i=n[0],o=S(n[1]),a=e.as2D(-1,o),r=Te(e.dtype);return this.reduce(a,"prod",r).reshape(i)},t.prototype.unsortedSegmentSum=function(e,t,n){var i=0,o=cn([i],e.rank),a=e;null!=o&&(a=ko(e,o),i=dn(1,e.rank)[0]);var r=function(e,t,n){for(var i=[],o=e.length,a=0;at||n===e?i=!0:n=X(e,n+1);return n}(r,o),l=new function(e,t){this.variableNames=["x","segmentIds"];var n=e.windowSize,i=e.batchSize,o=e.inSize,a=e.numSegments,r=a*Math.ceil(o/n);this.outputShape=[i,r];var s=4*Math.floor(n/4),l=n%4,c="\n sumValue += dot(values, segFilter);\n ",u="";o%n>0&&(u="\n if (inIdx < 0 || inIdx >= "+o+") {\n return initializationValue;\n }\n ");var d="";o%n>0&&(d="\n if (inIdx < 0 || inIdx >= "+o+") {\n return -1.0;\n }\n "),this.userCode="\n const float initializationValue = 0.0;\n\n float getValue(int batch, int inIdx) {\n "+u+"\n return getX(batch, inIdx);\n }\n\n float getSegmentIdAtIndex(int inIdx) {\n "+d+"\n return getSegmentIds(inIdx);\n }\n\n void main() {\n ivec2 coords = getOutputCoords();\n int batch = coords[0];\n int outIdx = coords[1];\n int inOffset = int(floor(float(outIdx) / float(\n "+a+")) * float("+n+"));\n int currentSeg = int(mod(float(outIdx), float("+a+")));\n\n float sumValue = 0.0;\n\n for (int i = 0; i < "+s+"; i += 4) {\n int inIdx = inOffset + i;\n vec4 values = vec4(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n getValue(batch, inIdx + 2),\n getValue(batch, inIdx + 3)\n );\n\n vec4 segFilter = vec4(\n int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 3)) == currentSeg ? 1 : 0\n );\n\n "+c+"\n }\n\n int inIdx = inOffset + "+s+";\n if ("+(1===l)+") {\n vec4 values = vec4(\n getValue(batch, inIdx),\n initializationValue,\n initializationValue,\n initializationValue\n );\n\n int inIdxSeg = int(getSegmentIdAtIndex(inIdx));\n\n vec4 segFilter = vec4(\n int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n 0,\n 0,\n 0\n );\n\n "+c+"\n } else if ("+(2===l)+") {\n vec4 values = vec4(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n initializationValue,\n initializationValue\n );\n\n vec4 segFilter = vec4(\n int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,\n 0,\n 0\n );\n\n "+c+"\n } else if ("+(3===l)+") {\n vec4 values = vec4(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n getValue(batch, inIdx + 2),\n initializationValue\n );\n\n vec4 segFilter = vec4(\n int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0,\n 0\n );\n\n "+c+"\n }\n setOutput(sumValue);\n }\n "}({windowSize:s,inSize:r,batchSize:a,numSegments:o},t),c=this.compileAndRun(l,[e,n],i);return c.shape[1]===o?c:(n=En(0,o).tile([r/s]),this.segOpCompute(c,t,n,i,o))},t.prototype.argMinMaxReduce=function(e,t,n){var i=[t];if(ln("arg"+n.charAt(0).toUpperCase()+n.slice(1),i,e.rank),!u().getBool("WEBGL_PACK_REDUCE")||e.rank<=2){var o=rn(e.shape,i),a=o[0],r=S(o[1]),s=e.as2D(-1,r);return this.argReduce(s,n).reshape(a)}return this.argReducePacked(e,n)},t.prototype.argMin=function(e,t){return this.argMinMaxReduce(e,t,"min")},t.prototype.argMax=function(e,t){return this.argMinMaxReduce(e,t,"max")},t.prototype.cumsum=function(e,t,n,i){if(t!==e.rank-1)throw new Error("WebGL cumsum shader expects an inner-most axis="+(e.rank-1)+" but got axis="+t);var o=new function(e,t,n){this.variableNames=["x"],this.outputShape=e;var i=e.length,o=e[e.length-1],a=n?"<":">";this.userCode="\n int getIndex(int i) {\n "+(n?"return "+o+" -i - 1;":"return i;")+"\n }\n\n void main() {\n "+va(i)+" coords = getOutputCoords();\n int end = "+Oa(i,"coords")+";\n float val = 0.0;\n for (int i = "+o+" - 1; i >= 0; i -= 1) {\n int idx = getIndex(i);\n if (idx "+a+" end) {\n continue;\n }\n if (idx == end && "+t+") {\n continue;\n }\n "+Oa(i,"coords")+" = idx;\n val += getX("+function(e,t){if(1===e)return""+t;if(2===e)return t+".x, "+t+".y";if(3===e)return t+".x, "+t+".y, "+t+".z";if(4===e)return t+".x, "+t+".y, "+t+".z, "+t+".w";throw Error("Cumulative sum for rank "+e+" is not yet supported")}(i,"coords")+");\n }\n setOutput(val);\n }\n "}(e.shape,n,i);return this.compileAndRun(o,[e])},t.prototype.equal=function(e,t){if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,"\n return vec4(equal(a, b));\n","bool");var n=new Ba("return float(a == b);",e.shape,t.shape);return this.compileAndRun(n,[e,t],"bool")},t.prototype.notEqual=function(e,t){if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,"\n return vec4(notEqual(a, b));\n","bool");var n=new Ba("return float(a != b);",e.shape,t.shape);return this.compileAndRun(n,[e,t],"bool")},t.prototype.less=function(e,t){if(this.shouldExecuteOnCPU([e,t]))return this.cpuBackend.less(e,t);if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,"\n return vec4(lessThan(a, b));\n","bool");var n=new Ba("return float(a < b);",e.shape,t.shape);return this.compileAndRun(n,[e,t],"bool")},t.prototype.lessEqual=function(e,t){if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,"\n return vec4(lessThanEqual(a, b));\n","bool");var n=new Ba("return float(a <= b);",e.shape,t.shape);return this.compileAndRun(n,[e,t],"bool")},t.prototype.greater=function(e,t){if(this.shouldExecuteOnCPU([e,t]))return this.cpuBackend.greater(e,t);if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,"\n return vec4(greaterThan(a, b));\n","bool");var n=new Ba("return float(a > b);",e.shape,t.shape);return this.compileAndRun(n,[e,t],"bool")},t.prototype.greaterEqual=function(e,t){if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,"\n return vec4(greaterThanEqual(a, b));\n","bool");var n=new Ba("return float(a >= b);",e.shape,t.shape);return this.compileAndRun(n,[e,t],"bool")},t.prototype.logicalNot=function(e){var t=new vr(e.shape,"return float(!(x >= 1.0));");return this.compileAndRun(t,[e])},t.prototype.logicalAnd=function(e,t){if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,"\n return vec4(\n vec4(greaterThanEqual(a, vec4(1.0))) *\n vec4(greaterThanEqual(b, vec4(1.0))));\n","bool");var n=new Ba("return float(a >= 1.0 && b >= 1.0);",e.shape,t.shape);return this.compileAndRun(n,[e,t],"bool")},t.prototype.logicalOr=function(e,t){if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,"\n return min(\n vec4(greaterThanEqual(a, vec4(1.0))) +\n vec4(greaterThanEqual(b, vec4(1.0))),\n vec4(1.0));\n","bool");var n=new Ba("return float(a >= 1.0 || b >= 1.0);",e.shape,t.shape);return this.compileAndRun(n,[e,t],"bool")},t.prototype.select=function(e,t,n){var i=new function(e,t,n){var i,o;if(this.variableNames=["c","a","b"],this.outputShape=t,n>4)throw Error("Where for rank "+n+" is not yet supported");if(1===n)o="resRC",i="resRC";else{for(var a=["resRC.x","resRC.y","resRC.z","resRC.w"],r=[],s=[],l=0;l= 1.0) {\n setOutput(getA("+o+"));\n } else {\n setOutput(getB("+o+"));\n }\n }\n "}(e.rank,t.shape,t.rank);return this.compileAndRun(i,[e,t,n],Ee(t.dtype,n.dtype))},t.prototype.where=function(e){Jt("tf.where() in webgl locks the UI thread. 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NAN : result.a;\n\n return result;\n",e.shape,t.shape):new Ba("\n if (isnan(a)) return a;\n if (isnan(b)) return b;\n\n return min(a, b);\n",e.shape,t.shape);return this.compileAndRun(n,[e,t])},t.prototype.mod=function(e,t){var n=u().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Da("\n vec4 result = mod(a, b);\n vec4 isNaN = vec4(equal(b, vec4(0.0)));\n \n result.r = isNaN.r > 0. ? NAN : result.r;\n result.g = isNaN.g > 0. ? NAN : result.g;\n result.b = isNaN.b > 0. ? NAN : result.b;\n result.a = isNaN.a > 0. ? NAN : result.a;\n\n return result;\n",e.shape,t.shape):new Ba("if (b == 0.0) return NAN;\n return mod(a, b);",e.shape,t.shape);return this.compileAndRun(n,[e,t])},t.prototype.max=function(e,t){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.max(e,t);ln("max",t,e.rank);var n=rn(e.shape,t),i=n[0],o=S(n[1]),a=e.as2D(-1,o);return this.reduce(a,"max",a.dtype).reshape(i)},t.prototype.maximum=function(e,t){if(this.shouldExecuteOnCPU([e,t]))return this.cpuBackend.maximum(e,t);var n=u().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Da("\n vec4 result = vec4(max(a, b));\n vec4 isNaN = min(vec4(isnan(a)) + vec4(isnan(b)), vec4(1.0));\n \n result.r = isNaN.r > 0. ? NAN : result.r;\n result.g = isNaN.g > 0. ? NAN : result.g;\n result.b = isNaN.b > 0. ? NAN : result.b;\n result.a = isNaN.a > 0. ? NAN : result.a;\n\n return result;\n",e.shape,t.shape):new Ba("\n if (isnan(a)) return a;\n if (isnan(b)) return b;\n\n return max(a, b);\n",e.shape,t.shape);return this.compileAndRun(n,[e,t])},t.prototype.all=function(e,t){ln("all",t,e.rank);var n=rn(e.shape,t),i=n[0],o=S(n[1]),a=e.as2D(-1,o);return this.reduce(a,"all",a.dtype).reshape(i)},t.prototype.any=function(e,t){ln("any",t,e.rank);var n=rn(e.shape,t),i=n[0],o=S(n[1]),a=e.as2D(-1,o);return this.reduce(a,"any",a.dtype).reshape(i)},t.prototype.floorDiv=function(e,t){if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,"\n ivec4 ia = round(a);\n ivec4 ib = round(b);\n bvec4 cond = notEqual(ib, ivec4(0));\n ivec4 result = ivec4(0);\n vec4 s = sign(a) * sign(b);\n\n // Windows (D3D) wants guaranteed non-zero int division at compile-time.\n if (cond[0]) {\n result[0] = idiv(ia[0], ib[0], s[0]);\n }\n if (cond[1]) {\n result[1] = idiv(ia[1], ib[1], s[1]);\n }\n if (cond[2]) {\n result[2] = idiv(ia[2], ib[2], s[2]);\n }\n if (cond[3]) {\n result[3] = idiv(ia[3], ib[3], s[3]);\n }\n return vec4(result);\n","int32");var n=new Ba("\n float s = sign(a) * sign(b);\n int ia = round(a);\n int ib = round(b);\n if (ib != 0) {\n // Windows (D3D) wants guaranteed non-zero int division at compile-time.\n return float(idiv(ia, ib, s));\n } else {\n return NAN;\n }\n",e.shape,t.shape);return this.compileAndRun(n,[e,t],"int32")},t.prototype.add=function(e,t){if("complex64"===e.dtype&&"complex64"===t.dtype)return this.complexSeparableBinaryOp(e,t,xa);if(this.shouldExecuteOnCPU([e,t]))return this.cpuBackend.add(e,t);var n=Ee(e.dtype,t.dtype);if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,xa,n);var i=new Ba(xa,e.shape,t.shape);return this.compileAndRun(i,[e,t],n)},t.prototype.packedUnaryOp=function(e,t,n){var i=new Or(e.shape,t);return this.compileAndRun(i,[e],n)},t.prototype.packedBinaryOp=function(e,t,n,i,o){void 0===o&&(o=!1);var a=new Da(n,e.shape,t.shape,o);return this.compileAndRun(a,[e,t],i)},t.prototype.complexSeparableBinaryOp=function(e,t,n){var i=this,o=this.texData.get(e.dataId),a=this.texData.get(t.dataId),r=[[o.complexTensors.real,a.complexTensors.real],[o.complexTensors.imag,a.complexTensors.imag]].map(function(o){var a=o[0],r=o[1],s=i.makeComplexComponentTensorInfo(e,a),l=i.makeComplexComponentTensorInfo(t,r),c=new Ba(n,e.shape,t.shape);return i.compileAndRun(c,[s,l],Ee(a.dtype,r.dtype))}),s=r[0],l=r[1],c=this.complex(s,l);return s.dispose(),l.dispose(),c},t.prototype.makeComplexComponentTensorInfo=function(e,t){return{dataId:t.dataId,dtype:t.dtype,shape:e.shape}},t.prototype.addN=function(e){if(1===e.length)return e[0];if(e.length>u().get("WEBGL_MAX_TEXTURES_IN_SHADER")){var t=Math.floor(e.length/2),n=this.addN(e.slice(0,t)),i=this.addN(e.slice(t));return this.addN([n,i])}var o=e.map(function(e){return e.dtype}).reduce(function(e,t){return Ee(e,t)}),a=e.map(function(e){return e.shape}),r=u().getBool("WEBGL_PACK")?new function(e,t){this.outputShape=[],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.variableNames=t.map(function(e,t){return"T"+t});var n=[];this.variableNames.forEach(function(e){n.push("vec4 v"+e+" = get"+e+"AtOutCoords();")});var i=this.variableNames.map(function(e){return"v"+e}).join(" + ");this.userCode="\n void main() {\n "+n.join("\n ")+"\n\n vec4 result = "+i+";\n setOutput(result);\n }\n "}(e[0].shape,a):new function(e,t){this.outputShape=[],this.outputShape=e,this.variableNames=t.map(function(e,t){return"T"+t});var n=[];this.variableNames.forEach(function(e){n.push("float v"+e+" = get"+e+"AtOutCoords();")});var i=this.variableNames.map(function(e){return"v"+e}).join(" + ");this.userCode="\n void main() {\n "+n.join("\n ")+"\n\n float result = "+i+";\n setOutput(result);\n }\n "}(e[0].shape,a);return this.compileAndRun(r,e,o)},t.prototype.subtract=function(e,t){if("complex64"===e.dtype&&"complex64"===t.dtype)return this.complexSeparableBinaryOp(e,t,Ca);if(this.shouldExecuteOnCPU([e,t]))return this.cpuBackend.subtract(e,t);var n=Ee(e.dtype,t.dtype);if(u().