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r=this.props,s=r.isDisabled,o=r.isSearchable,a=r.inputId,l=r.inputValue,u=r.tabIndex,f=r.form,d=r.menuIsOpen,p=r.required,g=this.getComponents(),v=g.Input,x=this.state,_=x.inputIsHidden,m=x.ariaSelection,w=this.commonProps,S=a||this.getElementId("input"),b=st(st(st({"aria-autocomplete":"list","aria-expanded":d,"aria-haspopup":!0,"aria-errormessage":this.props["aria-errormessage"],"aria-invalid":this.props["aria-invalid"],"aria-label":this.props["aria-label"],"aria-labelledby":this.props["aria-labelledby"],"aria-required":p,role:"combobox","aria-activedescendant":this.isAppleDevice?void 0:this.state.focusedOptionId||""},d&&{"aria-controls":this.getElementId("listbox")}),!o&&{"aria-readonly":!0}),this.hasValue()?(m==null?void 0:m.action)==="initial-input-focus"&&{"aria-describedby":this.getElementId("live-region")}:{"aria-describedby":this.getElementId("placeholder")});return o?Y.createElement(v,ct({},w,{autoCapitalize:"none",autoComplete:"off",autoCorrect:"off",id:S,innerRef:this.getInputRef,isDisabled:s,isHidden:_,onBlur:this.onInputBlur,onChange:this.handleInputChange,onFocus:this.onInputFocus,spellCheck:"false",tabIndex:u,form:f,type:"text",value:l},b)):Y.createElement(Gj,ct({id:S,innerRef:this.getInputRef,onBlur:this.onInputBlur,onChange:vv,onFocus:this.onInputFocus,disabled:s,tabIndex:u,inputMode:"none",form:f,value:""},b))}},{key:"renderPlaceholderOrValue",value:function(){var r=this,s=this.getComponents(),o=s.MultiValue,a=s.MultiValueContainer,l=s.MultiValueLabel,u=s.MultiValueRemove,f=s.SingleValue,d=s.Placeholder,p=this.commonProps,g=this.props,v=g.controlShouldRenderValue,x=g.isDisabled,_=g.isMulti,m=g.inputValue,w=g.placeholder,S=this.state,b=S.selectValue,R=S.focusedValue,A=S.isFocused;if(!this.hasValue()||!v)return m?null:Y.createElement(d,ct({},p,{key:"placeholder",isDisabled:x,isFocused:A,innerProps:{id:this.getElementId("placeholder")}}),w);if(_)return b.map(function(L,I){var E=L===R,N="".concat(r.getOptionLabel(L),"-").concat(r.getOptionValue(L));return Y.createElement(o,ct({},p,{components:{Container:a,Label:l,Remove:u},isFocused:E,isDisabled:x,key:N,index:I,removeProps:{onClick:function(){return r.removeValue(L)},onTouchEnd:function(){return r.removeValue(L)},onMouseDown:function(O){O.preventDefault()}},data:L}),r.formatOptionLabel(L,"value"))});if(m)return null;var C=b[0];return Y.createElement(f,ct({},p,{data:C,isDisabled:x}),this.formatOptionLabel(C,"value"))}},{key:"renderClearIndicator",value:function(){var r=this.getComponents(),s=r.ClearIndicator,o=this.commonProps,a=this.props,l=a.isDisabled,u=a.isLoading,f=this.state.isFocused;if(!this.isClearable()||!s||l||!this.hasValue()||u)return null;var d={onMouseDown:this.onClearIndicatorMouseDown,onTouchEnd:this.onClearIndicatorTouchEnd,"aria-hidden":"true"};return Y.createElement(s,ct({},o,{innerProps:d,isFocused:f}))}},{key:"renderLoadingIndicator",value:function(){var r=this.getComponents(),s=r.LoadingIndicator,o=this.commonProps,a=this.props,l=a.isDisabled,u=a.isLoading,f=this.state.isFocused;if(!s||!u)return null;var d={"aria-hidden":"true"};return Y.createElement(s,ct({},o,{innerProps:d,isDisabled:l,isFocused:f}))}},{key:"renderIndicatorSeparator",value:function(){var r=this.getComponents(),s=r.DropdownIndicator,o=r.IndicatorSeparator;if(!s||!o)return null;var a=this.commonProps,l=this.props.isDisabled,u=this.state.isFocused;return Y.createElement(o,ct({},a,{isDisabled:l,isFocused:u}))}},{key:"renderDropdownIndicator",value:function(){var r=this.getComponents(),s=r.DropdownIndicator;if(!s)return null;var 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0:function(){return r.selectOption(Me)},ye="".concat(r.getElementId("option"),"-").concat(J),Ce={id:ye,onClick:we,onMouseMove:he,onMouseOver:he,tabIndex:-1,role:"option","aria-selected":r.isAppleDevice?void 0:Qe};return Y.createElement(g,ct({},v,{innerProps:Ce,data:Me,isDisabled:de,isSelected:Qe,key:ye,label:lt,type:pe,value:K,isFocused:tt,innerRef:tt?r.getFocusedOptionRef:void 0}),r.formatOptionLabel(_e.data,"menu"))},oe;if(this.hasOptions())oe=this.getCategorizedOptions().map(function(me){if(me.type==="group"){var _e=me.data,J=me.options,pe=me.index,Me="".concat(r.getElementId("group"),"-").concat(pe),de="".concat(Me,"-heading");return Y.createElement(o,ct({},v,{key:Me,data:_e,options:J,Heading:a,headingProps:{id:de,data:me.data},label:r.formatGroupLabel(me.data)}),me.options.map(function(Qe){return Q(Qe,"".concat(pe,"-").concat(Qe.index))}))}else if(me.type==="option")return Q(me,"".concat(me.index))});else if(S){var k=b({inputValue:w});if(k===null)return null;oe=Y.createElement(d,v,k)}else{var W=O({inputValue:w});if(W===null)return null;oe=Y.createElement(p,v,W)}var G={minMenuHeight:R,maxMenuHeight:A,menuPlacement:L,menuPosition:I,menuShouldScrollIntoView:z},ne=Y.createElement(w9,ct({},v,G),function(me){var _e=me.ref,J=me.placerProps,pe=J.placement,Me=J.maxHeight;return Y.createElement(l,ct({},v,G,{innerRef:_e,innerProps:{onMouseDown:r.onMenuMouseDown,onMouseMove:r.onMenuMouseMove},isLoading:S,placement:pe}),Y.createElement(Yj,{captureEnabled:m,onTopArrive:q,onBottomArrive:j,lockEnabled:N},function(de){return Y.createElement(u,ct({},v,{innerRef:function(lt){r.getMenuListRef(lt),de(lt)},innerProps:{role:"listbox","aria-multiselectable":v.isMulti,id:r.getElementId("listbox")},isLoading:S,maxHeight:Me,focusedOption:x}),oe)}))});return E||I==="fixed"?Y.createElement(f,ct({},v,{appendTo:E,controlElement:this.controlRef,menuPlacement:L,menuPosition:I}),ne):ne}},{key:"renderFormField",value:function(){var r=this,s=this.props,o=s.delimiter,a=s.isDisabled,l=s.isMulti,u=s.name,f=s.required,d=this.state.selectValue;if(f&&!this.hasValue()&&!a)return Y.createElement(Jj,{name:u,onFocus:this.onValueInputFocus});if(!(!u||a))if(l)if(o){var p=d.map(function(x){return r.getOptionValue(x)}).join(o);return Y.createElement("input",{name:u,type:"hidden",value:p})}else{var g=d.length>0?d.map(function(x,_){return Y.createElement("input",{key:"i-".concat(_),name:u,type:"hidden",value:r.getOptionValue(x)})}):Y.createElement("input",{name:u,type:"hidden",value:""});return Y.createElement("div",null,g)}else{var v=d[0]?this.getOptionValue(d[0]):"";return Y.createElement("input",{name:u,type:"hidden",value:v})}}},{key:"renderLiveRegion",value:function(){var r=this.commonProps,s=this.state,o=s.ariaSelection,a=s.focusedOption,l=s.focusedValue,u=s.isFocused,f=s.selectValue,d=this.getFocusableOptions();return Y.createElement(Fj,ct({},r,{id:this.getElementId("live-region"),ariaSelection:o,focusedOption:a,focusedValue:l,isFocused:u,selectValue:f,focusableOptions:d,isAppleDevice:this.isAppleDevice}))}},{key:"render",value:function(){var r=this.getComponents(),s=r.Control,o=r.IndicatorsContainer,a=r.SelectContainer,l=r.ValueContainer,u=this.props,f=u.className,d=u.id,p=u.isDisabled,g=u.menuIsOpen,v=this.state.isFocused,x=this.commonProps=this.getCommonProps();return Y.createElement(a,ct({},x,{className:f,innerProps:{id:d,onKeyDown:this.onKeyDown},isDisabled:p,isFocused:v}),this.renderLiveRegion(),Y.createElement(s,ct({},x,{innerRef:this.getControlRef,innerProps:{onMouseDown:this.onControlMouseDown,onTouchEnd:this.onControlTouchEnd},isDisabled:p,isFocused:v,menuIsOpen:g}),Y.createElement(l,ct({},x,{isDisabled:p}),this.renderPlaceholderOrValue(),this.renderInput()),Y.createElement(o,ct({},x,{isDisabled:p}),this.renderClearIndicator(),this.renderLoadingIndicator(),this.renderIndicatorSeparator(),this.renderDropdownIndicator())),this.renderMenu(),this.renderFormField())}}],[{key:"getDerivedStateFromProps",value:function(r,s){var o=s.prevProps,a=s.clearFocusValueOnUpdate,l=s.inputIsHiddenAfterUpdate,u=s.ariaSelection,f=s.isFocused,d=s.prevWasFocused,p=s.instancePrefix,g=r.options,v=r.value,x=r.menuIsOpen,_=r.inputValue,m=r.isMulti,w=yR(v),S={};if(o&&(v!