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(e,t,Ca,e.dtype);var i=new Ba(Ca,e.shape,t.shape);return this.compileAndRun(i,[e,t],n)},t.prototype.pow=function(e,t){var n=u().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Da("\n // isModRound1 has 1 for components with round(mod(b, 2.0)) == 1, 0 otherwise.\n vec4 isModRound1 = vec4(equal(round(mod(b, 2.0)), ivec4(1)));\n vec4 multiplier = sign(a) * isModRound1 + (vec4(1.0) - isModRound1);\n vec4 result = multiplier * pow(abs(a), b);\n\n // Ensure that a^0 = 1, including 0^0 = 1 as this correspond to TF and JS\n bvec4 isExpZero = equal(b, vec4(0.0));\n result.r = isExpZero.r ? 1.0 : result.r;\n result.g = isExpZero.g ? 1.0 : result.g;\n result.b = isExpZero.b ? 1.0 : result.b;\n result.a = isExpZero.a ? 1.0 : result.a;\n\n vec4 isNaN = vec4(lessThan(a, vec4(0.0))) * vec4(lessThan(floor(b), b));\n \n result.r = isNaN.r > 0. ? NAN : result.r;\n result.g = isNaN.g > 0. ? NAN : result.g;\n result.b = isNaN.b > 0. ? NAN : result.b;\n result.a = isNaN.a > 0. ? NAN : result.a;\n\n return result;\n",e.shape,t.shape):new Ba("\nif(a < 0.0 && floor(b) < b){\n return NAN;\n}\nif (b == 0.0) {\n return 1.0;\n}\nreturn (round(mod(b, 2.0)) != 1) ?\n pow(abs(a), b) : sign(a) * pow(abs(a), b);\n",e.shape,t.shape),i=Ee(e.dtype,t.dtype);return this.compileAndRun(n,[e,t],i)},t.prototype.ceil=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.ceil(e);if(u().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,Br,e.dtype);var t=new vr(e.shape,Br);return this.compileAndRun(t,[e])},t.prototype.floor=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.floor(e);if(u().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,Sr,e.dtype);var t=new vr(e.shape,Sr);return this.compileAndRun(t,[e])},t.prototype.sign=function(e){var t=new vr(e.shape,"\n if (isnan(x)) { return 0.0; }\n return sign(x);\n");return this.compileAndRun(t,[e])},t.prototype.isNaN=function(e){var t=new vr(e.shape,"return float(isnan(x));");return this.compileAndRun(t,[e],"bool")},t.prototype.isInf=function(e){var t=new vr(e.shape,"return float(isinf(x));");return this.compileAndRun(t,[e],"bool")},t.prototype.isFinite=function(e){var t=new vr(e.shape,"return float(!isnan(x) && !isinf(x));");return this.compileAndRun(t,[e],"bool")},t.prototype.round=function(e){var t=new vr(e.shape,"\n // OpenGL ES does not support round function.\n // The algorithm is based on banker's rounding.\n float base = floor(x);\n if ((x - base) < 0.5) {\n return floor(x);\n } else if ((x - base) > 0.5) {\n return ceil(x);\n } else {\n if (mod(base, 2.0) == 0.0) {\n return base;\n } else {\n return base + 1.0;\n }\n }\n");return this.compileAndRun(t,[e])},t.prototype.exp=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.exp(e);if(u().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,Dr,e.dtype);var t=new vr(e.shape,Dr);return this.compileAndRun(t,[e])},t.prototype.expm1=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.expm1(e);if(u().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,Er,e.dtype);var t=new vr(e.shape,Er);return this.compileAndRun(t,[e])},t.prototype.softmax=function(e,t){var n=O([t],e.shape),i=this.max(e,n),o=sn(i.shape,n),a=this.subtract(e,i.reshape(o)),r=this.exp(a),s=this.sum(r,n).reshape(o);return so(r,s)},t.prototype.log=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.log(e);if(u().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,"\n vec4 result = log(x);\n vec4 isNaN = vec4(lessThan(x, vec4(0.0)));\n result.r = isNaN.r == 1.0 ? NAN : result.r;\n result.g = isNaN.g == 1.0 ? NAN : result.g;\n result.b = isNaN.b == 1.0 ? NAN : result.b;\n result.a = isNaN.a == 1.0 ? NAN : result.a;\n\n return result;\n",e.dtype);var t=new vr(e.shape,"if (x < 0.0) return NAN;\n return log(x);");return this.compileAndRun(t,[e])},t.prototype.log1p=function(e){var t=new vr(e.shape,"return log(1.0 + x);");return this.compileAndRun(t,[e])},t.prototype.sqrt=function(e){var t=new vr(e.shape,"return sqrt(x);");return this.compileAndRun(t,[e])},t.prototype.rsqrt=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.rsqrt(e);var t=new vr(e.shape,"return inversesqrt(x);");return this.compileAndRun(t,[e])},t.prototype.reciprocal=function(e){var t=new vr(e.shape,"return 1.0 / x;");return this.compileAndRun(t,[e])},t.prototype.relu=function(e){var t;return t=u().getBool("WEBGL_PACK")?new Or(e.shape,Lr):new vr(e.shape,xr),this.compileAndRun(t,[e])},t.prototype.relu6=function(e){var t;return t=u().getBool("WEBGL_PACK")?new Or(e.shape,Nr):new vr(e.shape,Cr),this.compileAndRun(t,[e])},t.prototype.prelu=function(e,t){var n=u().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Da(Sa,e.shape,t.shape):new Ba(Ma,e.shape,t.shape);return this.compileAndRun(n,[e,t])},t.prototype.elu=function(e){if(u().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,jr,e.dtype);var t=new vr(e.shape,kr);return this.compileAndRun(t,[e])},t.prototype.eluDer=function(e,t){var n=u().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Da("\n vec4 bGTEZero = vec4(greaterThanEqual(b, vec4(0.)));\n return (bGTEZero * a) + ((vec4(1.0) - bGTEZero) * (a * (b + vec4(1.0))));\n",e.shape,t.shape):new Ba("return (b >= 1.0) ? a : a * (b + 1.0);",e.shape,t.shape);return this.compileAndRun(n,[e,t])},t.prototype.selu=function(e){var t=new vr(e.shape,"\n // Stable and Attracting Fixed Point (0, 1) for Normalized Weights.\n // see: https://arxiv.org/abs/1706.02515\n float scaleAlpha = 1.7580993408473768;\n float scale = 1.0507009873554805;\n return (x >= 0.0) ? scale * x : scaleAlpha * (exp(x) - 1.0);\n");return this.compileAndRun(t,[e])},t.prototype.int=function(e){var t=new vr(e.shape,"return float(int(x));");return this.compileAndRun(t,[e],"int32")},t.prototype.clip=function(e,t,n){var i,o=(i=u().getBool("WEBGL_PACK_CLIP")?new Ta(e.shape):new Ea(e.shape)).getCustomSetupFunc(t,n);return this.compileAndRun(i,[e],null,o)},t.prototype.abs=function(e){if(this.shouldExecuteOnCPU([e]))return this.cpuBackend.abs(e);if(u().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(e,_r,e.dtype);var t=new vr(e.shape,_r);return this.compileAndRun(t,[e])},t.prototype.complexAbs=function(e){var t=this.texData.get(e.dataId),n=new function(e){this.variableNames=["real","imag"],this.outputShape=e,this.userCode="\n void main() {\n float re = abs(getRealAtOutCoords());\n float im = abs(getImagAtOutCoords());\n float mx = max(re, im);\n\n // sadly the length function in glsl is not underflow-safe\n // (at least not on Intel GPUs). 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NAN : result.r;\n result.g = isNaN.g > 0. ? NAN : result.g;\n result.b = isNaN.b > 0. ? NAN : result.b;\n result.a = isNaN.a > 0. ? NAN : result.a;\n\n return result;\n",e.shape,t.shape):new Ba("\n if (isnan(a)) return a;\n if (isnan(b)) return b;\n\n return atan(a, b);\n",e.shape,t.shape);return this.compileAndRun(n,[e,t])},t.prototype.sinh=function(e){var t=new vr(e.shape,"\n float e2x = exp(x);\n return (e2x - 1.0 / e2x) / 2.0;\n");return this.compileAndRun(t,[e])},t.prototype.cosh=function(e){var t=new vr(e.shape,"\n float e2x = exp(-x);\n return (e2x + 1.0 / e2x) / 2.0;\n");return this.compileAndRun(t,[e])},t.prototype.tanh=function(e){var t=new vr(e.shape,"\n float e2x = exp(-2.0 * abs(x));\n return sign(x) * (1.0 - e2x) / (1.0 + e2x);\n");return this.compileAndRun(t,[e])},t.prototype.asinh=function(e){var t=new vr(e.shape,"if (isnan(x)) return x;return log(x + sqrt(x * x + 1.0));");return this.compileAndRun(t,[e])},t.prototype.acosh=function(e){var t=new vr(e.shape,"if (isnan(x)) return x;\n if (x < 1.0) return NAN;\n return log(x + sqrt(x * x - 1.0));");return this.compileAndRun(t,[e])},t.prototype.atanh=function(e){var t=new vr(e.shape,"if (isnan(x)) return x;\n if ((x < -1.0) || (x > 1.0)) return NAN;\n return (log(1.0 + x) - log(1.0 - x)) / 2.0;");return this.compileAndRun(t,[e])},t.prototype.erf=function(e){var t=new vr(e.shape,'\n // Error function is calculated approximately with elementary function.\n // See "Handbook of Mathematical Functions with Formulas,\n // Graphs, and Mathematical Tables", Abramowitz and Stegun.\n float p = 0.3275911;\n float a1 = 0.254829592;\n float a2 = -0.284496736;\n float a3 = 1.421413741;\n float a4 = -1.453152027;\n float a5 = 1.061405429;\n\n float sign = sign(x);\n x = abs(x);\n float t = 1.0 / (1.0 + p * x);\n return sign * (1.0 - (((((a5*t + a4)*t) + a3)*t + a2)*t + a1)*t*exp(-x*x));\n');return this.compileAndRun(t,[e])},t.prototype.step=function(e,t){var n=new vr(e.shape,function(e){return void 0===e&&(e=0),br+"\n return x > 0.0 ? 1.0 : float("+e+");\n "}(t));return this.compileAndRun(n,[e])},t.prototype.conv2dByMatMul=function(e,t,n,i,o,a){var r=e.shape,s=this.texData.get(e.dataId),l=n.inChannels,c=r[0]*r[1]*r[2],d=n.outChannels,f="channelsLast"===n.dataFormat,m=(1===c||1===d)&&l>1e3,p=r[2]%2!=0&&!!s.isPacked;if(m||!u().getBool("WEBGL_LAZILY_UNPACK")||!u().getBool("WEBGL_PACK_BINARY_OPERATIONS")||!p){var h=f?r[0]*r[1]*r[2]:r[0]*r[2]*r[3],g=this.reshape(e,[1,h,n.inChannels]),A=this.reshape(t,[1,n.inChannels,n.outChannels]);return this.reshape(this.fusedBatchMatMul({a:g,b:A,transposeA:!1,transposeB:!1,bias:i,activation:o,preluActivationWeights:a}),n.outShape)}var y=f?r[0]*r[1]*(r[2]+1):r[0]*r[2]*(r[3]+1),v={dataId:e.dataId,shape:[1,y,n.inChannels],dtype:e.dtype},b=s.shape;s.shape=s.shape.slice(),s.shape[s.shape.length-2]++,C(Nt(s.shape,v.shape),function(){return"packed reshape "+s.shape+" to "+v.shape+" isn't free"});var w=this.reshape(t,[1,n.inChannels,n.outChannels]),_=this.fusedBatchMatMul({a:v,b:w,transposeA:!1,transposeB:!1,bias:i,activation:o,preluActivationWeights:a}),x=this.texData.get(_.dataId);return C(x.isPacked,function(){return"batchMatMul result is expected to be packed"}),s.shape=b,x.shape=n.outShape,ze.makeTensorFromDataId(_.dataId,n.outShape,_.dtype)},t.prototype.conv2dWithIm2Row=function(e,t,n,i,o,a){var r=n.filterWidth,s=n.filterHeight,l=n.inChannels,c=n.outWidth,u=n.outHeight,d="channelsLast"===n.dataFormat,f=r*s*l,m=u*c,p=[f,m],h=e.squeeze([0]),g=t.reshape([1,f,-1]),A=new function(e,t,n){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e;for(var i=n.filterWidth,o=n.inChannels,a=n.strideWidth,r=n.strideHeight,s=n.padInfo,l=n.outWidth,c=n.dilationWidth,u=n.dilationHeight,d=n.dataFormat,f=s.left,m=s.top,p=o*i,h=la(),g="channelsLast"===d,A=g?0:1,y=g?1:2,v="",b=0;b<=1;b++)for(var w=0;w<=1;w++)v+="\n blockIndex = rc.y + "+w+";\n pos = rc.x + "+b+";\n\n if(blockIndex < "+e[1]+" && pos < "+e[0]+") {\n offsetY = int(blockIndex / ("+l+")) * "+r+" - "+m+";\n d0 = offsetY + "+u+" * (pos / "+p+");\n\n if(d0 < "+t[A]+" && d0 >= 0) {\n\n offsetX = int(mod(float(blockIndex), "+l+".) * "+a+". - "+f+".);\n d1 = offsetX + "+c+" * (int(mod(float(pos), "+p+".) / "+o+".));\n\n if(d1 < "+t[y]+" && d1 >= 0) {\n\n ch = int(mod(float(pos), "+o+".));\n\n if ("+g+") {\n innerDims = vec2(d1, ch);\n result["+(2*b+w)+"] = getChannel(\n getA(d0, int(innerDims.x),\n int(innerDims.y)), innerDims);\n } else {\n innerDims = vec2(d0, d1);\n result["+(2*b+w)+"] = getChannel(\n getA(ch, int(innerDims.x),\n int(innerDims.y)), innerDims);\n }\n }\n }\n }\n ";this.userCode="\n void main() {\n ivec2 rc = getOutputCoords();\n\n vec4 result = vec4(0);\n\n int blockIndex, pos, offsetY, d0, offsetX, d1, ch;\n vec2 innerDims;\n\n "+v+"\n\n "+h.output+" = result;\n }\n "}(p,h.shape,n),y=this.compileAndRun(A,[h]).reshape([1,p[0],p[1]]),v=null!=i,b=null!=a,w=o?Fr(o,!0):null,_=new rr(y.shape,[1,m,n.outChannels],!0,!1,v,w,b),x=[y,g];i&&x.push(i),b&&x.push(a);var C=this.compileAndRun(_,x);return d?C.reshape([1,u,c,n.outChannels]):C.reshape([1,n.outChannels,u,c])},t.prototype.fusedConv2d=function(e){var t=e.input,n=e.filter,i=e.convInfo,o=e.bias,a=e.activation,r=e.preluActivationWeights;if(1===i.filterHeight&&1===i.filterWidth&&1===i.dilationHeight&&1===i.dilationWidth&&1===i.strideHeight&&1===i.strideWidth&&("SAME"===i.padInfo.type||"VALID"===i.padInfo.type))return this.conv2dByMatMul(t,n,i,o,a,r);if(u().getBool("WEBGL_CONV_IM2COL")&&1===t.shape[0])return this.conv2dWithIm2Row(t,n,i,o,a,r);var s=null!=o,l=null!=r,c=a?Fr(a,!1):null,d=new La(i,s,c,l),f=[t,n];return o&&f.push(o),r&&f.push(r),this.compileAndRun(d,f)},t.prototype.conv2d=function(e,t,n){if(1===n.filterHeight&&1===n.filterWidth&&1===n.dilationHeight&&1===n.dilationWidth&&1===n.strideHeight&&1===n.strideWidth&&("SAME"===n.padInfo.type||"VALID"===n.padInfo.type))return this.conv2dByMatMul(e,t,n);if(u().getBool("WEBGL_CONV_IM2COL")&&1===e.shape[0])return this.conv2dWithIm2Row(e,t,n);var i=new La(n);return this.compileAndRun(i,[e,t])},t.prototype.conv2dDerInput=function(e,t,n){var i=new function(e){this.variableNames=["dy","W"],this.outputShape=e.inShape;var t=e.filterHeight,n=e.filterWidth,i=e.strideHeight,o=e.strideWidth,a="channelsLast"===e.dataFormat,r=t-1-e.padInfo.top,s=n-1-e.padInfo.left,l=a?1:2,c=a?2:3,u=a?3:1;this.userCode="\n const ivec2 pads = ivec2("+r+", "+s+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords[0];\n int d1 = coords["+u+"];\n\n ivec2 dyCorner = ivec2(coords["+l+"], coords["+c+"]) - pads;\n int dyRCorner = dyCorner.x;\n int dyCCorner = dyCorner.y;\n\n // Convolve dy(?, ?, d2) with w(:, :, d1, d2) to compute dx(xR, xC, d1).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n for (int wR = 0; wR < "+t+"; wR++) {\n float dyR = float(dyRCorner + wR) / "+i+".0;\n\n if (dyR < 0.0 || dyR >= "+e.outHeight+".0 || fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n int wRPerm = "+t+" - 1 - wR;\n\n for (int wC = 0; wC < "+n+"; wC++) {\n float dyC = float(dyCCorner + wC) / "+o+".0;\n\n if (dyC < 0.0 || dyC >= "+e.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n int wCPerm = "+n+" - 1 - wC;\n\n for (int d2 = 0; d2 < "+e.outChannels+"; d2++) {\n\n if ("+a+") {\n float xValue = getDy(batch, idyR, idyC, d2);\n float wValue = getW(wRPerm, wCPerm, d1, d2);\n dotProd += xValue * wValue;\n } else {\n float xValue = getDy(batch, d2, idyR, idyC);\n float wValue = getW(wRPerm, wCPerm, d1, d2);\n dotProd += xValue * wValue;\n }\n\n }\n }\n }\n setOutput(dotProd);\n }\n "}(n);return this.compileAndRun(i,[e,t])},t.prototype.conv2dDerFilter=function(e,t,n){var i=new function(e){this.variableNames=["x","dy"],this.outputShape=e.filterShape;var t=e.strideHeight,n=e.strideWidth,i=e.padInfo.top,o=e.padInfo.left,a="channelsLast"===e.dataFormat;this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int wR = coords.x;\n int wC = coords.y;\n int d1 = coords.z;\n int d2 = coords.w;\n\n // Convolve x(?, ?, d1) with dy(:, :, d2) to get dw(wR, wC, d1, d2).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n\n for (int b = 0; b < "+e.batchSize+"; b++) {\n for (int yR = 0; yR < "+e.outHeight+"; yR++) {\n int xR = wR + yR * "+t+" - "+i+";\n\n if (xR < 0 || xR >= "+e.inHeight+") {\n continue;\n }\n\n for (int yC = 0; yC < "+e.outWidth+"; yC++) {\n int xC = wC + yC * "+n+" - "+o+";\n\n if (xC < 0 || xC >= "+e.inWidth+") {\n continue;\n }\n\n if ("+a+") {\n float dyValue = getDy(b, yR, yC, d2);\n float xValue = getX(b, xR, xC, d1);\n dotProd += (xValue * dyValue);\n } else {\n float dyValue = getDy(b, d2, yR, yC);\n float xValue = getX(b, d1, xR, xC);\n dotProd += (xValue * dyValue);\n }\n\n }\n }\n }\n setOutput(dotProd);\n }\n "}(n);return this.compileAndRun(i,[e,t])},t.prototype.fusedDepthwiseConv2D=function(e){var t,n=e.input,i=e.filter,o=e.convInfo,a=e.bias,r=e.activation,s=e.preluActivationWeights,l=u().getBool("WEBGL_PACK_DEPTHWISECONV")&&o.strideWidth<=2&&o.outChannels/o.inChannels==1,c=r?Fr(r,l):null,d=[n,i],f=null!=a,m=null!=s;return f&&d.push(a),m&&d.push(s),l?(t=new ja(o,f,c,m),this.compileAndRun(t,d)):(t=new Na(o,f,c,m),this.compileAndRun(t,d))},t.prototype.depthwiseConv2D=function(e,t,n){var i;return u().getBool("WEBGL_PACK_DEPTHWISECONV")&&n.strideWidth<=2&&n.outChannels/n.inChannels==1?(i=new ja(n),this.compileAndRun(i,[e,t])):(i=new Na(n),this.compileAndRun(i,[e,t]))},t.prototype.depthwiseConv2DDerInput=function(e,t,n){var i=new function(e){this.variableNames=["dy","W"],this.outputShape=e.inShape;var t=e.filterHeight,n=e.filterWidth,i=e.strideHeight,o=e.strideWidth,a=t-1-e.padInfo.top,r=n-1-e.padInfo.left,s=e.outChannels/e.inChannels;this.userCode="\n const ivec2 pads = ivec2("+a+", "+r+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords[0];\n int d1 = coords[3];\n ivec2 dyCorner = coords.yz - pads;\n int dyRCorner = dyCorner.x;\n int dyCCorner = dyCorner.y;\n\n float dotProd = 0.0;\n\n for (int wR = 0; wR < "+t+"; wR++) {\n float dyR = float(dyRCorner + wR) / "+i+".0;\n\n if (dyR < 0.0 || dyR >= "+e.outHeight+".0 || fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n int wRPerm = "+t+" - 1 - wR;\n\n for (int wC = 0; wC < "+n+"; wC++) {\n float dyC = float(dyCCorner + wC) / "+o+".0;\n\n if (dyC < 0.0 || dyC >= "+e.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n int wCPerm = "+n+" - 1 - wC;\n\n // TO DO: Vec4 over the channelMul\n for (int dm = 0; dm < "+s+"; dm++) {\n int d2 = d1 * "+s+" + dm;\n float xValue = getDy(batch, idyR, idyC, d2);\n float wValue = getW(wRPerm, wCPerm, d1, dm);\n dotProd += xValue * wValue;\n }\n }\n }\n setOutput(dotProd);\n }\n "}(n);return this.compileAndRun(i,[e,t])},t.prototype.depthwiseConv2DDerFilter=function(e,t,n){var i=new function(e){this.variableNames=["x","dy"],this.outputShape=e.filterShape;var t=e.strideHeight,n=e.strideWidth,i=e.padInfo.top,o=e.padInfo.left,a=e.outChannels/e.inChannels;this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int wR = coords.x;\n int wC = coords.y;\n int d1 = coords.z;\n int dm = coords.w;\n int d2 = d1 * "+a+" + dm;\n\n float dotProd = 0.0;\n\n // TO DO: Vec4 over the batch size\n for (int b = 0; b < "+e.batchSize+"; b++) {\n for (int yR = 0; yR < "+e.outHeight+"; yR++) {\n int xR = wR + yR * "+t+" - "+i+";\n\n if (xR < 0 || xR >= "+e.inHeight+") {\n continue;\n }\n\n for (int yC = 0; yC < "+e.outWidth+"; yC++) {\n int xC = wC + yC * "+n+" - "+o+";\n\n if (xC < 0 || xC >= "+e.inWidth+") {\n continue;\n }\n\n float dyValue = getDy(b, yR, yC, d2);\n float xValue = getX(b, xR, xC, d1);\n dotProd += (xValue * dyValue);\n }\n }\n }\n setOutput(dotProd);\n }\n "}(n);return this.compileAndRun(i,[e,t])},t.prototype.conv3d=function(e,t,n){var i=new function(e){this.variableNames=["x","W"],this.outputShape=e.outShape;var t=e.padInfo.front,n=e.padInfo.top,i=e.padInfo.left,o=e.strideDepth,a=e.strideHeight,r=e.strideWidth,s=e.dilationDepth,l=e.dilationHeight,c=e.dilationWidth,u=e.filterDepth,d=e.filterHeight,f=e.filterWidth,m=4*Math.floor(e.inChannels/4),p=e.inChannels%4;this.userCode="\n const ivec3 strides = ivec3("+o+", "+a+", "+r+");\n const ivec3 pads = ivec3("+t+", "+n+", "+i+");\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int d2 = coords.u;\n\n ivec3 xFRCCorner = ivec3(coords.y, coords.z, coords.w) * strides - pads;\n int xFCorner = xFRCCorner.x;\n int xRCorner = xFRCCorner.y;\n int xCCorner = xFRCCorner.z;\n\n // Convolve x(?, ?, ?, d1) with w(:, :, :, d1, d2) to get\n // y(yF, yR, yC, d2). ? = to be determined. : = across all\n // values in that axis.\n float dotProd = 0.0;\n for (int wF = 0; wF < "+u+"; wF++) {\n int xF = xFCorner + wF * "+s+";\n\n if (xF < 0 || xF >= "+e.inDepth+") {\n continue;\n }\n\n for (int wR = 0; wR < "+d+"; wR++) {\n int xR = xRCorner + wR * "+l+";\n\n if (xR < 0 || xR >= "+e.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+f+"; wC++) {\n int xC = xCCorner + wC * "+c+";\n\n if (xC < 0 || xC >= "+e.inWidth+") {\n continue;\n }\n\n for (int d1 = 0; d1 < "+m+"; d1 += 4) {\n vec4 xValues = vec4(\n getX(batch, xF, xR, xC, d1),\n getX(batch, xF, xR, xC, d1 + 1),\n getX(batch, xF, xR, xC, d1 + 2),\n getX(batch, xF, xR, xC, d1 + 3)\n );\n vec4 wValues = vec4(\n getW(wF, wR, wC, d1, d2),\n getW(wF, wR, wC, d1 + 1, d2),\n getW(wF, wR, wC, d1 + 2, d2),\n getW(wF, wR, wC, d1 + 3, d2)\n );\n\n dotProd += dot(xValues, wValues);\n }\n\n if ("+(1===p)+") {\n dotProd +=\n getX(batch, xF, xR, xC, "+m+") *\n getW(wF, wR, wC, "+m+", d2);\n } else if ("+(2===p)+") {\n vec2 xValues = vec2(\n getX(batch, xF, xR, xC, "+m+"),\n getX(batch, xF, xR, xC, "+m+" + 1)\n );\n vec2 wValues = vec2(\n getW(wF, wR, wC, "+m+", d2),\n getW(wF, wR, wC, "+m+" + 1, d2)\n );\n dotProd += dot(xValues, wValues);\n } else if ("+(3===p)+") {\n vec3 xValues = vec3(\n getX(batch, xF, xR, xC, "+m+"),\n getX(batch, xF, xR, xC, "+m+" + 1),\n getX(batch, xF, xR, xC, "+m+" + 2)\n );\n vec3 wValues = vec3(\n getW(wF, wR, wC, "+m+", d2),\n getW(wF, wR, wC, "+m+" + 1, d2),\n getW(wF, wR, wC, "+m+" + 2, d2)\n );\n dotProd += dot(xValues, wValues);\n }\n }\n }\n }\n setOutput(dotProd);\n }\n "}(n);return this.compileAndRun(i,[e,t])},t.prototype.conv3dDerInput=function(e,t,n){var i=new function(e){this.variableNames=["dy","W"],this.outputShape=e.inShape;var t=e.filterDepth,n=e.filterHeight,i=e.filterWidth,o=e.strideDepth,a=e.strideHeight,r=e.strideWidth,s=t-1-e.padInfo.front,l=n-1-e.padInfo.top,c=i-1-e.padInfo.left;this.userCode="\n const ivec3 pads = ivec3("+s+", "+l+", "+c+");\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int d1 = coords.u;\n\n\n ivec3 dyCorner = ivec3(coords.y, coords.z, coords.w) - pads;\n int dyFCorner = dyCorner.x;\n int dyRCorner = dyCorner.y;\n int dyCCorner = dyCorner.z;\n\n float dotProd = 0.0;\n for (int wF = 0; wF < "+t+"; wF++) {\n float dyF = float(dyFCorner + wF) / "+o+".0;\n\n if (dyF < 0.0 || dyF >= "+e.outDepth+".0 || fract(dyF) > 0.0) {\n continue;\n }\n int idyF = int(dyF);\n\n int wFPerm = "+t+" - 1 - wF;\n\n for (int wR = 0; wR < "+n+"; wR++) {\n float dyR = float(dyRCorner + wR) / "+a+".0;\n\n if (dyR < 0.0 || dyR >= "+e.outHeight+".0 ||\n fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n int wRPerm = "+n+" - 1 - wR;\n\n for (int wC = 0; wC < "+i+"; wC++) {\n float dyC = float(dyCCorner + wC) / "+r+".0;\n\n if (dyC < 0.0 || dyC >= "+e.