==o.value||g!==o.options||x!==o.menuIsOpen||_!==o.inputValue)){var b=x?p7(r,w):[],R=x?NR(yg(r,w),"".concat(p,"-option")):[],A=a?m7(s,w):null,C=g7(s,b),L=Wx(R,C);S={selectValue:w,focusedOption:C,focusedOptionId:L,focusableOptionsWithIds:R,focusedValue:A,clearFocusValueOnUpdate:!1}}var I=l!=null&&r!==o?{inputIsHidden:l,inputIsHiddenAfterUpdate:void 0}:{},E=u,N=f&&d;return f&&!N&&(E={value:zm(m,w,w[0]||null),options:w,action:"initial-input-focus"},N=!d),(u==null?void 0:u.action)==="initial-input-focus"&&(E=null),st(st(st({},S),I),{},{prevProps:r,ariaSelection:E,prevWasFocused:N})}}]),t}(Y.Component);tD.defaultProps=d7;var y7=Y.forwardRef(function(n,e){var t=I8(n);return Y.createElement(tD,ct({ref:e},t))}),_7=y7;const x7=({conceptCategories:n,concepts:e,setConcepts:t,onCalculateEmbeddings:i})=>{const r=s=>{s in n&&t(n[s].map((o,a)=>({label:o.label,description:o.description,color:E8(a),embeddings:[],position:[0,0,0],index:a})))};return Ge.jsxs(Ge.Fragment,{children:[Ge.jsx("h3",{style:{textAlign:"left"},children:"# Categories"}),Ge.jsx(_7,{placeholder:"pick a concept...",isSearchable:!1,options:Object.keys(n).map(s=>({value:s,label:s})),onChange:s=>r((s==null?void 0:s.value)||"")}),Ge.jsx("h2",{style:{height:"300px",overflow:"scroll"},children:e.map(s=>Ge.jsx(cN,{color:s.color,inputValue:s.label,inputId:`prompt-${s.index}`,title:s.description},`prompt-${s.index}`))}),Ge.jsx("div",{style:{textAlign:"center"},children:Ge.jsx("button",{onClick:i,children:"Represent Category"})})]})},w7=({onChangeMyConcept:n})=>Ge.jsxs(Ge.Fragment,{children:[Ge.jsx("h3",{style:{textAlign:"left"},children:"# Your Concept"}),Ge.jsx("h2",{children:Ge.jsx(cN,{color:"black",inputId:"prompt-test"})}),Ge.jsx("div",{style:{textAlign:"center"},children:Ge.jsx("button",{onClick:()=>{n(document.getElementById("prompt-test").value)},children:"Represent Concept"})})]}),S7=({text:n})=>Ge.jsx("h4",{style:{border:"1px black solid",borderRadius:"8px",width:"fit-content",padding:"8px"},children:Ge.jsx("em",{children:n})}),nD=[{label:"Pure happiness",description:'Joy - "Pure happiness." Joy is a powerful, often euphoric state of happiness that is usually caused by something exceptionally good or satisfying. It often includes feelings of contentment, satisfaction, and well-being.'},{label:"Sorrowful distress",description:'Sadness - "Sorrowful distress." This emotion is typically associated with feelings of disadvantage, loss, and helplessness. When someone is sad, they often feel down and might have a low mood that affects their day-to-day activities.'},{label:"Anxiety anticipation",description:'Fear - "Anxiety anticipation." Fear is a response to an impending threat or danger, characterized by increased alertness and preparation for physical action. It often serves a protective purpose, triggering the "fight-or-flight" response.'},{label:"Fierce irritation",description:'Anger - "Fierce irritation." Anger is an emotional response to perceived wrongs and injustice, often resulting in a desire to assert authority or independence, or a tendency to retaliate against the source of offense.'},{label:"Unexpected astonishment",description:`Surprise - "Unexpected astonishment." This emotion is a response to an unexpected event. It can be either positive or negative, depending on the nature of the surprise. It's characterized by a high level of stimulation and a need to re-evaluate one's understanding of the situation.`},{label:"Revulsion reaction",description:'Disgust - "Revulsion reaction." Disgust is a powerful aversion to something perceived as unpleasant or offensive. This emotion can be triggered by various stimuli including unpleasant tastes, sights, or moral situations.'},{label:"Scornful disdain",description:'Contempt - "Scornful disdain." Contempt is an emotion that puts someone or something considered worthless or beneath consideration. This emotion often involves moral superiority and a lack of respect.'},{label:"Confident reliance",description:'Trust - "Confident reliance." Trust is an emotion reflecting a level of comfort and firm belief in the reliability or truth of someone or something. It involves a complex mix of affective experiences with a significant history of interactions.'}],iD=[{label:"Visionary guidance",description:'Authoritative Leadership - "Visionary guidance." This style is characterized by a leader who sets clear objectives and directions but allows individuals some flexibility in how they achieve these goals. They motivate by appealing to people’s shared goals.'},{label:"Collective input",description:'Democratic Leadership - "Collective input." Leaders using this style solicit input from team members in decision-making processes, fostering collaboration and participation. This approach can boost morale and creativity by making members feel valued and involved.'},{label:"Hands-off management",description:'Laissez-faire Leadership - "Hands-off management." In this style, the leader provides little guidance to team members, who are then allowed to make decisions and solve problems on their own. This can be effective in highly skilled teams but risky in teams needing direction.'},{label:"Performance reward",description:'Transactional Leadership - "Performance reward." Leaders focusing on this style are centered on clear structures wherein specific tasks are rewarded. Performance is closely monitored and feedback is given directly related to achievements. This approach works well in environments where tasks are routine and outcomes are predictable.'},{label:"Inspiring change",description:'Transformational Leadership - "Inspiring change." These leaders focus on initiating change in organizations, staff, and themselves. 