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n int wCPerm = "+i+" - 1 - wC;\n\n for (int d2 = 0; d2 < "+e.outChannels+"; d2++) {\n float xValue = getDy(batch, idyF, idyR, idyC, d2);\n float wValue = getW(wFPerm, wRPerm, wCPerm, d1, d2);\n dotProd += xValue * wValue;\n }\n }\n }\n }\n setOutput(dotProd);\n }\n "}(n);return this.compileAndRun(i,[e,t])},t.prototype.conv3dDerFilter=function(e,t,n){var i=new function(e){this.variableNames=["x","dy"],this.outputShape=e.filterShape;var t=e.strideDepth,n=e.strideHeight,i=e.strideWidth,o=e.padInfo.front,a=e.padInfo.top,r=e.padInfo.left;this.userCode="\n void main() {\n ivec5 coords = getOutputCoords();\n int wF = coords.x;\n int wR = coords.y;\n int wC = coords.z;\n int d1 = coords.w;\n int d2 = coords.u;\n\n float dotProd = 0.0;\n\n for (int b = 0; b < "+e.batchSize+"; b++) {\n for (int yF = 0; yF < "+e.outDepth+"; yF++) {\n int xF = wF + yF * "+t+" - "+o+";\n\n if (xF < 0 || xF >= "+e.inDepth+") {\n continue;\n }\n\n for (int yR = 0; yR < "+e.outHeight+"; yR++) {\n int xR = wR + yR * "+n+" - "+a+";\n\n if (xR < 0 || xR >= "+e.inHeight+") {\n continue;\n }\n\n for (int yC = 0; yC < "+e.outWidth+"; yC++) {\n int xC = wC + yC * "+i+" - "+r+";\n\n if (xC < 0 || xC >= "+e.inWidth+") {\n continue;\n }\n\n float dyValue = getDy(b, yF, yR, yC, d2);\n float xValue = getX(b, xF, xR, xC, d1);\n dotProd += (xValue * dyValue);\n }\n }\n }\n }\n setOutput(dotProd);\n }\n "}(n);return this.compileAndRun(i,[e,t])},t.prototype.maxPool=function(e,t){var n=new lr(t,"max",!1);return this.compileAndRun(n,[e])},t.prototype.avgPool=function(e,t){var n=new lr(t,"avg",!1);return this.compileAndRun(n,[e],"float32")},t.prototype.maxPoolBackprop=function(e,t,n,i){var o=new lr(i,"max",!0),a=this.compileAndRun(o,[t]),r=new function(e){this.variableNames=["dy","maxPos"],this.outputShape=e.inShape;var t=e.strideHeight,n=e.strideWidth,i=e.dilationHeight,o=e.effectiveFilterHeight,a=e.effectiveFilterWidth,r=o-1-e.padInfo.top,s=a-1-e.padInfo.left,l=o*a-1;this.userCode="\n const ivec2 pads = ivec2("+r+", "+s+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n\n ivec2 dyRCCorner = coords.yz - pads;\n int dyRCorner = dyRCCorner.x;\n int dyCCorner = dyRCCorner.y;\n\n // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n for (int wR = 0; wR < "+o+";\n wR += "+i+") {\n float dyR = float(dyRCorner + wR) / "+t+".0;\n\n if (dyR < 0.0 || dyR >= "+e.outHeight+".0 || fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n for (int wC = 0; wC < "+a+"; wC++) {\n float dyC = float(dyCCorner + wC) / "+n+".0;\n\n if (dyC < 0.0 || dyC >= "+e.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n float dyValue = getDy(b, idyR, idyC, d);\n int maxPosValue = "+l+" - int(getMaxPos(b, idyR, idyC, d));\n\n // Get the current value, check it against the value from the\n // position matrix.\n int curPosValue = wR * "+a+" + wC;\n float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0);\n\n dotProd += dyValue * mask;\n }\n }\n setOutput(dotProd);\n }\n "}(i),s=this.compileAndRun(r,[e,a],t.dtype);return a.dispose(),s},t.prototype.avgPoolBackprop=function(e,t,n){var i=new function(e){this.variableNames=["dy"],this.outputShape=e.inShape;var t=e.filterHeight,n=e.filterWidth,i=e.strideHeight,o=e.strideWidth,a=e.dilationHeight,r=e.dilationWidth,s=e.effectiveFilterHeight,l=e.effectiveFilterWidth,c=s-1-e.padInfo.top,u=l-1-e.padInfo.left,d=1/(t*n);this.userCode="\n const ivec2 pads = ivec2("+c+", "+u+");\n const float avgMultiplier = float("+d+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n\n ivec2 dyRCCorner = coords.yz - pads;\n int dyRCorner = dyRCCorner.x;\n int dyCCorner = dyRCCorner.y;\n\n // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n for (int wR = 0; wR < "+s+";\n wR += "+a+") {\n float dyR = float(dyRCorner + wR) / "+i+".0;\n\n if (dyR < 0.0 || dyR >= "+e.outHeight+".0 || fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n for (int wC = 0; wC < "+l+";\n wC+= "+r+") {\n float dyC = float(dyCCorner + wC) / "+o+".0;\n\n if (dyC < 0.0 || dyC >= "+e.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n float dyValue = getDy(b, idyR, idyC, d);\n\n dotProd += dyValue * avgMultiplier;\n }\n }\n setOutput(dotProd);\n }\n "}(n);return this.compileAndRun(i,[e],t.dtype)},t.prototype.cast=function(e,t){return Vo(e,t,this)},t.prototype.unstack=function(e,t){for(var n=e.shape[t],i=new Array(e.rank-1),o=0,a=0;a= "+e.outDepth+".0 || fract(dyD) > 0.0) {\n continue;\n }\n int idyD = int(dyD);\n\n for (int wR = 0; wR < "+d+";\n wR += "+l+") {\n float dyR = float(dyRCorner + wR) / "+a+".0;\n\n if (dyR < 0.0 || dyR >= "+e.outHeight+".0 ||\n fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n for (int wC = 0; wC < "+f+";\n wC += "+c+") {\n float dyC = float(dyCCorner + wC) / "+r+".0;\n\n if (dyC < 0.0 || dyC >= "+e.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n float dyValue = getDy(batch, idyD, idyR, idyC, ch);\n\n dotProd += dyValue * avgMultiplier;\n }\n }\n }\n setOutput(dotProd);\n }\n "}(n);return this.compileAndRun(i,[e],t.dtype)},t.prototype.maxPool3d=function(e,t){var n=new cr(t,"max",!1);return this.compileAndRun(n,[e],"float32")},t.prototype.maxPool3dBackprop=function(e,t,n,i){var o=new cr(i,"max",!0),a=this.compileAndRun(o,[t]),r=new function(e){this.variableNames=["dy","maxPos"],this.outputShape=e.inShape;var t=e.strideDepth,n=e.strideHeight,i=e.strideWidth,o=e.dilationDepth,a=e.dilationHeight,r=e.dilationWidth,s=e.effectiveFilterDepth,l=e.effectiveFilterHeight,c=e.effectiveFilterWidth,u=s-1-e.padInfo.front,d=l-1-e.padInfo.top,f=c-1-e.padInfo.left,m=s*l*c-1;this.userCode="\n const ivec3 pads = ivec3("+u+", "+d+", "+f+");\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int ch = coords.u;\n\n ivec3 dyCorner = ivec3(coords.y, coords.z, coords.w) - pads;\n int dyDCorner = dyCorner.x;\n int dyRCorner = dyCorner.y;\n int dyCCorner = dyCorner.z;\n\n // Convolve dy(?, ?, ?, ch) with pos mask(:, :, :, d) to get\n // dx(xD, xR, xC, ch).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n\n for (int wD = 0; wD < "+s+";\n wD += "+o+") {\n float dyD = float(dyDCorner + wD) / "+t+".0;\n\n if (dyD < 0.0 || dyD >= "+e.outDepth+".0 || fract(dyD) > 0.0) {\n continue;\n }\n int idyD = int(dyD);\n\n for (int wR = 0; wR < "+l+";\n wR += "+a+") {\n float dyR = float(dyRCorner + wR) / "+n+".0;\n\n if (dyR < 0.0 || dyR >= "+e.outHeight+".0 ||\n fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n for (int wC = 0; wC < "+c+";\n wC += "+r+") {\n float dyC = float(dyCCorner + wC) / "+i+".0;\n\n if (dyC < 0.0 || dyC >= "+e.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n float dyValue = getDy(batch, idyD, idyR, idyC, ch);\n int maxPosValue = "+m+" -\n int(getMaxPos(batch, idyD, idyR, idyC, ch));\n\n // Get the current value, check it against the value from the\n // position matrix.\n int curPosValue =\n wD * "+l+" * "+c+" +\n wR * "+c+" + wC;\n float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0);\n\n dotProd += dyValue * mask;\n }\n }\n }\n setOutput(dotProd);\n }\n "}(i),s=this.compileAndRun(r,[e,a],t.dtype);return a.dispose(),s},t.prototype.reshape=function(e,t){var n=this.texData.get(e.dataId);if(n.isPacked&&!Nt(e.shape,t)&&(null===n.texture||!Nt(n.shape,t))){var i=this.packedReshape(e,t);return ze.makeTensorFromDataId(i.dataId,i.shape,i.dtype)}return Uo(e,t)},t.prototype.resizeBilinear=function(e,t,n,i){var o=u().getBool("WEBGL_PACK_IMAGE_OPERATIONS")?new function(e,t,n,i){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[];var o=e[0],a=e[1],r=e[2],s=e[3];this.outputShape=[o,t,n,s];var l=[i&&t>1?a-1:a,i&&n>1?r-1:r],c=[i&&t>1?t-1:t,i&&n>1?n-1:n];this.userCode="\n const vec3 effectiveInputOverOutputRatioRC = vec3(\n "+l[0]/c[0]+",\n "+l[1]/c[1]+",\n "+l[1]/c[1]+");\n const vec3 inputShapeRC = vec3("+a+".0, "+r+".0,\n "+r+".0);\n\n float getAValue(int b, int r, int c, int d) {\n return getChannel(getA(b, r, c, d), vec2(c, d));\n }\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n // Calculate values for next column in yRC.z.\n ivec3 yRC = coords.yzz + ivec3(0, 0, 1);\n\n // Fractional source index.\n vec3 sourceFracIndexRC = vec3(yRC) * effectiveInputOverOutputRatioRC;\n\n // Compute the four integer indices.\n ivec3 sourceFloorRC = ivec3(sourceFracIndexRC);\n ivec3 sourceCeilRC = ivec3(\n min(inputShapeRC - 1.0, ceil(sourceFracIndexRC)));\n\n // Should we calculate next column and row elements in 2x2 packed cell.\n bool hasNextCol = d < "+(s-1)+";\n bool hasNextRow = coords.z < "+(n-1)+";\n\n // In parallel, construct four corners for all four components in\n // packed 2x2 cell.\n vec4 topLeft = vec4(\n getAValue(b, sourceFloorRC.x, sourceFloorRC.y, d),\n hasNextCol ? getAValue(b, sourceFloorRC.x, sourceFloorRC.y, d + 1)\n : 0.0,\n hasNextRow ? getAValue(b, sourceFloorRC.x, sourceFloorRC.z, d)\n : 0.0,\n (hasNextRow && hasNextCol) ?\n getAValue(b, sourceFloorRC.x, sourceFloorRC.z, d + 1) : 0.0);\n\n vec4 bottomLeft = vec4(\n getAValue(b, sourceCeilRC.x, sourceFloorRC.y, d),\n hasNextCol ? getAValue(b, sourceCeilRC.x, sourceFloorRC.y, d + 1)\n : 0.0,\n hasNextRow ? getAValue(b, sourceCeilRC.x, sourceFloorRC.z, d)\n : 0.0,\n (hasNextRow && hasNextCol) ?\n getAValue(b, sourceCeilRC.x, sourceFloorRC.z, d + 1) : 0.0);\n\n vec4 topRight = vec4(\n getAValue(b, sourceFloorRC.x, sourceCeilRC.y, d),\n hasNextCol ? getAValue(b, sourceFloorRC.x, sourceCeilRC.y, d + 1)\n : 0.0,\n hasNextRow ? getAValue(b, sourceFloorRC.x, sourceCeilRC.z, d)\n : 0.0,\n (hasNextRow && hasNextCol) ?\n getAValue(b, sourceFloorRC.x, sourceCeilRC.z, d + 1) : 0.0);\n\n vec4 bottomRight = vec4(\n getAValue(b, sourceCeilRC.x, sourceCeilRC.y, d),\n hasNextCol ? getAValue(b, sourceCeilRC.x, sourceCeilRC.y, d + 1)\n : 0.0,\n hasNextRow ? getAValue(b, sourceCeilRC.x, sourceCeilRC.z, d)\n : 0.0,\n (hasNextRow && hasNextCol) ?\n getAValue(b, sourceCeilRC.x, sourceCeilRC.z, d + 1) : 0.0);\n\n vec3 fracRC = sourceFracIndexRC - vec3(sourceFloorRC);\n\n vec4 top = mix(topLeft, topRight, fracRC.yyzz);\n vec4 bottom = mix(bottomLeft, bottomRight, fracRC.yyzz);\n vec4 newValue = mix(top, bottom, fracRC.x);\n\n setOutput(newValue);\n }\n "}(e.shape,t,n,i):new function(e,t,n,i){this.variableNames=["A"],this.outputShape=[];var o=e[0],a=e[1],r=e[2],s=e[3];this.outputShape=[o,t,n,s];var l=[i&&t>1?a-1:a,i&&n>1?r-1:r],c=[i&&t>1?t-1:t,i&&n>1?n-1:n];this.userCode="\n const vec2 effectiveInputOverOutputRatioRC = vec2(\n "+l[0]/c[0]+",\n "+l[1]/c[1]+");\n const vec2 inputShapeRC = vec2("+a+".0, "+r+".0);\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n ivec2 yRC = coords.yz;\n\n // Fractional source index.\n vec2 sourceFracIndexRC = vec2(yRC) * effectiveInputOverOutputRatioRC;\n\n // Compute the four integer indices.\n ivec2 sourceFloorRC = ivec2(sourceFracIndexRC);\n ivec2 sourceCeilRC = ivec2(\n min(inputShapeRC - 1.0, ceil(sourceFracIndexRC)));\n\n float topLeft = getA(b, sourceFloorRC.x, sourceFloorRC.y, d);\n float bottomLeft = getA(b, sourceCeilRC.x, sourceFloorRC.y, d);\n float topRight = getA(b, sourceFloorRC.x, sourceCeilRC.y, d);\n float bottomRight = getA(b, sourceCeilRC.x, sourceCeilRC.y, d);\n\n vec2 fracRC = sourceFracIndexRC - vec2(sourceFloorRC);\n\n float top = topLeft + (topRight - topLeft) * fracRC.y;\n float bottom = bottomLeft + (bottomRight - bottomLeft) * fracRC.y;\n float newValue = top + (bottom - top) * fracRC.x;\n\n setOutput(newValue);\n }\n "}(e.shape,t,n,i);return this.compileAndRun(o,[e],"float32")},t.prototype.resizeBilinearBackprop=function(e,t,n){var i=new function(e,t,n){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t.shape;var i=t.shape,o=i[1],a=i[2],r=e.shape,s=r[1],l=r[2],c=[n&&s>1?o-1:o,n&&l>1?a-1:a],u=[n&&s>1?s-1:s,n&&l>1?l-1:l],d=c[0]/u[0],f=c[1]/u[1],m=1/d,p=1/f,h=2*Math.ceil(m)+2,g=2*Math.ceil(p)+2;this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n int r = coords[1];\n int c = coords[2];\n\n float accumulator = 0.0;\n\n const float heightScale = float("+d+");\n const float widthScale = float("+f+");\n\n const float invHeightScale = float("+m+");\n const float invWidthScale = float("+p+");\n\n const int winHeight = int("+h+");\n const int winWidth = int("+g+");\n\n // Compute bounds for where in dy we will look\n float startRLerp = floor(float(r) * invHeightScale);\n int startDyR = int(startRLerp - float(winHeight / 2));\n\n float startCLerp = floor(float(c) * invWidthScale);\n int startDyC = int(startCLerp - float(winWidth / 2));\n\n // Loop over dy\n for (int dyROffset = 0; dyROffset < winHeight; dyROffset++) {\n int dyR = dyROffset + startDyR;\n\n // Guard against the window exceeding the bounds of dy\n if (dyR < 0 || dyR >= "+s+") {\n continue;\n }\n\n for (int dyCOffset = 0; dyCOffset < winWidth; dyCOffset++) {\n int dyC = dyCOffset + startDyC;\n\n // Guard against the window exceeding the bounds of dy\n if (dyC < 0 || dyC >= "+l+") {\n continue;\n }\n\n float dxR = float(dyR) * heightScale;\n int topDxRIndex = int(floor(dxR));\n int bottomDxRIndex = int(min(ceil(dxR), "+(o-1)+".0));\n float dxRLerp = dxR - float(topDxRIndex);\n float inverseDxRLerp = 1.0 - dxRLerp;\n\n float dxC = float(dyC) * widthScale;\n int leftDxCIndex = int(floor(dxC));\n int rightDxCIndex = int(min(ceil(dxC), "+(a-1)+".0));\n float dxCLerp = dxC - float(leftDxCIndex);\n float inverseDxCLerp = 1.0 - dxCLerp;\n\n if (r == topDxRIndex && c == leftDxCIndex) {\n // topLeft\n accumulator +=\n getDy(b, dyR, dyC, d) * inverseDxRLerp * inverseDxCLerp;\n }\n\n if (r == topDxRIndex && c == rightDxCIndex) {\n // topRight\n accumulator += getDy(b, dyR, dyC, d) * inverseDxRLerp * dxCLerp;\n }\n\n if (r == bottomDxRIndex && c == leftDxCIndex) {\n // bottomLeft\n accumulator += getDy(b, dyR, dyC, d) * dxRLerp * inverseDxCLerp;\n }\n\n if (r == bottomDxRIndex && c == rightDxCIndex) {\n // bottomRight\n accumulator += getDy(b, dyR, dyC, d) * dxRLerp * dxCLerp;\n }\n }\n }\n // End loop over dy\n\n setOutput(accumulator);\n }\n "}(e,t,n);return this.compileAndRun(i,[e])},t.prototype.resizeNearestNeighbor=function(e,t,n,i){var o=new function(e,t,n,i){this.variableNames=["A"],this.outputShape=[];var o=e[0],a=e[1],r=e[2],s=e[3];this.outputShape=[o,t,n,s];var l=[i&&t>1?a-1:a,i&&n>1?r-1:r],c=[i&&t>1?t-1:t,i&&n>1?n-1:n],u=i?"0.5":"0.0";this.userCode="\n const vec2 effectiveInputOverOutputRatioRC = vec2(\n "+l[0]/c[0]+",\n "+l[1]/c[1]+");\n const vec2 inputShapeRC = vec2("+a+".0, "+r+".0);\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n ivec2 yRC = coords.yz;\n\n // Fractional source index.\n vec2 sourceFracIndexRC = vec2(yRC) * effectiveInputOverOutputRatioRC;\n\n // Compute the coordinators of nearest neighbor point.\n ivec2 sourceNearestRC = ivec2(\n min(inputShapeRC - 1.0, floor(sourceFracIndexRC + "+u+")));\n\n float newValue = getA(b, sourceNearestRC.x, sourceNearestRC.y, d);\n\n setOutput(newValue);\n }\n "}(e.shape,t,n,i);return this.compileAndRun(o,[e])},t.prototype.resizeNearestNeighborBackprop=function(e,t,n){var i=new function(e,t,n){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t.shape;var i=t.shape,o=i[1],a=i[2],r=e.shape,s=r[1],l=r[2],c=[n&&s>1?o-1:o,n&&l>1?a-1:a],u=[n&&s>1?s-1:s,n&&l>1?l-1:l],d=c[0]/u[0],f=c[1]/u[1],m=1/d,p=1/f,h=2*Math.ceil(m)+2,g=2*Math.ceil(p)+2;this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n int r = coords[1];\n int c = coords[2];\n\n float accumulator = 0.0;\n\n const float heightScale = float("+d+");\n const float widthScale = float("+f+");\n\n const float invHeightScale = float("+m+");\n const float invWidthScale = float("+p+");\n\n const int winHeight = int("+h+");\n const int winWidth = int("+g+");\n\n // Compute bounds for where in dy we will look\n float startRLerp = floor(float(r) * invHeightScale);\n int startDyR = int(floor(startRLerp - float(winHeight / 2)));\n\n float startCLerp = floor(float(c) * invWidthScale);\n int startDyC = int(floor(startCLerp - float(winWidth / 2)));\n\n // Loop over dy\n for (int dyROffset = 0; dyROffset < winHeight; dyROffset++) {\n int dyR = dyROffset + startDyR;\n\n // Guard against the window exceeding the bounds of dy\n if (dyR < 0 || dyR >= "+s+") {\n continue;\n }\n\n for (int dyCOffset = 0; dyCOffset < winWidth; dyCOffset++) {\n int dyC = dyCOffset + startDyC;\n\n // Guard against the window exceeding the bounds of dy\n if (dyC < 0 || dyC >= "+l+") {\n continue;\n }\n\n float sourceFracRow =\n float("+c[0]+") *\n (float(dyR) / float("+u[0]+"));\n\n float sourceFracCol =\n float("+c[1]+") *\n (float(dyC) / float("+u[1]+"));\n\n int sourceNearestRow = int(min(\n float(int("+o+") - 1),\n "+n+" ? float(round(sourceFracRow)) :\n float(floor(sourceFracRow))));\n\n int sourceNearestCol = int(min(\n float(int("+a+") - 1),\n "+n+" ? float(round(sourceFracCol)) :\n float(floor(sourceFracCol))));\n\n if (r == sourceNearestRow && c == sourceNearestCol) {\n accumulator += getDy(b, dyR, dyC, d);\n }\n }\n }\n // End loop over dy\n\n setOutput(accumulator);\n }\n "}(e,t,n);return this.compileAndRun(i,[e])},t.prototype.multinomial=function(e,t,n,i){var o=t?e:xo(e),a=o.shape[0],r=o.shape[1],s=new sr(a,r,n),l=s.getCustomSetupFunc(i);return this.compileAndRun(s,[o],"int32",l)},t.prototype.oneHot=function(e,t,n,i){var o=new function(e,t,n,i){this.variableNames=["indices"],this.outputShape=[e,t],this.userCode="\n void main() {\n ivec2 coords = getOutputCoords();\n int index = round(getIndices(coords.x));\n setOutput(mix(float("+i+"), float("+n+"),\n float(index == coords.y)));\n }\n "}(e.size,t,n,i);return this.compileAndRun(o,[e])},t.prototype.diag=function(e){var t=new function(e){this.variableNames=["X"],this.outputShape=[e,e],this.userCode="\n void main() {\n ivec2 coords = getOutputCoords();\n float val = coords[0] == coords[1] ? getX(coords[0]) : 0.0;\n setOutput(val);\n }\n "}(e.size);return this.compileAndRun(t,[e])},t.prototype.nonMaxSuppression=function(e,t,n,i,o){return Jt("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead"),Ko(e.dataSync(),t.dataSync(),n,i,o)},t.prototype.cropAndResize=function(e,t,n,i,o,a){var r=new function(e,t,n,i,o){this.variableNames=["Image","Boxes","BoxInd"],this.outputShape=[];var a=e[0],r=e[1],s=e[2],l=e[3],c=t[0],u=n[0],d=n[1];this.outputShape=[c,u,d,l];var f="bilinear"===i?1:0,m=[r-1+".0",s-1+".0"],p=m[0],h=m[1],g=u>1?[""+(r-1)/(u-1),"(y2-y1) * height_ratio","y1*"+p+" + float(y)*(height_scale)"]:["0.0","0.0","0.5 * (y1+y2) * "+p],A=g[0],y=g[1],v=g[2],b=d>1?[""+(s-1)/(d-1),"(x2-x1) * width_ratio","x1*"+h+" + float(x)*(width_scale)"]:["0.0","0.0","0.5 * (x1+x2) * "+h],w=b[0],_=b[1],x=b[2];this.userCode="\n const float height_ratio = float("+A+");\n const float width_ratio = float("+w+");\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int y = coords[1];\n int x = coords[2];\n int d = coords[3];\n\n // get box vals\n float y1 = getBoxes(b,0);\n float x1 = getBoxes(b,1);\n float y2 = getBoxes(b,2);\n float x2 = getBoxes(b,3);\n\n // get image in batch index\n int bInd = round(getBoxInd(b));\n if(bInd < 0 || bInd >= "+a+") {\n return;\n }\n\n float height_scale = "+y+";\n float width_scale = "+_+";\n\n float in_y = "+v+";\n if( in_y < 0.0 || in_y > "+p+" ) {\n setOutput(float("+o+"));\n return;\n }\n float in_x = "+x+";\n if( in_x < 0.0 || in_x > "+h+" ) {\n setOutput(float("+o+"));\n return;\n }\n\n vec2 sourceFracIndexCR = vec2(in_x,in_y);\n if("+f+" == 1) {\n // Compute the four integer indices.\n ivec2 sourceFloorCR = ivec2(sourceFracIndexCR);\n ivec2 sourceCeilCR = ivec2(ceil(sourceFracIndexCR));\n\n float topLeft = getImage(b, sourceFloorCR.y, sourceFloorCR.x, d);\n float bottomLeft = getImage(b, sourceCeilCR.y, sourceFloorCR.x, d);\n float topRight = getImage(b, sourceFloorCR.y, sourceCeilCR.x, d);\n float bottomRight = getImage(b, sourceCeilCR.y, sourceCeilCR.x, d);\n\n vec2 fracCR = sourceFracIndexCR - vec2(sourceFloorCR);\n\n float top = topLeft + (topRight - topLeft) * fracCR.x;\n float bottom = bottomLeft + (bottomRight - bottomLeft) * fracCR.x;\n float newValue = top + (bottom - top) * fracCR.y;\n setOutput(newValue);\n } else {\n // Compute the coordinators of nearest neighbor point.\n ivec2 sourceNearestCR = ivec2(floor(\n sourceFracIndexCR + vec2(0.5,0.5)));\n float newValue = getImage(b, sourceNearestCR.y, sourceNearestCR.x, d);\n setOutput(newValue);\n }\n }\n "}(e.shape,t.shape,i,o,a);return this.compileAndRun(r,[e,t,n],"float32")},t.prototype.depthToSpace=function(e,t,n){C(t>1,function(){return"blockSize should be > 1 for depthToSpace, but was: "+t});var i=e.shape[0],o="NHWC"===n?e.shape[1]:e.shape[2],a="NHWC"===n?e.shape[2]:e.shape[3],r="NHWC"===n?e.shape[3]:e.shape[1],s=o*t,l=a*t,c=r/(t*t),u=new Pa("NHWC"===n?[i,s,l,c]:[i,c,s,l],t,n);return this.compileAndRun(u,[e])},t.prototype.split=function(e,t,n){return na(e,t,n)},t.prototype.scatterND=function(e,t,n){var i=po(0,e,n),o=i.sliceRank,a=i.numUpdates,r=i.sliceSize,s=i.strides,l=i.outputSize,c=[l/r,r],u=e.reshape([a,o]),d=t.reshape([a,r]);if(0===l)return Uo(yn([]),n);var f=bn(0),m=new ur(a,o,u.rank,d.rank,s,c);return this.compileAndRun(m,[d,u,f]).reshape(n)},t.prototype.sparseToDense=function(e,t,n,i){var o=po(0,e,n),a=o.sliceRank,r=o.numUpdates,s=o.strides,l=o.outputSize,c=new ur(r,a,e.rank,t.rank,s,[l,1],!1);return this.compileAndRun(c,[t,e,i]).reshape(n)},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,t){var n=this.texData.get(e.dataId),i=new Fa("return real * expR - imag * expI;",e.shape,t),o=new Fa("return real * expI + imag * expR;",e.shape,t),a=[this.makeComplexComponentTensorInfo(e,n.complexTensors.real),this.makeComplexComponentTensorInfo(e,n.complexTensors.imag)],r=this.compileAndRun(i,a),s=this.compileAndRun(o,a),l=this.complex(r,s).as2D(e.shape[0],e.shape[1]);return r.dispose(),s.dispose(),l},t.prototype.gatherND=function(e,t){var n=t.shape,i=n[n.length-1],o=lo(e,t),a=o[0],r=o[1],s=o[2],l=o[3],c=t.reshape([r,i]),u=e.reshape([e.size/s,s]),d=new function(e,t,n){this.sliceDim=e,this.strides=t,this.variableNames=["x","indices"],this.outputShape=n;var i=va(t.length),o=va(n.length),a=this.sliceDim>1?"strides[j]":"strides";this.userCode="\n "+i+" strides = "+i+"("+this.strides+");\n void main() {\n "+o+" coords = getOutputCoords();\n int flattenIndex = 0;\n for (int j = 0; j < "+this.sliceDim+"; j++) {\n int index = round(getIndices(coords[0], j));\n flattenIndex += index * "+a+";\n }\n setOutput(getX(flattenIndex, coords[1]));\n }\n "}(i,l,[r,s]);return this.compileAndRun(d,[u,c]).reshape(a)},t.prototype.fill=function(e,t,n){if("string"===(n=n||Z(t))){var i=z(n,S(e));return i.fill(t),ze.makeTensor(i,e,n,this)}var o=new za(e,t),a=o.getCustomSetupFunc(t);return this.compileAndRun(o,[],n,a)},t.prototype.onesLike=function(e){if("string"===e.dtype)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,"string"===e.dtype?"":0,e.dtype)},t.prototype.linspace=function(e,t,n){return qo(e,t,n)},t.prototype.makeTensorInfo=function(e,t){var n=this.write(null,e,t);return this.texData.get(n).usage=null,{dataId:n,shape:e,dtype:t}},t.prototype.makeOutput=function(e,t){var n=this.makeTensorInfo(e,t).dataId;return ze.makeTensorFromDataId(n,e,t,this)},t.prototype.unpackTensor=function(e){var t=new function(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!1,this.outputShape=e;var t=e.length,n=sa("rc",t),i=va(t),o=function(e,t){if(1===e)return"rc";for(var n="",i=0;i "+t[0];for(var i="",o=e-2;o= "+t[o],o= "+t+";\n bool rEdge = rp1 >= "+n+";\n "}(t,e[e.length-1],e[e.length-2],n),r=function(e,t){var n=e.length,i=function(e,t){for(var n=[],i=0;i<=1;i++)for(var o=0;o<=1;o++){for(var a=(0===i?"r":"rp1")+", "+(0===o?"c":"cp1"),r=2;r= "+e[0]+" ? 0. : getA(rc + 1),\n 0, 0":"getA("+i[0]+"),\n cEdge ? 