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l=r.state.selectValue;r.onChange(zm(r.props.isMulti,[],null),{action:"clear",removedValues:l})},r.popValue=function(){var l=r.props.isMulti,u=r.state.selectValue,f=u[u.length-1],d=u.slice(0,u.length-1),p=zm(l,d,d[0]||null);r.onChange(p,{action:"pop-value",removedValue:f})},r.getFocusedOptionId=function(l){return Wx(r.state.focusableOptionsWithIds,l)},r.getFocusableOptionsWithIds=function(){return NR(yg(r.props,r.state.selectValue),r.getElementId("option"))},r.getValue=function(){return r.state.selectValue},r.cx=function(){for(var l=arguments.length,u=new Array(l),f=0;fg||p>g}},r.onTouchEnd=function(l){r.userIsDragging||(r.controlRef&&!r.controlRef.contains(l.target)&&r.menuListRef&&!r.menuListRef.contains(l.target)&&r.blurInput(),r.initialTouchX=0,r.initialTouchY=0)},r.onControlTouchEnd=function(l){r.userIsDragging||r.onControlMouseDown(l)},r.onClearIndicatorTouchEnd=function(l){r.userIsDragging||r.onClearIndicatorMouseDown(l)},r.onDropdownIndicatorTouchEnd=function(l){r.userIsDragging||r.onDropdownIndicatorMouseDown(l)},r.handleInputChange=function(l){var u=r.props.inputValue,f=l.currentTarget.value;r.setState({inputIsHiddenAfterUpdate:!1}),r.onInputChange(f,{action:"input-change",prevInputValue:u}),r.props.menuIsOpen||r.onMenuOpen()},r.onInputFocus=function(l){r.props.onFocus&&r.props.onFocus(l),r.setState({inputIsHiddenAfterUpdate:!1,isFocused:!0}),(r.openAfterFocus||r.props.openMenuOnFocus)&&r.openMenu("first"),r.openAfterFocus=!1},r.onInputBlur=function(l){var u=r.props.inputValue;if(r.menuListRef&&r.menuListRef.contains(document.activeElement)){r.inputRef.focus();return}r.props.onBlur&&r.props.onBlur(l),r.onInputChange("",{action:"input-blur",prevInputValue:u}),r.onMenuClose(),r.setState({focusedValue:null,isFocused:!1})},r.onOptionHover=function(l){if(!(r.blockOptionHover||r.state.focusedOption===l)){var u=r.getFocusableOptions(),f=u.indexOf(l);r.setState({focusedOption:l,focusedOptionId:f>-1?r.getFocusedOptionId(l):null})}},r.shouldHideSelectedOptions=function(){return eD(r.props)},r.onValueInputFocus=function(l){l.preventDefault(),l.stopPropagation(),r.focus()},r.onKeyDown=function(l){var u=r.props,f=u.isMulti,d=u.backspaceRemovesValue,p=u.escapeClearsValue,g=u.inputValue,v=u.isClearable,x=u.isDisabled,_=u.menuIsOpen,m=u.onKeyDown,w=u.tabSelectsValue,S=u.openMenuOnFocus,b=r.state,R=b.focusedOption,A=b.focusedValue,C=b.selectValue;if(!x&&!(typeof m=="function"&&(m(l),l.defaultPrevented))){switch(r.blockOptionHover=!0,l.key){case"ArrowLeft":if(!f||g)return;r.focusValue("previous");break;case"ArrowRight":if(!f||g)return;r.focusValue("next");break;case"Delete":case"Backspace":if(g)return;if(A)r.removeValue(A);else{if(!d)return;f?r.popValue():v&&r.clearValue()}break;case"Tab":if(r.isComposing||l.shiftKey||!_||!w||!R||S&&r.isOptionSelected(R,C))return;r.selectOption(R);break;case"Enter":if(l.keyCode===229)break;if(_){if(!R||r.isComposing)return;r.selectOption(R);break}return;case"Escape":_?(r.setState({inputIsHiddenAfterUpdate:!1}),r.onInputChange("",{action:"menu-close",prevInputValue:g}),r.onMenuClose()):v&&p&&r.clearValue();break;case" ":if(g)return;if(!_){r.openMenu("first");break}if(!R)return;r.selectOption(R);break;case"ArrowUp":_?r.focusOption("up"):r.openMenu("last");break;case"ArrowDown":_?r.focusOption("down"):r.openMenu("first");break;case"PageUp":if(!_)return;r.focusOption("pageup");break;case"PageDown":if(!_)return;r.focusOption("pagedown");break;case"Home":if(!_)return;r.focusOption("first");break;case"End":if(!_)return;r.focusOption("last");break;default:return}l.preventDefault()}},r.state.instancePrefix="react-select-"+(r.props.instanceId||++v7),r.state.selectValue=yR(i.value),i.menuIsOpen&&r.state.selectValue.length){var s=r.getFocusableOptionsWithIds(),o=r.buildFocusableOptions(),a=o.indexOf(r.state.selectValue[0]);r.state.focusableOptionsWithIds=s,r.state.focusedOption=o[a],r.state.focusedOptionId=Wx(s,o[a])}return r}return NW(t,[{key:"componentDidMount",value:function(){this.startListeningComposition(),this.startListeningToTouch(),this.props.closeMenuOnScroll&&document&&document.addEventListener&&document.addEventListener("scroll",this.onScroll,!0),this.props.autoFocus&&this.focusInput(),this.props.menuIsOpen&&this.state.focusedOption&&this.menuListRef&&this.focusedOptionRef&&_R(this.menuListRef,this.focusedOptionRef)}},{key:"componentDidUpdate",value:function(r){var s=this.props,o=s.isDisabled,a=s.menuIsOpen,l=this.state.isFocused;(l&&!o&&r.isDisabled||l&&a&&!r.menuIsOpen)&&this.focusInput(),l&&o&&!r.isDisabled?this.setState({isFocused:!1},this.onMenuClose):!l&&!o&&r.isDisabled&&this.inputRef===document.activeElement&&this.setState({isFocused:!0}),this.menuListRef&&this.focusedOptionRef&&this.scrollToFocusedOptionOnUpdate&&(_R(this.menuListRef,this.focusedOptionRef),this.scrollToFocusedOptionOnUpdate=!1)}},{key:"componentWillUnmount",value:function(){this.stopListeningComposition(),this.stopListeningToTouch(),document.removeEventListener("scroll",this.onScroll,!0)}},{key:"onMenuOpen",value:function(){this.props.onMenuOpen()}},{key:"onMenuClose",value:function(){this.onInputChange("",{action:"menu-close",prevInputValue:this.props.inputValue}),this.props.onMenuClose()}},{key:"onInputChange",value:function(r,s){this.props.onInputChange(r,s)}},{key:"focusInput",value:function(){this.inputRef&&this.inputRef.focus()}},{key:"blurInput",value:function(){this.inputRef&&this.inputRef.blur()}},{key:"openMenu",value:function(r){var s=this,o=this.state,a=o.selectValue,l=o.isFocused,u=this.buildFocusableOptions(),f=r==="first"?0:u.length-1;if(!this.props.isMulti){var d=u.indexOf(a[0]);d>-1&&(f=d)}this.scrollToFocusedOptionOnUpdate=!(l&&this.menuListRef),this.setState({inputIsHiddenAfterUpdate:!1,focusedValue:null,focusedOption:u[f],focusedOptionId:this.getFocusedOptionId(u[f])},function(){return s.onMenuOpen()})}},{key:"focusValue",value:function(r){var s=this.state,o=s.selectValue,a=s.focusedValue;if(this.props.isMulti){this.setState({focusedOption:null});var l=o.indexOf(a);a||(l=-1);var u=o.length-1,f=-1;if(o.length){switch(r){case"previous":l===0?f=0:l===-1?f=u:f=l-1;break;case"next":l>-1&&l0&&arguments[0]!==void 0?arguments[0]:"first",s=this.props.pageSize,o=this.state.focusedOption,a=this.getFocusableOptions();if(a.length){var l=0,u=a.indexOf(o);o||(u=-1),r==="up"?l=u>0?u-1:a.length-1:r==="down"?l=(u+1)%a.length:r==="pageup"?(l=u-s,l<0&&(l=0)):r==="pagedown"?(l=u+s,l>a.length-1&&(l=a.length-1)):r==="last"&&(l=a.length-1),this.scrollToFocusedOptionOnUpdate=!0,this.setState({focusedOption:a[l],focusedValue:null,focusedOptionId:this.getFocusedOptionId(a[l])})}}},{key:"getTheme",value:function(){return this.props.theme?typeof this.props.theme=="function"?this.props.theme(Gx):st(st({},Gx),this.props.theme):Gx}},{key:"getCommonProps",value:function(){var r=this.clearValue,s=this.cx,o=this.getStyles,a=this.getClassNames,l=this.getValue,u=this.selectOption,f=this.setValue,d=this.props,p=d.isMulti,g=d.isRtl,v=d.options,x=this.hasValue();return{clearValue:r,cx:s,getStyles:o,getClassNames:a,getValue:l,hasValue:x,isMulti:p,isRtl:g,options:v,selectOption:u,selectProps:d,setValue:f,theme:this.getTheme()}}},{key:"hasValue",value:function(){var r=this.state.selectValue;return r.length>0}},{key:"hasOptions",value:function(){return!!this.getFocusableOptions().length}},{key:"isClearable",value:function(){var r=this.props,s=r.isClearable,o=r.isMulti;return s===void 0?o:s}},{key:"isOptionDisabled",value:function(r,s){return KN(this.props,r,s)}},{key:"isOptionSelected",value:function(r,s){return JN(this.props,r,s)}},{key:"filterOption",value:function(r,s){return QN(this.props,r,s)}},{key:"formatOptionLabel",value:function(r,s){if(typeof this.props.formatOptionLabel=="function"){var o=this.props.inputValue,a=this.state.selectValue;return this.props.formatOptionLabel(r,{context:s,inputValue:o,selectValue:a})}else return this.getOptionLabel(r)}},{key:"formatGroupLabel",value:function(r){return