0. : getA("+i[1]+"),\n rEdge ? 0. : getA("+i[2]+"),\n rEdge || cEdge ? 0. : getA("+i[3]+")"}(e,n);this.userCode="\n void main() {\n "+i+" rc = getOutputCoords();\n\n if("+o+") {\n setOutput(vec4(0));\n } else {\n "+a+"\n\n setOutput(vec4("+r+"));\n }\n }\n "}}(e.shape);return this.runWebGLProgram(t,[e],e.dtype,null,!0)},t.prototype.packedReshape=function(e,t){var n=[Dt(e.shape)].concat(Et(e.shape)),i={dtype:e.dtype,shape:n,dataId:e.dataId},o=new function(e,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e;for(var n="",i=0;i<4;i++){var o="thisRC = rc;";i%2==1&&(o+="thisRC.z += 1;"),i>1&&(o+="thisRC.y += 1;"),n+="\n "+o+"\n "+(i>0?"if(thisRC.y < rows && thisRC.z < cols){":"")+"\n int flatIndex = getFlatIndex(thisRC);\n\n ivec3 inputRC = inputCoordsFromReshapedOutCoords(flatIndex);\n vec2 inputRCInnerDims = vec2(float(inputRC.y),float(inputRC.z));\n\n result["+i+"] =\n getChannel(getA(inputRC.x, inputRC.y, inputRC.z), inputRCInnerDims);\n "+(i>0?"}":"")+"\n "}this.userCode="\n \n ivec3 inputCoordsFromReshapedOutCoords(int index) {\n "+ca(["r","c","d"],t)+"\n return ivec3(r, c, d);\n }\n \n "+ua(e)+"\n\n void main() {\n ivec3 rc = getOutputCoords();\n\n vec4 result = vec4(0.);\n\n ivec3 thisRC;\n int rows = "+e[1]+";\n int cols = "+e[2]+";\n\n "+n+"\n\n setOutput(result);\n }\n "}([Dt(t)].concat(Et(t)),n),a=this.runWebGLProgram(o,[i],e.dtype,null,!0);return{dataId:a.dataId,shape:t,dtype:a.dtype}},t.prototype.decode=function(e){var t,n=this.texData.get(e),i=n.isPacked,o=n.shape,a=n.dtype,r=Tt(o);return t=i?new function(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outPackingScheme=Ue.DENSE;var t=Ke(e),n=la();this.outputShape=e,this.userCode="\n ivec3 outCoordsFromFlatIndex(int index) {\n "+ca(["r","c","d"],e)+"\n return ivec3(r, c, d);\n }\n\n void main() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+t[0]+", "+t[1]+"));\n int index = 4 * (resTexRC.x * "+t[1]+" + resTexRC.y);\n\n vec4 result = vec4(0.);\n\n for (int i=0; i<4; i++) {\n int flatIndex = index + i;\n ivec3 rc = outCoordsFromFlatIndex(flatIndex);\n result[i] = getChannel(getA(rc.x, rc.y, rc.z), vec2(rc.y, rc.z));\n }\n\n "+n.output+" = result;\n }\n "}(r):new function(e){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0,this.outPackingScheme=Ue.DENSE;var t=Ke(e),n=la();this.outputShape=e,this.userCode="\n ivec3 outCoordsFromFlatIndex(int index) {\n "+ca(["r","c","d"],e)+"\n return ivec3(r, c, d);\n }\n\n void main() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+t[0]+", "+t[1]+"));\n int index = 4 * (resTexRC.x * "+t[1]+" + resTexRC.y);\n\n vec4 result = vec4(0.);\n\n for (int i=0; i<4; i++) {\n int flatIndex = index + i;\n ivec3 rc = outCoordsFromFlatIndex(flatIndex);\n result[i] = getA(rc.x, rc.y, rc.z);\n }\n\n "+n.output+" = result;\n }\n "}(r),{dtype:a,shape:o,dataId:this.runWebGLProgram(t,[{shape:r,dtype:a,dataId:e}],a,null,!0).dataId}},t.prototype.runWebGLProgram=function(e,t,n,i,o){var a=this;void 0===o&&(o=!1);var r=this.makeTensorInfo(e.outputShape,n),s=this.texData.get(r.dataId);if(e.packedOutput&&(s.isPacked=!0),e.outPackingScheme===Ue.DENSE){var l=Ke(e.outputShape);s.texShape=l.map(function(e){return 2*e})}if(null!=e.outTexUsage&&(s.usage=e.outTexUsage),0===S(r.shape))return s.values=F(r.dtype,0),r;var c=[],d=t.map(function(t){if("complex64"===t.dtype)throw new Error("GPGPUProgram does not support complex64 input. For complex64 dtypes, please separate the program into real and imaginary parts.");var n=a.texData.get(t.dataId);if(null==n.texture){if(!e.packedInputs&&S(t.shape)<=u().getNumber("WEBGL_SIZE_UPLOAD_UNIFORM"))return{shape:t.shape,texData:null,isUniform:!0,uniformValues:n.values};e.packedInputs&&(n.isPacked=!0,n.shape=t.shape)}else if(!!n.isPacked!=!!e.packedInputs)t=n.isPacked?a.unpackTensor(t):a.packTensor(t),c.push(t),n=a.texData.get(t.dataId);else if(n.isPacked&&!Nt(n.shape,t.shape)){var i=t,o=t.shape;t.shape=n.shape,t=a.packedReshape(t,o),c.push(t),n=a.texData.get(t.dataId),i.shape=o}return a.uploadToGPU(t.dataId),{shape:t.shape,texData:n,isUniform:!1}});this.uploadToGPU(r.dataId);var f,m={shape:r.shape,texData:s,isUniform:!1},p=function(e,t,n){var i="";d.concat(n).forEach(function(e){var t=null!=e.texData&&null!=e.texData.slice&&e.texData.slice.flatOffset>0,n=e.isUniform?"uniform":e.texData.texShape;i+=e.shape+"_"+n+"_"+t});var o=e.userCode;return 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n=tn(e,"x","tile",null);C(n.rank===t.length,function(){return"Error in transpose: rank of input "+n.rank+" must match length of reps "+t+"."});var i=[n],o={x:n},a={reps:t};return ze.runKernelFunc(function(e,i){var o=e.tile(n,t);return i([n]),o},o,null,"Tile",a,i)}}),_s=pn({eye_:function(e,t,n,i){void 0===i&&(i="float32"),null==t&&(t=e);for(var o=zn([e,t],i),a=e<=t?e:t,r=0;r2)throw new Error("Rank of probabilities must be 1 or 2, but is "+r);n=n||Math.random();var s=1===r?o.as2D(1,-1):o,l=ze.runKernelFunc(function(e){return e.multinomial(s,i,t,n)},{logits2D:s});return 1===r?l.as1D():l}}),Cs=pn({oneHot_:function(e,t,n,i){if(void 0===n&&(n=1),void 0===i&&(i=0),t<2)throw new Error("Error in oneHot: depth must be >=2, but it is "+t);var o=tn(e,"indices","oneHot","int32"),a=o.shape.concat([t]),r={indices:o=o.flatten()},s={depth:t,onValue:n,offValue:i};return ze.runKernelFunc(function(e,a){return a([o]),e.oneHot(o,t,n,i)},r,null,"OneHot",s).reshape(a)}}),ks=pn({pad_:function(e,t,n){void 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h=a.shape.slice(0,-2).concat([c,u]),g=n?a.as3D(m,s,c):a.as3D(m,c,s),A=i?r.as3D(p,u,l):r.as3D(p,l,u),y={transposeA:n,transposeB:i};return ze.runKernelFunc(function(e,t){var o=e.batchMatMul(g,A,n,i);return t([g,A]),o},{a:g,b:A},function(e,t){var o=t,a=o[0],r=o[1];return n||i?!n&&i?{a:function(){return e.matMul(r,!1,!1)},b:function(){return e.matMul(a,!0,!1)}}:n&&!i?{a:function(){return r.matMul(e,!1,!0)},b:function(){return a.matMul(e,!1,!1)}}:{a:function(){return r.matMul(e,!0,!0)},b:function(){return e.matMul(a,!0,!0)}}:{a:function(){return e.matMul(r,!1,!0)},b:function(){return a.matMul(e,!0,!1)}}},"BatchMatMul",y).reshape(h)}}),_l=pn({dot_:function(e,t){var n=tn(e,"t1","dot"),i=tn(t,"t2","dot");C(!(1!==n.rank&&2!==n.rank||1!==i.rank&&2!==i.rank),function(){return"Error in dot: inputs must all be rank 1 or 2, but got ranks "+n.rank+" and "+i.rank+"."});var o=1===n.rank?n.size:n.shape[1],a=1===i.rank?i.size:i.shape[0];return C(o===a,function(){return"Error in dot: inner dimensions of 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i=tn(e,"images","resizeNearestNeighbor");C(3===i.rank||4===i.rank,function(){return"Error in resizeNearestNeighbor: x must be rank 3 or 4, but got rank "+i.rank+"."}),C(2===t.length,function(){return"Error in resizeNearestNeighbor: new shape must 2D, but got shape "+t+"."}),C("float32"===i.dtype||"int32"===i.dtype,function(){return"`images` must have `int32` or `float32` as dtype"});var o=i,a=!1;3===i.rank&&(a=!0,o=i.as4D(1,i.shape[0],i.shape[1],i.shape[2]));var r=t[0],s=t[1],l=ze.runKernelFunc(function(e,t){return t([o]),e.resizeNearestNeighbor(o,r,s,n)},{batchImages:o},function(e,t){return{batchImages:function(){return ze.runKernelFunc(function(i){return i.resizeNearestNeighborBackprop(e,t[0],n)},{})}}});return a?l.as3D(l.shape[1],l.shape[2],l.shape[3]):l}}),Gc=pn({nonMaxSuppression_:function(e,t,n,i,o){void 0===i&&(i=.5),void 0===o&&(o=Number.NEGATIVE_INFINITY);var a=tn(e,"boxes","nonMaxSuppression"),r=tn(t,"scores","nonMaxSuppression"),s=Yc(a,r,n,i,o);n=s.maxOutputSize,i=s.iouThreshold,o=s.scoreThreshold;var l={maxOutputSize:n,iouThreshold:i,scoreThreshold:o};return ze.runKernelFunc(function(e){return e.nonMaxSuppression(a,r,n,i,o)},{boxes:a,scores:r},null,"NonMaxSuppressionV3",l)}}),Zc=pn({nonMaxSuppressionWithScore_:function(e,t,n,i,o,a){void 0===i&&(i=.5),void 0===o&&(o=Number.NEGATIVE_INFINITY),void 0===a&&(a=0);var r=tn(e,"boxes","nonMaxSuppression"),s=tn(t,"scores","nonMaxSuppression"),l=Yc(r,s,n,i,o,a),c={maxOutputSize:n=l.maxOutputSize,iouThreshold:i=l.iouThreshold,scoreThreshold:o=l.scoreThreshold,softNmsSigma:a=l.softNmsSigma},u=ze.runKernel("NonMaxSuppressionV5",{boxes:r,scores:s},c);return{selectedIndices:u[0],selectedScores:u[1]}}}),Kc=pn({cropAndResize_:function(e,t,n,i,o,a){var r=tn(e,"image","cropAndResize"),s=tn(t,"boxes","cropAndResize","float32"),l=tn(n,"boxInd","cropAndResize","int32");o=o||"bilinear",a=a||0;var c=s.shape[0];return C(4===r.rank,function(){return"Error in cropAndResize: image must be rank 4,but got rank "+r.rank+"."}),C(2===s.rank&&4===s.shape[1],function(){return"Error in cropAndResize: boxes must be have size ["+c+",4] but had shape "+s.shape+"."}),C(1===l.rank&&l.shape[0]===c,function(){return"Error in cropAndResize: boxInd must be have size ["+c+"] but had shape "+s.shape+"."}),C(2===i.length,function(){return"Error in cropAndResize: cropSize must be of length 2, but got length "+i.length+"."}),C(i[0]>=1&&i[1]>=1,function(){return"cropSize must be atleast [1,1], but was "+i}),C("bilinear"===o||"nearest"===o,function(){return"method must be bilinear or nearest, but was "+o}),ze.runKernelFunc(function(e,t){return e.cropAndResize(r,s,l,i,o,a)},{images:r,boxes:s,boxInd:l},null,"CropAndResize",{method:o,extrapolationValue:a,cropSize:i})}}),Xc=Object.freeze({resizeBilinear:Qc,resizeNearestNeighbor:Wc,nonMaxSuppression:Gc,nonMaxSuppressionAsync:function(e,t,n,i,o){return void 0===i&&(i=.5),void 0===o&&(o=Number.NEGATIVE_INFINITY),s(this,void 0,void 0,function(){var a,r,s,c,u,d,f;return l(this,function(l){switch(l.label){case 0:return a=tn(e,"boxes","nonMaxSuppressionAsync"),r=tn(t,"scores","nonMaxSuppressionAsync"),s=Yc(a,r,n,i,o),n=s.maxOutputSize,i=s.iouThreshold,o=s.scoreThreshold,[4,Promise.all([a.data(),r.data()])];case 1:return c=l.sent(),u=c[0],d=c[1],f=Ko(u,d,n,i,o),a!==e&&a.dispose(),r!==t&&r.dispose(),[2,f]}})})},nonMaxSuppressionWithScore:Zc,nonMaxSuppressionWithScoreAsync:function(e,t,n,i,o,a){return void 0===i&&(i=.5),void 0===o&&(o=Number.NEGATIVE_INFINITY),void 0===a&&(a=0),s(this,void 0,void 0,function(){var r,s,c,u,d,f,m;return l(this,function(l){switch(l.label){case 0:return r=tn(e,"boxes","nonMaxSuppressionAsync"),s=tn(t,"scores","nonMaxSuppressionAsync"),c=Yc(r,s,n,i,o,a),n=c.maxOutputSize,i=c.iouThreshold,o=c.scoreThreshold,a=c.softNmsSigma,[4,Promise.all([r.data(),s.data()])];case 1:return u=l.sent(),d=u[0],f=u[1],m=Xo(d,f,n,i,o,a),r!==e&&r.dispose(),s!==t&&s.dispose(),[2,m]}})})},cropAndResize:Kc}),Jc=function(e,t){return!(e>0)||"linear"===t},$c=function(e,t,n){if(null==n||"linear"===n)return e;if("relu"===n)return e.mul(t.step());throw new Error("Gradient for activation "+n+" has not been implemented yet.")},eu=function(e,t){var n=t,i=li(e.shape,t.shape);return i.length>0&&(n=n.sum(i)),n.reshape(e.shape)},tu=function(e,t,n){if("linear"===t)return e;if("relu"===t)return ic(e);if("elu"===t)return ec(e);if("relu6"===t)return oc(e);if("prelu"===t)return nc(e,n);throw new Error("Unknown fused activation "+t+".")},nu=pn({fusedMatMul_:function(e){var t,n=e.a,i=e.b,o=e.transposeA,a=void 0!==o&&o,r=e.transposeB,s=void 0!==r&&r,l=e.bias,c=e.activation,u=void 0===c?"linear":c,d=e.preluActivationWeights;if(!1===Jc(ze.state.gradientDepth,u)){var f=wl(n,i,a,s);return null!=l&&(f=ri(f,l)),tu(f,u,d)}var m=tn(n,"a","fused matMul"),p=tn(i,"b","fused matMul");t=Ie(m,p),m=t[0],p=t[1];var h=a?m.shape[m.rank-2]:m.shape[m.rank-1],g=s?p.shape[p.rank-1]:p.shape[p.rank-2],A=a?m.shape[m.rank-1]:m.shape[m.rank-2],y=s?p.shape[p.rank-2]:p.shape[p.rank-1],v=m.shape.slice(0,-2),b=p.shape.slice(0,-2),w=S(v),_=S(b);C(m.rank>=2&&p.rank>=2&&m.rank===p.rank,function(){return"Error in fused matMul: inputs must have the same rank of at least 2, got ranks "+m.rank+" and "+p.rank+"."