this.props.formatGroupLabel(r)}},{key:"startListeningComposition",value:function(){document&&document.addEventListener&&(document.addEventListener("compositionstart",this.onCompositionStart,!1),document.addEventListener("compositionend",this.onCompositionEnd,!1))}},{key:"stopListeningComposition",value:function(){document&&document.removeEventListener&&(document.removeEventListener("compositionstart",this.onCompositionStart),document.removeEventListener("compositionend",this.onCompositionEnd))}},{key:"startListeningToTouch",value:function(){document&&document.addEventListener&&(document.addEventListener("touchstart",this.onTouchStart,!1),document.addEventListener("touchmove",this.onTouchMove,!1),document.addEventListener("touchend",this.onTouchEnd,!1))}},{key:"stopListeningToTouch",value:function(){document&&document.removeEventListener&&(document.removeEventListener("touchstart",this.onTouchStart),document.removeEventListener("touchmove",this.onTouchMove),document.removeEventListener("touchend",this.onTouchEnd))}},{key:"renderInput",value:function(){var r=this.props,s=r.isDisabled,o=r.isSearchable,a=r.inputId,l=r.inputValue,u=r.tabIndex,f=r.form,d=r.menuIsOpen,p=r.required,g=this.getComponents(),v=g.Input,x=this.state,_=x.inputIsHidden,m=x.ariaSelection,w=this.commonProps,S=a||this.getElementId("input"),b=st(st(st({"aria-autocomplete":"list","aria-expanded":d,"aria-haspopup":!0,"aria-errormessage":this.props["aria-errormessage"],"aria-invalid":this.props["aria-invalid"],"aria-label":this.props["aria-label"],"aria-labelledby":this.props["aria-labelledby"],"aria-required":p,role:"combobox","aria-activedescendant":this.isAppleDevice?void 0:this.state.focusedOptionId||""},d&&{"aria-controls":this.getElementId("listbox")}),!o&&{"aria-readonly":!0}),this.hasValue()?(m==null?void 0:m.action)==="initial-input-focus"&&{"aria-describedby":this.getElementId("live-region")}:{"aria-describedby":this.getElementId("placeholder")});return o?Y.createElement(v,ct({},w,{autoCapitalize:"none",autoComplete:"off",autoCorrect:"off",id:S,innerRef:this.getInputRef,isDisabled:s,isHidden:_,onBlur:this.onInputBlur,onChange:this.handleInputChange,onFocus:this.onInputFocus,spellCheck:"false",tabIndex:u,form:f,type:"text",value:l},b)):Y.createElement(Gj,ct({id:S,innerRef:this.getInputRef,onBlur:this.onInputBlur,onChange:vv,onFocus:this.onInputFocus,disabled:s,tabIndex:u,inputMode:"none",form:f,value:""},b))}},{key:"renderPlaceholderOrValue",value:function(){var r=this,s=this.getComponents(),o=s.MultiValue,a=s.MultiValueContainer,l=s.MultiValueLabel,u=s.MultiValueRemove,f=s.SingleValue,d=s.Placeholder,p=this.commonProps,g=this.props,v=g.controlShouldRenderValue,x=g.isDisabled,_=g.isMulti,m=g.inputValue,w=g.placeholder,S=this.state,b=S.selectValue,R=S.focusedValue,A=S.isFocused;if(!this.hasValue()||!v)return m?null:Y.createElement(d,ct({},p,{key:"placeholder",isDisabled:x,isFocused:A,innerProps:{id:this.getElementId("placeholder")}}),w);if(_)return b.map(function(L,I){var E=L===R,N="".concat(r.getOptionLabel(L),"-").concat(r.getOptionValue(L));return Y.createElement(o,ct({},p,{components:{Container:a,Label:l,Remove:u},isFocused:E,isDisabled:x,key:N,index:I,removeProps:{onClick:function(){return r.removeValue(L)},onTouchEnd:function(){return r.removeValue(L)},onMouseDown:function(O){O.preventDefault()}},data:L}),r.formatOptionLabel(L,"value"))});if(m)return null;var C=b[0];return Y.createElement(f,ct({},p,{data:C,isDisabled:x}),this.formatOptionLabel(C,"value"))}},{key:"renderClearIndicator",value:function(){var r=this.getComponents(),s=r.ClearIndicator,o=this.commonProps,a=this.props,l=a.isDisabled,u=a.isLoading,f=this.state.isFocused;if(!this.isClearable()||!s||l||!this.hasValue()||u)return null;var d={onMouseDown:this.onClearIndicatorMouseDown,onTouchEnd:this.onClearIndicatorTouchEnd,"aria-hidden":"true"};return Y.createElement(s,ct({},o,{innerProps:d,isFocused:f}))}},{key:"renderLoadingIndicator",value:function(){var r=this.getComponents(),s=r.LoadingIndicator,o=this.commonProps,a=this.props,l=a.isDisabled,u=a.isLoading,f=this.state.isFocused;if(!s||!u)return null;var d={"aria-hidden":"true"};return Y.createElement(s,ct({},o,{innerProps:d,isDisabled:l,isFocused:f}))}},{key:"renderIndicatorSeparator",value:function(){var r=this.getComponents(),s=r.DropdownIndicator,o=r.IndicatorSeparator;if(!s||!o)return null;var a=this.commonProps,l=this.props.isDisabled,u=this.state.isFocused;return Y.createElement(o,ct({},a,{isDisabled:l,isFocused:u}))}},{key:"renderDropdownIndicator",value:function(){var r=this.getComponents(),s=r.DropdownIndicator;if(!s)return null;var o=this.commonProps,a=this.props.isDisabled,l=this.state.isFocused,u={onMouseDown:this.onDropdownIndicatorMouseDown,onTouchEnd:this.onDropdownIndicatorTouchEnd,"aria-hidden":"true"};return Y.createElement(s,ct({},o,{innerProps:u,isDisabled:a,isFocused:l}))}},{key:"renderMenu",value:function(){var r=this,s=this.getComponents(),o=s.Group,a=s.GroupHeading,l=s.Menu,u=s.MenuList,f=s.MenuPortal,d=s.LoadingMessage,p=s.NoOptionsMessage,g=s.Option,v=this.commonProps,x=this.state.focusedOption,_=this.props,m=_.captureMenuScroll,w=_.inputValue,S=_.isLoading,b=_.loadingMessage,R=_.minMenuHeight,A=_.maxMenuHeight,C=_.menuIsOpen,L=_.menuPlacement,I=_.menuPosition,E=_.menuPortalTarget,N=_.menuShouldBlockScroll,z=_.menuShouldScrollIntoView,O=_.noOptionsMessage,q=_.onMenuScrollToTop,j=_.onMenuScrollToBottom;if(!C)return null;var Q=function(_e,J){var pe=_e.type,Me=_e.data,de=_e.isDisabled,Qe=_e.isSelected,lt=_e.label,K=_e.value,tt=x===Me,he=de?void 0:function(){return r.onOptionHover(Me)},we=de?void 0:function(){return r.selectOption(Me)},ye="".concat(r.getElementId("option"),"-").concat(J),Ce={id:ye,onClick:we,onMouseMove:he,onMouseOver:he,tabIndex:-1,role:"option","aria-selected":r.isAppleDevice?void 0:Qe};return Y.createElement(g,ct({},v,{innerProps:Ce,data:Me,isDisabled:de,isSelected:Qe,key:ye,label:lt,type:pe,value:K,isFocused:tt,innerRef:tt?r.getFocusedOptionRef:void 0}),r.formatOptionLabel(_e.data,"menu"))},oe;if(this.hasOptions())oe=this.getCategorizedOptions().map(function(me){if(me.type==="group"){var _e=me.data,J=me.options,pe=me.index,Me="".concat(r.getElementId("group"),"-").concat(pe),de="".concat(Me,"-heading");return Y.createElement(o,ct({},v,{key:Me,data:_e,options:J,Heading:a,headingProps:{id:de,data:me.data},label:r.formatGroupLabel(me.data)}),me.options.map(function(Qe){return Q(Qe,"".concat(pe,"-").concat(Qe.index))}))}else if(me.type==="option")return Q(me,"".concat(me.index))});else if(S){var k=b({inputValue:w});if(k===null)return null;oe=Y.createElement(d,v,k)}else{var W=O({inputValue:w});if(W===null)return null;oe=Y.createElement(p,v,W)}var G={minMenuHeight:R,maxMenuHeight:A,menuPlacement:L,menuPosition:I,menuShouldScrollIntoView:z},ne=Y.createElement(w9,ct({},v,G),function(me){var _e=me.ref,J=me.placerProps,pe=J.placement,Me=J.maxHeight;return Y.createElement(l,ct({},v,G,{innerRef:_e,innerProps:{onMouseDown:r.onMenuMouseDown,onMouseMove:r.onMenuMouseMove},isLoading:S,placement:pe}),Y.createElement(Yj,{captureEnabled:m,onTopArrive:q,onBottomArrive:j,lockEnabled:N},function(de){return Y.createElement(u,ct({},v,{innerRef:function(lt){r.getMenuListRef(lt),de(lt)},innerProps:{role:"listbox","aria-multiselectable":v.isMulti,id:r.getElementId("listbox")},isLoading:S,maxHeight:Me,focusedOption:x}),oe)}))});return E||I==="fixed"?Y.createElement(f,ct({},v,{appendTo:E,controlElement:this.controlRef,menuPlacement:L,menuPosition:I}),ne):ne}},{key:"renderFormField",value:function(){var r=this,s=this.props,o=s.delimiter,a=s.isDisabled,l=s.isMulti,u=s.name,f=s.required,d=this.state.selectValue;if(f&&!this.hasValue()&&!a)return Y.createElement(Jj,{name:u,onFocus:this.onValueInputFocus});if(!(!u||a))if(l)if(o){var p=d.map(function(x){return r.getOptionValue(x)}).join(o);return Y.createElement("input",{name:u,type:"hidden",value:p})}else{var g=d.length>0?d.map(function(x,_){return Y.createElement("input",{key:"i-".concat(_),name:u,type:"hidden",value:r.getOptionValue(x)})}):Y.createElement("input",{name:u,type:"hidden",value:""});return Y.createElement("div",null,g)}else{var v=d[0]?this.getOptionValue(d[0]):"";return Y.createElement("input",{name:u,type:"hidden",value:v})}}},{key:"renderLiveRegion",value:function(){var r=this.commonProps,s=this.state,o=s.ariaSelection,a=s.focusedOption,l=s.focusedValue,u=s.isFocused,f=s.selectValue,d=this.getFocusableOptions();return Y.createElement(Fj,ct({},r,{id:this.getElementId("live-region"),ariaSelection:o,focusedOption:a,focusedValue:l,isFocused:u,selectValue:f,focusableOptions:d,isAppleDevice:this.isAppleDevice}))}},{key:"render",value:function(){var r=this.getComponents(),s=r.Control,o=r.IndicatorsContainer,a=r.SelectContainer,l=r.ValueContainer,u=this.props,f=u.className,d=u.id,p=u.isDisabled,g=u.menuIsOpen,v=this.state.isFocused,x=this.commonProps=this.getCommonProps();return 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kt(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new kt(String(e)))}),os(this,_g,new Promise((e,t)=>{os(this,xg,e,"f"),os(this,Bh,t,"f")}),"f"),os(this,Vh,new Promise((e,t)=>{os(this,wg,e,"f"),os(this,Hh,t,"f")}),"f"),It(this,_g,"f").catch(()=>{}),It(this,Vh,"f").catch(()=>{})}_run(e){setTimeout(()=>{e().then(()=>{this._emitFinal(),this._emit("end")},It(this,ZS,"f"))},0)}_addChatCompletion(e){var i;this._chatCompletions.push(e),this._emit("chatCompletion",e);const t=(i=e.choices[0])==null?void 0:i.message;return t&&this._addMessage(t),e}_addMessage(e,t=!0){if("content"in e||(e.content=null),this.messages.push(e),t){if(this._emit("message",e),(DD(e)||OD(e))&&e.content)this._emit("functionCallResult",e.content);else if(hc(e)&&e.function_call)this._emit("functionCall",e.function_call);else if(hc(e)&&e.tool_calls)for(const i of e.tool_calls)i.type==="function"&&this._emit("functionCall",i.function)}}_connected(){this.ended||(It(this,xg,"f").call(this),this._emit("connect"))}get ended(){return It(this,Gh,"f")}get errored(){return It(this,Sg,"f")}get aborted(){return It(this,Mg,"f")}abort(){this.controller.abort()}on(e,t){return(It(this,uo,"f")[e]||(It(this,uo,"f")[e]=[])).push({listener:t}),this}off(e,t){const i=It(this,uo,"f")[e];if(!i)return this;const r=i.findIndex(s=>s.listener===t);return r>=0&&i.splice(r,1),this}once(e,t){return(It(this,uo,"f")[e]||(It(this,uo,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,i)=>{os(this,Lu,!0,"f"),e!=="error"&&this.once("error",i),this.once(e,t)})}async done(){os(this,Lu,!0,"f"),await It(this,Vh,"f")}async finalChatCompletion(){await this.done();const e=this._chatCompletions[this._chatCompletions.length-1];if(!e)throw new kt("stream ended without producing a ChatCompletion");return e}async finalContent(){return await this.done(),It(this,Mi,"m",XS).call(this)}async finalMessage(){return await this.done(),It(this,Mi,"m",Cv).call(this)}async finalFunctionCall(){return await this.done(),It(this,Mi,"m",$S).call(this)}async finalFunctionCallResult(){return await this.done(),It(this,Mi,"m",qS).call(this)}async totalUsage(){return await this.done(),It(this,Mi,"m",YS).call(this)}allChatCompletions(){return[...this._chatCompletions]}_emit(e,...t){if(It(this,Gh,"f"))return;e==="end"&&(os(this,Gh,!0,"f"),It(this,wg,"f").call(this));const i=It(this,uo,"f")[e];if(i&&(It(this,uo,"f")[e]=i.filter(r=>!r.once),i.forEach(({listener:r})=>r(...t))),e==="abort"){const r=t[0];!It(this,Lu,"f")&&!(i!=null&&i.length)&&Promise.reject(r),It(this,Bh,"f").call(this,r),It(this,Hh,"f").call(this,r),this._emit("end");return}if(e==="error"){const r=t[0];!It(this,Lu,"f")&&!(i!=null&&i.length)&&Promise.reject(r),It(this,Bh,"f").call(this,r),It(this,Hh,"f").call(this,r),this._emit("end")}}_emitFinal(){const e=this._chatCompletions[this._chatCompletions.length-1];e&&this._emit("finalChatCompletion",e);const t=It(this,Mi,"m",Cv).call(this);t&&this._emit("finalMessage",t);const i=It(this,Mi,"m",XS).call(this);i&&this._emit("finalContent",i);const r=It(this,Mi,"m",$S).call(this);r&&this._emit("finalFunctionCall",r);const s=It(this,Mi,"m",qS).call(this);s!=null&&this._emit("finalFunctionCallResult",s),this._chatCompletions.some(o=>o.usage)&&this._emit("totalUsage",It(this,Mi,"m",YS).call(this))}async _createChatCompletion(e,t,i){const r=i==null?void 0:i.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),It(this,Mi,"m",kD).call(this,t);const s=await e.create({...t,stream:!1},{...i,signal:this.controller.signal});return this._connected(),this._addChatCompletion(s)}async _runChatCompletion(e,t,i){for(const r of t.messages)this._addMessage(r,!1);return await this._createChatCompletion(e,t,i)}async _runFunctions(e,t,i){var p;const r="function",{function_call:s="auto",stream:o,...a}=t,l=typeof s!="string"&&(s==null?void 0:s.name),{maxChatCompletions:u=GR}=i||{},f={};for(const g of t.functions)f[g.name||g.function.name]=g;const d=t.functions.map(g=>({name:g.name||g.function.name,parameters:g.parameters,description:g.description}));for(const g of t.messages)this._addMessage(g,!1);for(let g=0;gJSON.stringify(C.name)).join(", ")}. Please try again`;this._addMessage({role:r,name:_,content:A});continue}let S;try{S=HR(w)?await w.parse(m):m}catch(A){this._addMessage({role:r,name:_,content:A instanceof Error?A.message:String(A)});continue}const b=await w.function(S,this),R=It(this,Mi,"m",KS).call(this,b);if(this._addMessage({role:r,name:_,content:R}),l)return}}async _runTools(e,t,i){var p,g;const r="tool",{tool_choice:s="auto",stream:o,...a}=t,l=typeof s!="string"&&((p=s==null?void 0:s.function)==null?void 0:p.name),{maxChatCompletions:u=GR}=i||{},f={};for(const v of t.tools)v.type==="function"&&(f[v.function.name||v.function.function.name]=v.function);const d="tools"in t?t.tools.map(v=>v.type==="function"?