}),C(D(v,b),function(){return"Error in fused matMul: outer dimensions ("+v+") and ("+b+") of Tensors with shapes "+m.shape+" and "+p.shape+" must match."}),C(h===g,function(){return"Error in fused matMul: inner shapes ("+h+") and ("+g+") of Tensors with shapes "+m.shape+" and "+p.shape+" and transposeA="+a+" and transposeB="+s+" must match."});var x,k,M=m.shape.slice(0,-2).concat([A,y]),B=a?m.as3D(w,h,A):m.as3D(w,A,h),E=s?p.as3D(_,y,g):p.as3D(_,g,y);null!=l&&ci(M,(x=Ie(x=tn(l,"bias","fused matMul"),m)[0]).shape),null!=d&&(k=tn(d,"prelu weights","fused matMul"));var T={a:B,b:E};null!=l&&(T.bias=x),null!=d&&(T.preluActivationWeights=k);var I=[B,E];return ze.runKernelFunc(function(e,t){var n=e.fusedBatchMatMul({a:B,b:E,transposeA:a,transposeB:s,bias:x,activation:u,preluActivationWeights:k});return t([B,E,n]),n},T,function(e,t){var n=t[0],i=t[1],o=t[2],r=$c(e,o,u),c={};return null!=l&&(c={bias:function(){return eu(x,r)}}),a||s?!a&&s?Object.assign({a:function(){return r.matMul(i,!1,!1)},b:function(){return r.matMul(n,!0,!1)}},c):a&&!s?Object.assign({a:function(){return i.matMul(r,!1,!0)},b:function(){return n.matMul(r,!1,!1)}},c):Object.assign({a:function(){return i.matMul(r,!0,!0)},b:function(){return r.matMul(n,!0,!0)}},c):Object.assign({a:function(){return r.matMul(i,!1,!0)},b:function(){return n.matMul(r,!0,!1)}},c)},"_FusedMatMul",{transposeA:a,transposeB:s,activation:u},I,[!0]).reshape(M)}}),iu=pn({fusedConv2d_:function(e){var t=e.x,n=e.filter,i=e.strides,o=e.pad,a=e.dataFormat,r=void 0===a?"NHWC":a,s=e.dilations,l=void 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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. 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t=this.readSync(e.dataId),n=new Uint8Array(t.length),i=0;i.5?n[i]=Math.ceil(t[i]):n[i]=o%2==0?o:o+1}return this.makeOutput(n,e.shape,"float32")},t.prototype.exp=function(e){su(e,"exp");for(var t=this.readSync(e.dataId),n=new Float32Array(t.length),i=0;i=0?o:Math.exp(o)-1}return this.makeOutput(t,e.shape,"float32")},t.prototype.eluDer=function(e,t){su([e,t],"eluDer");for(var n=new Float32Array(t.size),i=this.readSync(t.dataId),o=this.readSync(e.dataId),a=0;a=1?o[a]:o[a]*(r+1)}return this.makeOutput(n,t.shape,"float32")},t.prototype.selu=function(e){su(e,"selu");for(var t=new Float32Array(e.size),n=this.readSync(e.dataId),i=0;i=0?1.0507009873554805*o:1.7580993408473768*(Math.exp(o)-1)}return this.makeOutput(t,e.shape,"float32")},t.prototype.clip=function(e,t,n){su(e,"clip");for(var i=new Float32Array(e.size),o=this.readSync(e.dataId),a=0;an?n:r-t,s=i[o]0?1:t}return this.makeOutput(n,e.shape,"float32")},t.prototype.fusedConv2d=function(e){var t=e.input,n=e.filter,i=e.convInfo,o=e.bias,a=e.activation,r=e.preluActivationWeights,s=this.conv2d(t,n,i);return o&&(s=this.add(s,o)),a&&(s=uu(this,s,a,r)),s},t.prototype.conv2d=function(e,t,n){su([e,t],"conv2d");for(var i=n.filterHeight,o=n.filterWidth,a=n.dilationHeight,r=n.dilationWidth,s=n.padInfo.left,l=n.padInfo.top,c="channelsLast"===n.dataFormat,u=zn(n.outShape,e.dtype),d=e.strides[0],f=c?e.strides[1]:e.strides[2],m=c?e.strides[2]:1,p=c?1:e.strides[1],h=u.strides[0],g=c?u.strides[1]:u.strides[2],A=c?u.strides[2]:1,y=c?1:u.strides[1],v=this.readSync(e.dataId),b=this.readSync(t.dataId),w=u.values,_=0;_=n.inHeight))for(var E=S*t.strides[0],T=x+D*f,I=0;I=n.inWidth))for(var P=T+O*m,F=E+j*t.strides[1],z=0;z=n.inDepth))for(var C=_*t.strides[0],k=A+x*e.strides[1],M=0;M=n.inHeight))for(var T=C+D*t.strides[1],I=k+E*e.strides[2],L=0;L=n.inWidth))for(var F=T+O*t.strides[2],z=I+P*n.inChannels,R=F,V=0;V=n.inHeight))for(var _=b*t.strides[0],x=h+w*e.strides[1],C=0;C=n.inWidth))for(var D=_+B*t.strides[1],E=x+S*n.inChannels,T=k,I=D,L=0;L=i.outHeight||Math.floor(C)!==C))for(var k=0;k=i.outWidth||Math.floor(M)!==M)){var B=u*d-1-a.get(g,C,M,A)===x*d+k?1:0;0!==B&&(_+=h.get(g,C,M,A)*B)}}}p.set(_,g,y,v,A)}return p.toTensor()},t.prototype.avgPoolBackprop=function(e,t,n){su([e,t],"avgPoolBackprop");for(var i=n.strideHeight,o=n.strideWidth,a=n.filterHeight,r=n.filterWidth,s=n.dilationHeight,l=n.dilationWidth,c=n.effectiveFilterHeight,u=n.effectiveFilterWidth,d=u-1-n.padInfo.left,f=c-1-n.padInfo.top,m=zn(t.shape,"float32"),p=1/(a*r),h=this.bufferSync(e),g=0;g=n.outHeight||Math.floor(C)!==C))for(var k=0;k=n.outWidth||Math.floor(M)!==M||(_+=h.get(g,C,M,A))}}m.set(_*p,g,y,v,A)}return m.toTensor()},t.prototype.pool3d=function(e,t,n){su(e,"pool3d");for(var i=t.strideDepth,o=t.strideHeight,a=t.strideWidth,r=t.dilationDepth,s=t.dilationHeight,l=t.dilationWidth,c=t.effectiveFilterDepth,u=t.effectiveFilterHeight,d=t.effectiveFilterWidth,f=t.padInfo.front,m=t.padInfo.top,p=t.padInfo.left,h="max"===n?Number.NEGATIVE_INFINITY:Number.POSITIVE_INFINITY,g=this.readSync(e.dataId),A=zn(t.outShape,e.dtype),y=A.values,v=t.outShape[1]*t.outShape[2]*t.outShape[3]*t.outShape[4],b=t.outShape[2]*t.outShape[3]*t.outShape[4],w=t.outShape[3]*t.outShape[4],_=t.outShape[4],x=0;xU?U=K:"avg"===n&&(q+=K,H++),isNaN(U))break}if(isNaN(U))break}if(isNaN(U))break}y[V+M]="avg"===n?q/H:U}}}return A.toTensor()},t.prototype.avgPool3d=function(e,t){return su(e,"avgPool3d"),this.pool3d(e,t,"avg").toFloat()},t.prototype.avgPool3dBackprop=function(e,t,n){su([e,t],"avgPool3dBackprop");for(var i=n.strideDepth,o=n.strideHeight,a=n.strideWidth,r=n.filterDepth,s=n.filterHeight,l=n.filterWidth,c=n.dilationDepth,u=n.dilationHeight,d=n.dilationWidth,f=n.effectiveFilterDepth,m=n.effectiveFilterHeight,p=n.effectiveFilterWidth,h=f-1-n.padInfo.front,g=p-1-n.padInfo.left,A=m-1-n.padInfo.top,y=zn(t.shape,"float32"),v=1/(r*s*l),b=this.bufferSync(e),w=0;w=n.outDepth||Math.floor(T)!==T))for(var I=0;I=n.outHeight||Math.floor(L)!==L))for(var N=0;N=n.outWidth||Math.floor(j)!==j||(D+=b.get(w,T,L,j,_))}}}y.set(D*v,w,x,C,k,_)}return y.toTensor()},t.prototype.maxPool3d=function(e,t){return su(e,"maxPool3d"),this.pool3d(e,t,"max").toFloat()},t.prototype.maxPool3dPositions=function(e,t){for(var n=zn(t.outShape,"int32"),i=t.strideDepth,o=t.strideHeight,a=t.strideWidth,r=t.dilationDepth,s=t.dilationHeight,l=t.dilationWidth,c=t.effectiveFilterDepth,u=t.effectiveFilterHeight,d=t.effectiveFilterWidth,f=t.padInfo.front,m=t.padInfo.top,p=t.padInfo.left,h=this.bufferSync(e),g=0;g=E&&(E=F,T=L*u*d+j*u+P)}n.set(T,g,y,_,M,A)}}}return n.toTensor()},t.prototype.maxPool3dBackprop=function(e,t,n,i){su([t,n],"maxPool3dBackprop");for(var o=this.maxPool3dPositions(t,i),a=i.strideDepth,r=i.strideHeight,s=i.strideWidth,l=i.dilationDepth,c=i.dilationHeight,u=i.dilationWidth,d=i.effectiveFilterDepth,f=i.effectiveFilterHeight,m=i.effectiveFilterWidth,p=d-1-i.padInfo.front,h=m-1-i.padInfo.left,g=f-1-i.padInfo.top,A=zn(t.shape,"float32"),y=this.bufferSync(o),v=this.bufferSync(e),b=0;b=i.outDepth||Math.floor(E)!==E))for(var T=0;T=i.outHeight||Math.floor(I)!==I))for(var L=0;L=i.outWidth||Math.floor(N)!==N)){var j=d*f*m-1-y.get(b,E,I,N,w)===D*f*m+T*m+L?1:0;0!==j&&(S+=v.get(b,E,I,N,w)*j)}}}}A.set(S,b,_,x,C,w)}return A.toTensor()},t.prototype.cast=function(e,t){return Vo(e,t,this)},t.prototype.reshape=function(e,t){return Uo(e,t)},t.prototype.avgPool=function(e,t){return su(e,"avgPool"),su(e,"maxPool"),lu(this.readSync(e.dataId),e.shape,e.dtype,e.strides,t,"avg").toTensor().toFloat()},t.prototype.resizeBilinear=function(e,t,n,i){su(e,"resizeBilinear");for(var o=e.shape,a=o[0],r=o[1],s=o[2],l=o[3],c=this.readSync(e.dataId),u=new Float32Array(S([a,t,n,l])),d=[i&&t>1?r-1:r,i&&n>1?s-1:s],f=[i&&t>1?t-1:t,i&&n>1?n-1:n],m=0,p=d[0]/f[0],h=d[1]/f[1],g=0;g1?a-1:a,n&&u>1?r-1:r],m=[n&&c>1?c-1:c,n&&u>1?u-1:u],p=f[0]/m[0],h=f[1]/m[1],g=this.readSync(e.dataId),A=0,y=0;y1?r-1:r,i&&n>1?s-1:s],f=[i&&t>1?t-1:t,i&&n>1?n-1:n],m=d[0]/f[0],p=d[1]/f[1],h=0,g=0;g1?a-1:a,n&&u>1?r-1:r],p=[n&&c>1?c-1:c,n&&u>1?u-1:u],h=m[0]/p[0],g=m[1]/p[1],A=1/h,y=1/g,v=2*Math.ceil(A)+2,b=2*Math.ceil(y)+2,w=0;w=c)){var j=_+N*e.strides[1],O=N*h;if(x===Math.min(a-1,n?Math.round(O):Math.floor(O)))for(var P=0;P=u)){var z=j+F*e.strides[2],R=F*g;B===Math.min(r-1,n?Math.round(R):Math.floor(R))&&(I+=f[z+T])}}}}d[S+T]=I}return Cn(d,t.shape,t.dtype)},t.prototype.batchNormalization=function(e,t,n,i,o,a){su([e,t,n,o,a],"batchNorm");for(var r=this.readSync(e.dataId),s=this.readSync(t.dataId),l=this.readSync(n.dataId),c=o?this.readSync(o.dataId):new Float32Array([1]),u=a?this.readSync(a.dataId):new Float32Array([0]),d=new Float32Array(r.length),f=u.length,m=c.length,p=l.length,h=s.length,g=0,A=0,y=0,v=0,b=0;b=f&&(g=0),A>=h&&(A=0),y>=m&&(y=0),v>=p&&(v=0);return Cn(d,e.shape)},t.prototype.localResponseNormalization4D=function(e,t,n,i,o){su(e,"localResponseNormalization4D");var a=e.shape[3],r=a-1,s=this.readSync(e.dataId),l=e.size,c=new Float32Array(l);function u(e){for(var n=e%a,i=e-n+Math.max(0,n-t),o=e-n+Math.min(n+t,r),l=0;i<=o;i++){var c=s[i];l+=c*c}return l}for(var d=0;d=0&&a[r]1,function(){return"blockSize should be > 1 for depthToSpace, but was: "+t});for(var i=e.shape[0],o=e.shape[1],a=e.shape[2],r=e.shape[3],s=o*t,l=a*t,c=r/(t*t),u=this.readSync(e.dataId),d=new Float32Array(i*s*l*c),f=0,m=0;m=s))for(var B=f>1?(C-_)*(l-1)/(f-1):0,S=m>1?(k-x)*(c-1)/(m-1):0,D=0;D1?_*(l-1)+D*B:.5*(_+C)*(l-1);if(E<0||E>l-1)for(var T=0;T1?x*(c-1)+T*S:.5*(x+k)*(c-1))<0||Y>c-1)for(I=0;I1?x*(c-1)+T*S:.5*(x+k)*(c-1))<0||Y>c-1)for(I=0;I=e.size/s)throw new Error("Invalid indices: "+m+" does not index into "+e.shape);for(var A=0;A=i/o)throw new Error("Invalid indices: "+h+" does not index into "+n);for(var v=0;v6)throw Error("Packed transpose for rank "+this.rank+" is not yet supported.");var o=va(this.rank),a=ra("rc",this.rank),r=new Array(this.rank);for(i=0;i6)throw Error("Transpose for rank "+t+" is not yet supported");for(var n=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u","resRC.v"],i=new Array(t),o=0;o0&&(t=t.sum(i)),t.reshape(n.shape)},b:function(){var t=e,n=li(i.shape,o);return n.length>0&&(t=t.sum(n)),t.reshape(i.shape)}}}},{kernelName:"AddN",saveAllInputs:!0,gradFunc:function(e,t){var n={};return t.forEach(function(t,i){n[i]=function(){return e.clone()}}),n}},{kernelName:oi,gradFunc:function(e,t,n){for(var i=n,o=i.inputShape,a=i.shape,r=Array.from(a),s=o.length-1;s>=0;s--)if(o[s]===a[s])r[s]=1;else if(1!==o[s])throw new Error("broadcastTo(): ["+o+"] cannot be broadcast to ["+a+"].");var l=[];for(s=0;s1&&l.push(s);return{x:function(){return e.sum(l,!0)}}}},{kernelName:ni,inputsToSave:["a","b"],gradFunc:function(e,t){var n=t[0],i=t[1],o=ci(n.shape,i.shape);return{a:function(){var t=so(e,i.toFloat()),a=li(n.shape,o);return a.length>0?Jl(t,a).reshape(n.shape):t},b:function(){var t=e.mul(n.toFloat()),a=li(i.shape,o);a.length>0&&(t=Jl(t,a).reshape(i.shape));var r=Us(i);return Si(so(t,r.toFloat()))}}}},{kernelName:"FusedBatchNorm",inputsToSave:["x","mean","variance","scale"],gradFunc:function(e,t,n){var i=n.varianceEpsilon,o=t[0],a=t[1],r=t[2],s=t[3],l=Jr(o),c=null==s?bn(1):s,u=li(a.shape,l.shape),d=[];if(1===a.rank){for(var f=0;f0,function(){return"scheme must not be an empty string."});var i=e.getInstance();C(null==i.managers[t],function(){return"A model store manager is already registered for scheme '"+t+"'."