{type:"function",function:{name:v.function.name||v.function.function.name,parameters:v.function.parameters,description:v.function.description}}:v):void 0;for(const v of t.messages)this._addMessage(v,!1);for(let v=0;vJSON.stringify(E.function.name)).join(", ")}. Please try again`;this._addMessage({role:r,tool_call_id:w,content:I});continue}let A;try{A=HR(R)?await R.parse(b):b}catch(I){const E=I instanceof Error?I.message:String(I);this._addMessage({role:r,tool_call_id:w,content:E});continue}const C=await R.function(A,this),L=It(this,Mi,"m",KS).call(this,C);if(this._addMessage({role:r,tool_call_id:w,content:L}),l)return}}}}_g=new WeakMap,xg=new WeakMap,Bh=new WeakMap,Vh=new WeakMap,wg=new WeakMap,Hh=new WeakMap,uo=new WeakMap,Gh=new WeakMap,Sg=new WeakMap,Mg=new WeakMap,Lu=new WeakMap,ZS=new WeakMap,Mi=new WeakSet,XS=function(){return It(this,Mi,"m",Cv).call(this).content??null},Cv=function(){let e=this.messages.length;for(;e-- >0;){const t=this.messages[e];if(hc(t))return{...t,content:t.content??null}}throw new kt("stream ended without producing a ChatCompletionMessage with role=assistant")},$S=function(){var e,t;for(let i=this.messages.length-1;i>=0;i--){const r=this.messages[i];if(hc(r)&&(r!=null&&r.function_call))return r.function_call;if(hc(r)&&((e=r==null?void 0:r.tool_calls)!=null&&e.length))return(t=r.tool_calls.at(-1))==null?void 0:t.function}},qS=function(){for(let e=this.messages.length-1;e>=0;e--){const t=this.messages[e];if(DD(t)&&t.content!=null||OD(t)&&t.content!=null&&this.messages.some(i=>{var r;return i.role==="assistant"&&((r=i.tool_calls)==null?void 0:r.some(s=>s.type==="function"&&s.id===t.tool_call_id))}))return t.content}},YS=function(){const e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(const{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},kD=function(e){if(e.n!=null&&e.n>1)throw new kt("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},KS=function(e){return typeof e=="string"?e:e===void 0?"undefined":JSON.stringify(e)};class nd extends FD{static runFunctions(e,t,i){const r=new nd,s={...i,headers:{...i==null?void 0:i.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,s)),r}static runTools(e,t,i){const r=new nd,s={...i,headers:{...i==null?void 0:i.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,s)),r}_addMessage(e){super._addMessage(e),hc(e)&&e.content&&this._emit("content",e.content)}}var as=function(n,e,t,i){if(t==="a"&&!i)throw new TypeError("Private accessor was defined without a getter");if(typeof e=="function"?n!==e||!i:!e.has(n))throw new TypeError("Cannot read private member from an object whose class did not declare it");return t==="m"?i:t==="a"?i.call(n):i?i.value:e.get(n)},$x=function(n,e,t,i,r){if(i==="m")throw new TypeError("Private method is not writable");if(i==="a"&&!r)throw new TypeError("Private accessor was defined without a setter");if(typeof e=="function"?n!==e||!r:!e.has(n))throw new TypeError("Cannot write private member to an object whose class did not declare it");return i==="a"?r.call(n,t):r?r.value=t:e.set(n,t),t},Ps,na,qx,Yx,Hm,WR;class id extends FD{constructor(){super(...arguments),Ps.add(this),na.set(this,void 0)}get currentChatCompletionSnapshot(){return as(this,na,"f")}static fromReadableStream(e){const t=new id;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,i){const r=new id;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...i,headers:{...i==null?void 0:i.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,i){var o;const r=i==null?void 0:i.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),as(this,Ps,"m",qx).call(this);const s=await e.create({...t,stream:!0},{...i,signal:this.controller.signal});this._connected();for await(const a of s)as(this,Ps,"m",Yx).call(this,a);if((o=s.controller.signal)!=null&&o.aborted)throw new _r;return this._addChatCompletion(as(this,Ps,"m",Hm).call(this))}async _fromReadableStream(e,t){var o;const i=t==null?void 0:t.signal;i&&(i.aborted&&this.controller.abort(),i.addEventListener("abort",()=>this.controller.abort())),as(this,Ps,"m",qx).call(this),this._connected();const r=Bs.fromReadableStream(e,this.controller);let s;for await(const a of r)s&&s!==a.id&&this._addChatCompletion(as(this,Ps,"m",Hm).call(this)),as(this,Ps,"m",Yx).call(this,a),s=a.id;if((o=r.controller.signal)!=null&&o.aborted)throw new _r;return this._addChatCompletion(as(this,Ps,"m",Hm).call(this))}[(na=new WeakMap,Ps=new WeakSet,qx=function(){this.ended||$x(this,na,void 0,"f")},Yx=function(t){var o,a,l;if(this.ended)return;const i=as(this,Ps,"m",WR).call(this,t);this._emit("chunk",t,i);const r=(a=(o=t.choices[0])==null?void 0:o.delta)==null?void 0:a.content,s=(l=i.choices[0])==null?void 0:l.message;r!=null&&(s==null?void 0:s.role)==="assistant"&&(s!=null&&s.content)&&this._emit("content",r,s.content)},Hm=function(){if(this.ended)throw new kt("stream has ended, this shouldn't happen");const t=as(this,na,"f");if(!t)throw new kt("request ended without sending any chunks");return $x(this,na,void 0,"f"),Q7(t)},WR=function(t){var i,r,s;let o=as(this,na,"f");const{choices:a,...l}=t;o?Object.assign(o,l):o=$x(this,na,{...l,choices:[]},"f");for(const{delta:u,finish_reason:f,index:d,logprobs:p=null,...g}of t.choices){let v=o.choices[d];if(v||(v=o.choices[d]={finish_reason:f,index:d,message:{},logprobs:p,...g}),p)if(!v.logprobs)v.logprobs=Object.assign({},p);else{const{content:b,...R}=p;Object.assign(v.logprobs,R),b&&((i=v.logprobs).content??(i.content=[]),v.logprobs.content.push(...b))}if(f&&(v.finish_reason=f),Object.assign(v,g),!u)continue;const{content:x,function_call:_,role:m,tool_calls:w,...S}=u;if(Object.assign(v.message,S),x&&(v.message.content=(v.message.content||"")+x),m&&(v.message.role=m),_&&(v.message.function_call?(_.name&&(v.message.function_call.name=_.name),_.arguments&&((r=v.message.function_call).arguments??(r.arguments=""),v.message.function_call.arguments+=_.arguments)):v.message.function_call=_),w){v.message.tool_calls||(v.message.tool_calls=[]);for(const{index:b,id:R,type:A,function:C,...L}of w){const I=(s=v.message.tool_calls)[b]??(s[b]={});Object.assign(I,L),R&&(I.id=R),A&&(I.type=A),C&&(I.function??(I.function={arguments:""})),C!=null&&C.name&&(I.function.name=C.name),C!=null&&C.arguments&&(I.function.arguments+=C.arguments)}}}return o},Symbol.asyncIterator)](){const e=[],t=[];let i=!1;return this.on("chunk",r=>{const s=t.shift();s?s.resolve(r):e.push(r)}),this.on("end",()=>{i=!0;for(const r of t)r.resolve(void 0);t.length=0}),this.on("abort",r=>{i=!0;for(const s of t)s.reject(r);t.length=0}),this.on("error",r=>{i=!0;for(const s of t)s.reject(r);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:i?{value:void 0,done:!0}:new Promise((s,o)=>t.push({resolve:s,reject:o})).then(s=>s?{value:s,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new Bs(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function 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e=0,t=0,i=-1,r=!0,s=!1;for(;ei?(s=!0,i=t):(r=!1,s=!0);for(let o=t+1;oe.get(r,i)&&(r=s);if(e.get(r,i)===0)i++;else{e.swapRows(t,r);let s=e.get(t,i);for(let o=i;o=0;)if(e.maxRow(r)===0)r--;else{let s=0,o=!1;for(;st[i]&&(t[i]=this.get(i,r));return t}case"column":{const t=new Array(this.columns).fill(Number.NEGATIVE_INFINITY);for(let i=0;it[r]&&(t[r]=this.get(i,r));return t}case void 0:{let t=this.get(0,0);for(let i=0;it&&(t=this.get(i,r));return t}default:throw new Error(`invalid option: ${e}`)}}maxIndex(){Cu(this);let e=this.get(0,0),t=[0,0];for(let i=0;ie&&(e=this.get(i,r),t[0]=i,t[1]=r);return t}min(e){if(this.isEmpty())return NaN;switch(e){case"row":{const t=new Array(this.rows).fill(Number.POSITIVE_INFINITY);for(let i=0;it&&(t=this.get(e,i));return t}maxRowIndex(e){zr(this,e),Cu(this);let t=this.get(e,0),i=[e,0];for(let r=1;rt&&(t=this.get(e,r),i[1]=r);return i}minRow(e){if(zr(this,e),this.isEmpty())return NaN;let t=this.get(e,0);for(let i=1;it&&(t=this.get(i,e));return t}maxColumnIndex(e){Br(this,e),Cu(this);let t=this.get(0,e),i=[0,e];for(let r=1;rt&&(t=this.get(r,e),i[0]=r);return i}minColumn(e){if(Br(this,e),this.isEmpty())return NaN;let t=this.get(0,e);for(let i=1;i=i)throw new RangeError("min must be smaller than max");let r=new Oe(this.rows,this.columns);for(let s=0;s0&&eP(o,{min:t,max:i,output:o}),r.setRow(s,o)}return r}scaleColumns(e={}){if(typeof e!="object")throw new TypeError("options must be an object");const{min:t=0,max:i=1}=e;if(!Number.isFinite(t))throw new TypeError("min must be a number");if(!Number.isFinite(i))throw new TypeError("max must be a number");if(t>=i)throw new RangeError("min must be smaller than max");let r=new Oe(this.rows,this.columns);for(let s=0;si||t<0||t>=this.columns||i<0||i>=this.columns)throw new RangeError("Argument out of range");let r=new Oe(e.length,i-t+1);for(let s=0;s=this.rows)throw new RangeError(`Row index out of range: ${e[s]}`);r.set(s,o-t,this.get(e[s],o))}return r}subMatrixColumn(e,t,i){if(t===void 0&&(t=0),i===void 0&&(i=this.rows-1),t>i||t<0||t>=this.rows||i<0||i>=this.rows)throw new RangeError("Argument out of range");let r=new Oe(i-t+1,e.length);for(let s=0;s=this.columns)throw new RangeError(`Column index out of range: ${e[s]}`);r.set(o-t,s,this.get(o,e[s]))}return r}setSubMatrix(e,t,i){if(e=Oe.checkMatrix(e),e.isEmpty())return this;let r=t+e.rows-1,s=i+e.columns-1;s1(this,t,r,i,s);for(let o=0;otypeof e=="number")}xt.random=xt.rand;xt.randomInt=xt.randInt;xt.diagonal=xt.diag;xt.prototype.diagonal=xt.prototype.diag;xt.identity=xt.eye;xt.prototype.negate=xt.prototype.neg;xt.prototype.tensorProduct=xt.prototype.kroneckerProduct;var od,o1,Ac;let Oe=(Ac=class extends xt{constructor(t,i){super();g_(this,od);wp(this,"data");if(Ac.isMatrix(t))v_(this,od,o1).call(this,t.rows,t.columns),Ac.copy(t,this);else if(Number.isInteger(t)&&t>=0)v_(this,od,o1).call(this,t,i);else if(Zi.isAnyArray(t)){const r=t;if(t=r.length,i=t?r[0].length:0,typeof i!="number")throw new TypeError("Data must be a 2D array with at least one element");this.data=[];for(let s=0;s"u"&&(i=t,t=this.columns),Br(this,t,!0),i=Ou(this,i);for(let r=0;r=0)for(let r=0;r=0)Sp(this,Ei,new Oe(t,t));else if(Sp(this,Ei,new Oe(t)),!this.isSymmetric())throw new TypeError("not symmetric data")}get size(){return ts(this,Ei).size}get rows(){return ts(this,Ei).rows}get columns(){return ts(this,Ei).columns}get diagonalSize(){return this.rows}static isSymmetricMatrix(t){return Oe.isMatrix(t)&&t.klassType==="SymmetricMatrix"}static zeros(t){return new this(t)}static ones(t){return new this(t).fill(1)}clone(){const t=new Yv(this.diagonalSize);for(const[i,r,s]of this.upperRightEntries())t.set(i,r,s);return t}toMatrix(){return new Oe(this)}get(t,i){return ts(this,Ei).get(t,i)}set(t,i,r){return ts(this,Ei).set(t,i,r),ts(this,Ei).set(i,t,r),this}removeCross(t){return ts(this,Ei).removeRow(t),ts(this,Ei).removeColumn(t),this}addCross(t,i){i===void 0&&(i=t,t=this.diagonalSize);const r=i.slice();return r.splice(t,1),ts(this,Ei).addRow(t,r),ts(this,Ei).addColumn(t,i),this}applyMask(t){if(t.length!==this.diagonalSize)throw new RangeError("Mask size do not match with matrix size");const i=[];for(const[r,s]of t.entries())s||i.push(r);i.reverse();for(const r of i)this.removeCross(r);return this}toCompact(){const{diagonalSize:t}=this,i=new Array(t*(t+1)/2);for(let r=0,s=0,o=0;o=t&&(r=++s);return i}static fromCompact(t){const i=t.length,r=(Math.sqrt(8*i+1)-1)/2;if(!Number.isInteger(r))throw new TypeError(`This array is not a compact representation of a Symmetric Matrix, ${JSON.stringify(t)}`);const s=new Yv(r);for(let o=0,a=0,l=0;l=r&&(o=++a);return s}*upperRightEntries(){for(let t=0,i=0;t=this.diagonalSize&&(i=++t)}}*upperRightValues(){for(let t=0,i=0;t=this.diagonalSize&&(i=++t)}};Ei=new WeakMap;let wl=Yv;wl.prototype.klassType="SymmetricMatrix";class oy extends wl{static isDistanceMatrix(e){return wl.isSymmetricMatrix(e)&&e.klassSubType==="DistanceMatrix"}constructor(e){if(super(e),!this.isDistance())throw new TypeError("Provided arguments do no produce a distance matrix")}set(e,t,i){return e===t&&(i=0),super.set(e,t,i)}addCross(e,t){return t===void 0&&(t=e,e=this.diagonalSize),t=t.slice(),t[e]=0,super.addCross(e,t)}toSymmetricMatrix(){return new wl(this)}clone(){const e=new oy(this.diagonalSize);for(const[t,i,r]of this.upperRightEntries())t!==i&&e.set(t,i,r);return e}toCompact(){const{diagonalSize:e}=this,t=(e-1)*e/2,i=new Array(t);for(let r=1,s=0,o=0;o=e&&(r=++s+1);return i}static fromCompact(e){const t=e.length,i=(Math.sqrt(8*t+1)+1)/2;if(!Number.isInteger(i))throw new TypeError(`This array is not a compact representation of a DistanceMatrix, ${JSON.stringify(e)}`);const r=new this(i);for(let s=1,o=0,a=0;a=i&&(s=++o+1);return r}}oy.prototype.klassSubType="DistanceMatrix";class ko extends xt{constructor(e,t,i){super(),this.matrix=e,this.rows=t,this.columns=i}}class T$ extends ko{constructor(e,t){Br(e,t),super(e,e.rows,1),this.column=t}set(e,t,i){return this.matrix.set(e,this.column,i),this}get(e){return this.matrix.get(e,this.column)}}class A$ extends ko{constructor(e,t){SE(e,t),super(e,e.rows,t.length),this.columnIndices=t}set(e,t,i){return this.matrix.set(e,this.columnIndices[t],i),this}get(e,t){return this.matrix.get(e,this.columnIndices[t])}}class C$ extends ko{constructor(e){super(e,e.rows,e.columns)}set(e,t,i){return this.matrix.set(e,this.columns-t-1,i),this}get(e,t){return this.matrix.get(e,this.columns-t-1)}}class R$ extends ko{constructor(e){super(e,e.rows,e.columns)}set(e,t,i){return this.matrix.set(this.rows-e-1,t,i),this}get(e,t){return this.matrix.get(this.rows-e-1,t)}}class P$ extends ko{constructor(e,t){zr(e,t),super(e,1,e.columns),this.row=t}set(e,t,i){return this.matrix.set(this.row,t,i),this}get(e,t){return this.matrix.get(this.row,t)}}class I$ extends ko{constructor(e,t){wE(e,t),super(e,t.length,e.columns),this.rowIndices=t}set(e,t,i){return this.matrix.set(this.rowIndices[e],t,i),this}get(e,t){return this.matrix.get(this.rowIndices[e],t)}}class Ng extends ko{constructor(e,t,i){wE(e,t),SE(e,i),super(e,t.length,i.length),this.rowIndices=t,this.columnIndices=i}set(e,t,i){return this.matrix.set(this.rowIndices[e],this.columnIndices[t],i),this}get(e,t){return this.matrix.get(this.rowIndices[e],this.columnIndices[t])}}class L$ extends ko{constructor(e,t,i,r,s){s1(e,t,i,r,s),super(e,i-t+1,s-r+1),this.startRow=t,this.startColumn=r}set(e,t,i){return this.matrix.set(this.startRow+e,this.startColumn+t,i),this}get(e,t){return this.matrix.get(this.startRow+e,this.startColumn+t)}}class N$ extends ko{constructor(e){super(e,e.columns,e.rows)}set(e,t,i){return this.matrix.set(t,e,i),this}get(e,t){return this.matrix.get(t,e)}}class JD extends xt{constructor(e,t={}){const{rows:i=1}=t;if(e.length%i!