}),i.managers[t]=n},e.getManager=function(e){var t=this.getInstance().managers[e];if(null==t)throw new Error("Cannot find model manager for scheme '"+e+"'");return t},e.getSchemes=function(){return Object.keys(this.getInstance().managers)},e}();function Uu(e){if(-1===e.indexOf(Ru))throw new Error("The url string provided does not contain a scheme. Supported schemes are: "+Vu.getSchemes().join(","));return{scheme:e.split(Ru)[0],path:e.split(Ru)[1]}}function qu(e,t,n){return void 0===n&&(n=!1),s(this,void 0,void 0,function(){var i,o,a,r,s,c,u,d,f;return l(this,function(l){switch(l.label){case 0:return C(e!==t,function(){return"Old path and new path are the same: '"+e+"'"}),C((i=zu.getLoadHandlers(e)).length>0,function(){return"Copying failed because no load handler is found for source URL "+e+"."}),C(i.length<2,function(){return"Copying failed because more than one ("+i.length+") load handlers for source URL "+e+"."}),o=i[0],C((a=zu.getSaveHandlers(t)).length>0,function(){return"Copying failed because no save handler is found for destination URL "+t+"."}),C(a.length<2,function(){return"Copying failed because more than one ("+i.length+") save handlers for destination URL "+t+"."}),r=a[0],s=Uu(e).scheme,c=Uu(e).path,u=s===Uu(e).scheme,[4,o.load()];case 1:return d=l.sent(),n&&u?[4,Vu.getManager(s).removeModel(c)]:[3,3];case 2:l.sent(),l.label=3;case 3:return[4,r.save(d)];case 4:return f=l.sent(),!n||u?[3,6]:[4,Vu.getManager(s).removeModel(c)];case 5:l.sent(),l.label=6;case 6:return[2,f.modelArtifactsInfo]}})})}var Hu="models_store",Yu="model_info_store";function Qu(){if(!u().getBool("IS_BROWSER"))throw new Error("Failed to obtain IndexedDB factory because the current environmentis not a web browser.");var e=window||self,t=e.indexedDB||e.mozIndexedDB||e.webkitIndexedDB||e.msIndexedDB||e.shimIndexedDB;if(null==t)throw new Error("The current browser does not appear to support IndexedDB.");return t}function Wu(e){var t=e.result;t.createObjectStore(Hu,{keyPath:"modelPath"}),t.createObjectStore(Yu,{keyPath:"modelPath"})}var Gu=function(){function e(e){if(this.indexedDB=Qu(),null==e||!e)throw new Error("For IndexedDB, modelPath must not be null, undefined or empty.");this.modelPath=e}return e.prototype.save=function(e){return s(this,void 0,void 0,function(){return l(this,function(t){if(e.modelTopology instanceof ArrayBuffer)throw new Error("BrowserLocalStorage.save() does not support saving model topology in binary formats yet.");return[2,this.databaseAction(this.modelPath,e)]})})},e.prototype.load=function(){return s(this,void 0,void 0,function(){return l(this,function(e){return[2,this.databaseAction(this.modelPath)]})})},e.prototype.databaseAction=function(e,t){var n=this;return new Promise(function(e,i){var o=n.indexedDB.open("tensorflowjs",1);o.onupgradeneeded=function(){return Wu(o)},o.onsuccess=function(){var a=o.result;if(null==t){var r=a.transaction(Hu,"readonly"),s=r.objectStore(Hu).get(n.modelPath);s.onsuccess=function(){if(null==s.result)return a.close(),i(new Error("Cannot find model with path '"+n.modelPath+"' in IndexedDB."));e(s.result.modelArtifacts)},s.onerror=function(e){return a.close(),i(s.error)},r.oncomplete=function(){return a.close()}}else{var l,c=Fu(t),u=a.transaction(Yu,"readwrite"),d=u.objectStore(Yu),f=d.put({modelPath:n.modelPath,modelArtifactsInfo:c});f.onsuccess=function(){var o=(l=a.transaction(Hu,"readwrite")).objectStore(Hu).put({modelPath:n.modelPath,modelArtifacts:t,modelArtifactsInfo:c});o.onsuccess=function(){return e({modelArtifactsInfo:c})},o.onerror=function(e){var t=(d=u.objectStore(Yu)).delete(n.modelPath);t.onsuccess=function(){return a.close(),i(o.error)},t.onerror=function(e){return a.close(),i(o.error)}}},f.onerror=function(e){return a.close(),i(f.error)},u.oncomplete=function(){null==l?a.close():l.oncomplete=function(){return a.close()}}}},o.onerror=function(e){return i(o.error)}})},e.URL_SCHEME="indexeddb://",e}(),Zu=function(e){return u().getBool("IS_BROWSER")&&!Array.isArray(e)&&e.startsWith(Gu.URL_SCHEME)?(t=e.slice(Gu.URL_SCHEME.length),new Gu(t)):null;var t};zu.registerSaveRouter(Zu),zu.registerLoadRouter(Zu);var Ku=function(){function e(){this.indexedDB=Qu()}return e.prototype.listModels=function(){return s(this,void 0,void 0,function(){var e=this;return l(this,function(t){return[2,new Promise(function(t,n){var i=e.indexedDB.open("tensorflowjs",1);i.onupgradeneeded=function(){return Wu(i)},i.onsuccess=function(){var e=i.result,o=e.transaction(Yu,"readonly"),a=o.objectStore(Yu).getAll();a.onsuccess=function(){for(var e={},n=0,i=a.result;n0,function(){return"promises must be a none empty array"})}(e),function(e,t){C(e>=0&&e<=1,function(){return"Progress fraction must be in range [0, 1], but got startFraction "+e}),C(t>=0&&t<=1,function(){return"Progress fraction must be in range [0, 1], but got endFraction "+t}),C(t>=e,function(){return"startFraction must be no more than endFraction, but got startFraction "+e+" and endFraction "+t})}(n=null==n?0:n,i=null==i?1:i);var o=0;return Promise.all(e.map(function(a){return a.then(function(a){var r=n+ ++o/e.length*(i-n);return t(r),a}),a}))}function gd(e,t){return s(this,void 0,void 0,function(){var n,i,o,a,r,s,c,d,f;return l(this,function(l){switch(l.label){case 0:return null==t&&(t={}),n=null==t.fetchFunc?u().platform.fetch:t.fetchFunc,i=e.map(function(e){return n(e,t.requestInit,{isBinary:!0})}),o=0,a=.5,null!=t.onProgress?[3,2]:[4,Promise.all(i)];case 1:return r=l.sent(),[3,4];case 2:return[4,hd(i,t.onProgress,o,a)];case 3:r=l.sent(),l.label=4;case 4:return s=r.map(function(e){return e.arrayBuffer()}),c=.5,d=1,null!=t.onProgress?[3,6]:[4,Promise.all(s)];case 5:return f=l.sent(),[3,8];case 6:return[4,hd(s,t.onProgress,c,d)];case 7:f=l.sent(),l.label=8;case 8:return[2,f]}})})}function Ad(e){var t=this;return function(n,i,o){return void 0===i&&(i=""),s(t,void 0,void 0,function(){var t,a,r,s,c,u,d,f,m,p;return l(this,function(l){switch(l.label){case 0:if(t=n.map(function(){return!1}),a={},r=null!=o?o.map(function(){return!1}):[],s=[],n.forEach(function(e,n){var i=0;e.weights.forEach(function(e){var l="quantization"in e?e.quantization.dtype:e.dtype,c=Tu[l]*S(e.shape),u=function(){t[n]=!0,null==a[n]&&(a[n]=[]),a[n].push({manifestEntry:e,groupOffset:i,sizeBytes:c})};null!=o?o.forEach(function(t,n){t===e.name&&(u(),r[n]=!0)}):u(),s.push(e.name),i+=c})}),!r.every(function(e){return e}))throw c=o.filter(function(e,t){return!r[t]}),new Error("Could not find weights in manifest with names: "+c.join(", ")+". \nManifest JSON has weights with names: "+s.join(", ")+".");return u=t.reduce(function(e,t,n){return t&&e.push(n),e},[]),d=[],u.forEach(function(e){n[e].paths.forEach(function(e){var t=i+(i.endsWith("/")?"":"/")+e;d.push(t)})}),[4,e(d)];case 1:return f=l.sent(),m={},p=0,u.forEach(function(e){for(var t=n[e].paths.length,i=0,o=0;o0,function(){return"URL path for http must not be null, undefined or empty."}),Array.isArray(e)&&C(2===e.length,function(){return"URL paths for http must have a length of 2, (actual length is "+e.length+")."}),this.path=e,null!=t.requestInit&&null!=t.requestInit.body)throw new Error("requestInit is expected to have no pre-existing body, but has one.");this.requestInit=t.requestInit||{}}return e.prototype.save=function(e){return s(this,void 0,void 0,function(){var t,n,i,o;return l(this,function(a){switch(a.label){case 0:if(e.modelTopology instanceof ArrayBuffer)throw new Error("BrowserHTTPRequest.save() does not support saving model topology in binary formats yet.");return(t=Object.assign({method:this.DEFAULT_METHOD},this.requestInit)).body=new FormData,n=[{paths:["./model.weights.bin"],weights:e.weightSpecs}],i={modelTopology:e.modelTopology,format:e.format,generatedBy:e.generatedBy,convertedBy:e.convertedBy,userDefinedMetadata:e.userDefinedMetadata,weightsManifest:n},t.body.append("model.json",new Blob([JSON.stringify(i)],{type:"application/json"}),"model.json"),null!=e.weightData&&t.body.append("model.weights.bin",new Blob([e.weightData],{type:"application/octet-stream"}),"model.weights.bin"),[4,this.fetch(this.path,t)];case 1:if((o=a.sent()).ok)return[2,{modelArtifactsInfo:Fu(e),responses:[o]}];throw new Error("BrowserHTTPRequest.save() failed due to HTTP response status "+o.status+".")}})})},e.prototype.load=function(){return s(this,void 0,void 0,function(){var e,t,n,i,o,a,r,s,c,u,d,f;return l(this,function(l){switch(l.label){case 0:return[4,this.fetch(this.path,this.requestInit)];case 1:if(!(e=l.sent()).ok)throw new Error("Request to "+this.path+" failed with status code "+e.status+". Please verify this URL points to the model JSON of the model to load.");l.label=2;case 2:return l.trys.push([2,4,,5]),[4,e.json()];case 3:return t=l.sent(),[3,5];case 4:throw l.sent(),n="Failed to parse model JSON of response from "+this.path+".",this.path.endsWith(".pb")?n+=" Your path contains a .pb file extension. Support for .pb models have been removed in TensorFlow.js 1.0 in favor of .json models. You can re-convert your Python TensorFlow model using the TensorFlow.js 1.0 conversion scripts or you can convert your.pb models with the 'pb2json'NPM script in the tensorflow/tfjs-converter repository.":n+=" Please make sure the server is serving valid JSON for this request.",new Error(n);case 5:if(i=t.modelTopology,o=t.weightsManifest,a=t.generatedBy,r=t.convertedBy,s=t.format,c=t.userDefinedMetadata,null==i&&null==o)throw new Error("The JSON from HTTP path "+this.path+" contains neither model topology or manifest for weights.");return null==o?[3,7]:[4,this.loadWeights(o)];case 6:f=l.sent(),u=f[0],d=f[1],l.label=7;case 7:return[2,{modelTopology:i,weightSpecs:u,weightData:d,userDefinedMetadata:c,generatedBy:a,convertedBy:r,format:s}]}})})},e.prototype.loadWeights=function(e){return s(this,void 0,void 0,function(){var t,n,i,o,a,r,s,c,u,d,f;return l(this,function(l){switch(l.label){case 0:for(t=Array.isArray(this.path)?this.path[1]:this.path,n=function(e){var t=e.lastIndexOf("/"),n=e.lastIndexOf("?");return[e.substring(0,t)+"/",n>t?e.substring(n):""]}(t),i=n[0],o=n[1],a=this.weightPathPrefix||i,r=[],s=0,c=e;s0&&Number.isInteger(n),function(){return"If provided, numClasses must be a positive integer, but got "+n}),C(1===i.rank,function(){return"Expected the rank of labels to be 1, but got "+i.rank}),C(1===o.rank,function(){return"Expected the rank of predictions to be 1, but got "+o.rank}),C(i.shape[0]===o.shape[0],function(){return"Mismatch in the number of examples: "+i.shape[0]+" vs. "+o.shape[0]+". Labels and predictions should have the same number of elements."}),C(n>0&&Number.isInteger(n),function(){return"numClasses is required to be a positive integer, but got "+n});var a=Cs(i.asType("int32"),n),r=Cs(o.asType("int32"),n);return a.transpose().matMul(r).asType("int32")}}),Bd=(Object.freeze({confusionMatrix:Md}),pn({fromPixels_:function(e,t){if(void 0===t&&(t=3),t>4)throw new Error("Cannot construct Tensor with more than 4 channels from pixels.");if(null==e)throw new Error("pixels passed to tf.browser.fromPixels() can not be null");var n=!1,i=!1,o=!1,a=!1,r=!1;if(e.data instanceof Uint8Array)n=!0;else if("undefined"!=typeof ImageData&&e instanceof ImageData)i=!0;else if("undefined"!=typeof HTMLVideoElement&&e instanceof HTMLVideoElement)o=!0;else if("undefined"!=typeof HTMLImageElement&&e instanceof HTMLImageElement)a=!0;else{if(null==e.getContext)throw new Error("pixels passed to tf.browser.fromPixels() must be either an HTMLVideoElement, HTMLImageElement, HTMLCanvasElement, ImageData in browser, or OffscreenCanvas, ImageData in webworker or {data: Uint32Array, width: number, height: number}, but was "+e.constructor.name);r=!0}if(o&&o&&e.readyState<2)throw new Error("The video element has not loaded data yet. Please wait for `loadeddata` event on the