==0)throw new Error("the data length is not divisible by the number of rows");super(),this.rows=i,this.columns=e.length/i,this.data=e}set(e,t,i){let r=this._calculateIndex(e,t);return this.data[r]=i,this}get(e,t){let i=this._calculateIndex(e,t);return this.data[i]}_calculateIndex(e,t){return e*this.columns+t}}class Tr extends xt{constructor(e){super(),this.data=e,this.rows=e.length,this.columns=e[0].length}set(e,t,i){return this.data[e][t]=i,this}get(e,t){return this.data[e][t]}}function D$(n,e){if(Zi.isAnyArray(n))return n[0]&&Zi.isAnyArray(n[0])?new Tr(n):new JD(n,e);throw new Error("the argument is not an array")}class ay{constructor(e){e=Tr.checkMatrix(e);let t=e.clone(),i=t.rows,r=t.columns,s=new Float64Array(i),o=1,a,l,u,f,d,p,g,v,x;for(a=0;aMath.abs(v[f])&&(f=a);if(f!==l){for(u=0;u=0;u--){for(l=0;lo?r.set(s,o,e.get(s,o)):s===o?r.set(s,o,1):r.set(s,o,0);return r}get upperTriangularMatrix(){let e=this.LU,t=e.rows,i=e.columns,r=new Oe(t,i);for(let s=0;sMath.abs(e)?(t=e/n,Math.abs(n)*Math.sqrt(1+t*t)):e!==0?(t=n/e,Math.abs(e)*Math.sqrt(1+t*t)):0}class ME{constructor(e){e=Tr.checkMatrix(e);let t=e.clone(),i=e.rows,r=e.columns,s=new Float64Array(r),o,a,l,u;for(l=0;l=0;u--){for(l=0;l=0;a--){for(s=0;s=0;E--)if(v[E]!==0){for(let N=E+1;N=0;E--){if(E0;){let E,N;for(E=C-2;E>=-1&&E!==-1;E--){const z=Number.MIN_VALUE+I*Math.abs(v[E]+Math.abs(v[E+1]));if(Math.abs(m[E])<=z||Number.isNaN(m[E])){m[E]=0;break}}if(E===C-2)N=4;else{let z;for(z=C-1;z>=E&&z!==E;z--){let O=(z!==C?Math.abs(m[z]):0)+(z!==E+1?Math.abs(m[z-1]):0);if(Math.abs(v[z])<=I*O){v[z]=0;break}}z===E?N=3:z===C-1?N=1:(N=2,E=z)}switch(E++,N){case 1:{let z=m[C-2];m[C-2]=0;for(let O=C-2;O>=E;O--){let q=po(v[O],z),j=v[O]/q,Q=z/q;if(v[O]=q,O!==E&&(z=-Q*m[O-1],m[O-1]=j*m[O-1]),u)for(let oe=0;oe=v[E+1]);){let z=v[E];if(v[E]=v[E+1],v[E+1]=z,u&&Et&&s.set(f,d,e.get(f,d)/this.s[d]);let o=this.U,a=o.rows,l=o.columns,u=new Oe(i,a);for(let f=0;fe&&t++;return t}get diagonal(){return Array.from(this.s)}get threshold(){return Number.EPSILON/2*Math.max(this.m,this.n)*this.s[0]}get leftSingularVectors(){return this.U}get rightSingularVectors(){return this.V}get diagonalMatrix(){return Oe.diag(this.s)}}function O$(n,e=!1){return n=Tr.checkMatrix(n),e?new Vc(n).inverse():QD(n,Oe.eye(n.rows))}function QD(n,e,t=!1){return n=Tr.checkMatrix(n),e=Tr.checkMatrix(e),t?new Vc(n).solve(e):n.isSquare()?new ay(n).solve(e):new ME(n).solve(e)}function Dg(n){if(n=Oe.checkMatrix(n),n.isSquare()){if(n.columns===0)return 1;let e,t,i,r;if(n.columns===2)return e=n.get(0,0),t=n.get(0,1),i=n.get(1,0),r=n.get(1,1),e*r-t*i;if(n.columns===3){let s,o,a;return s=new Ng(n,[1,2],[1,2]),o=new Ng(n,[1,2],[0,2]),a=new Ng(n,[1,2],[0,1]),e=n.get(0,0),t=n.get(0,1),i=n.get(0,2),e*Dg(s)-t*Dg(o)+i*Dg(a)}else return new ay(n).determinant}else throw Error("determinant can only be calculated for a square matrix")}function k$(n,e){let t=[];for(let i=0;ir)return new Array(e.rows+1).fill(0);{let s=e.addRow(t,[0]);for(let o=0;oe?s[o]=1/s[o]:s[o]=0;return r.mmul(Oe.diag(s).mmul(i.transpose()))}function B$(n,e=n,t={}){n=new Oe(n);let i=!1;if(typeof e=="object"&&!Oe.isMatrix(e)&&!Zi.isAnyArray(e)?(t=e,e=n,i=!0):e=new Oe(e),n.rows!==e.rows)throw new TypeError("Both matrices must have the same number of rows");const{center:r=!0}=t;r&&(n=n.center("column"),i||(e=e.center("column")));const s=n.transpose().mmul(e);for(let o=0;o0?r.set(s,s+1,t[s]):t[s]<0&&r.set(s,s-1,t[s])}return r}}function H$(n,e,t,i){let r,s,o,a,l,u,f,d;for(l=0;l0;a--){for(d=0,o=0,u=0;u0&&(s=-s),e[a]=d*s,o=o-r*s,t[a-1]=r-s,l=0;lu)do{for(r=t[u],d=(t[u+1]-r)/(2*e[u]),p=po(d,1),d<0&&(p=-p),t[u]=e[u]/(d+p),t[u+1]=e[u]*(d+p),g=t[u+1],s=r-t[u],o=u+2;o=u;o--)for(_=x,x=v,S=w,r=v*e[o],s=v*d,p=po(d,e[o]),e[o+1]=w*p,w=e[o]/p,v=d/p,d=v*t[o]-w*r,t[o+1]=s+w*(v*r+w*t[o]),l=0;lA*R);t[u]=t[u]+b,e[u]=0}for(o=0;o=d;u--)t[u]=e.get(u,d-1)/p,l+=t[u]*t[u];for(a=Math.sqrt(l),t[d]>0&&(a=-a),l=l-t[d]*a,t[d]=t[d]-a,f=d;f=d;u--)o+=t[u]*e.get(u,f);for(o=o/l,u=d;u<=s;u++)e.set(u,f,e.get(u,f)-o*t[u])}for(u=0;u<=s;u++){for(o=0,f=s;f>=d;f--)o+=t[f]*e.get(u,f);for(o=o/l,f=d;f<=s;f++)e.set(u,f,e.get(u,f)-o*t[f])}t[d]=p*t[d],e.set(d,d-1,p*a)}}for(u=0;u=r+1;d--)if(e.get(d,d-1)!==0){for(u=d+1;u<=s;u++)t[u]=e.get(u,d-1);for(f=d;f<=s;f++){for(a=0,u=d;u<=s;u++)a+=t[u]*i.get(u,f);for(a=a/t[d]/e.get(d,d-1),u=d;u<=s;u++)i.set(u,f,i.get(u,f)+a*t[u])}}}function j$(n,e,t,i,r){let s=n-1,o=0,a=n-1,l=Number.EPSILON,u=0,f=0,d=0,p=0,g=0,v=0,x=0,_=0,m,w,S,b,R,A,C,L,I,E,N,z,O,q,j;for(m=0;ma)&&(t[m]=r.get(m,m),e[m]=0),w=Math.max(m-1,0);w=o;){for(b=s;b>o&&(v=Math.abs(r.get(b-1,b-1))+Math.abs(r.get(b,b)),v===0&&(v=f),!(Math.abs(r.get(b,b-1))=0){for(x=d>=0?d+x:d-x,t[s-1]=L+x,t[s]=t[s-1],x!==0&&(t[s]=L-C/x),e[s-1]=0,e[s]=0,L=r.get(s,s-1),v=Math.abs(L)+Math.abs(x),d=L/v,p=x/v,g=Math.sqrt(d*d+p*p),d=d/g,p=p/g,w=s-1;w0)){for(v=Math.sqrt(v),I=b&&(x=r.get(R,R),g=L-x,v=I-x,d=(g*v-C)/r.get(R+1,R)+r.get(R,R+1),p=r.get(R+1,R+1)-x-g-v,g=r.get(R+2,R+1),v=Math.abs(d)+Math.abs(p)+Math.abs(g),d=d/v,p=p/v,g=g/v,!(R===b||Math.abs(r.get(R,R-1))*(Math.abs(p)+Math.abs(g))R+2&&r.set(m,m-3,0);for(S=R;S<=s-1&&(q=S!==s-1,S!==R&&(d=r.get(S,S-1),p=r.get(S+1,S-1),g=q?r.get(S+2,S-1):0,L=Math.abs(d)+Math.abs(p)+Math.abs(g),L!==0&&(d=d/L,p=p/L,g=g/L)),L!==0);S++)if(v=Math.sqrt(d*d+p*p+g*g),d<0&&(v=-v),v!==0){for(S!==R?r.set(S,S-1,-v*L):b!==R&&r.set(S,S-1,-r.get(S,S-1)),d=d+v,L=d/v,I=p/v,x=g/v,p=p/d,g=g/d,w=S;w=0;s--)if(d=t[s],p=e[s],p===0)for(b=s,r.set(s,s,1),m=s-1;m>=0;m--){for(C=r.get(m,m)-d,g=0,w=b;w<=s;w++)g=g+r.get(m,w)*r.get(w,s);if(e[m]<0)x=C,v=g;else if(b=m,e[m]===0?r.set(m,s,C!==0?-g/C:-g/(l*f)):(L=r.get(m,m+1),I=r.get(m+1,m),p=(t[m]-d)*(t[m]-d)+e[m]*e[m],A=(L*v-x*g)/p,r.set(m,s,A),r.set(m+1,s,Math.abs(L)>Math.abs(x)?(-g-C*A)/L:(-v-I*A)/x)),A=Math.abs(r.get(m,s)),l*A*A>1)for(w=m;w<=s;w++)r.set(w,s,r.get(w,s)/A)}else if(p<0)for(b=s-1,Math.abs(r.get(s,s-1))>Math.abs(r.get(s-1,s))?(r.set(s-1,s-1,p/r.get(s,s-1)),r.set(s-1,s,-(r.get(s,s)-d)/r.get(s,s-1))):(j=Xm(0,-r.get(s-1,s),r.get(s-1,s-1)-d,p),r.set(s-1,s-1,j[0]),r.set(s-1,s,j[1])),r.set(s,s-1,0),r.set(s,s,1),m=s-2;m>=0;m--){for(E=0,N=0,w=b;w<=s;w++)E=E+r.get(m,w)*r.get(w,s-1),N=N+r.get(m,w)*r.get(w,s);if(C=r.get(m,m)-d,e[m]<0)x=C,g=E,v=N;else if(b=m,e[m]===0?(j=Xm(-E,-N,C,p),r.set(m,s-1,j[0]),r.set(m,s,j[1])):(L=r.get(m,m+1),I=r.get(m+1,m),z=(t[m]-d)*(t[m]-d)+e[m]*e[m]-p*p,O=(t[m]-d)*2*p,z===0&&O===0&&(z=l*f*(Math.abs(C)+Math.abs(p)+Math.abs(L)+Math.abs(I)+Math.abs(x))),j=Xm(L*g-x*E+p*N,L*v-x*N-p*E,z,O),r.set(m,s-1,j[0]),r.set(m,s,j[1]),Math.abs(L)>Math.abs(x)+Math.abs(p)?(r.set(m+1,s-1,(-E-C*r.get(m,s-1)+p*r.get(m,s))/L),r.set(m+1,s,(-N-C*r.get(m,s)-p*r.get(m,s-1))/L)):(j=Xm(-g-I*r.get(m,s-1),-v-I*r.get(m,s),x,p),r.set(m+1,s-1,j[0]),r.set(m+1,s,j[1]))),A=Math.max(Math.abs(r.get(m,s-1)),Math.abs(r.get(m,s))),l*A*A>1)for(w=m;w<=s;w++)r.set(w,s-1,r.get(w,s-1)/A),r.set(w,s,r.get(w,s)/A)}for(m=0;ma)for(w=m;w=o;w--)for(m=o;m<=a;m++){for(x=0,S=o;S<=Math.min(w,a);S++)x=x+i.get(m,S)*r.get(S,w);i.set(m,w,x)}}}function Xm(n,e,t,i){let r,s;return Math.abs(t)>Math.abs(i)?(r=i/t,s=t+r*i,[(n+r*e)/s,(e-r*n)/s]):(r=t/i,s=i+r*t,[(r*n+e)/s,(r*e-n)/s])}class tO{constructor(e){if(e=Tr.checkMatrix(e),!e.isSymmetric())throw new Error("Matrix is 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e=="number")}xt.random=xt.rand;xt.randomInt=xt.randInt;xt.diagonal=xt.diag;xt.prototype.diagonal=xt.prototype.diag;xt.identity=xt.eye;xt.prototype.negate=xt.prototype.neg;xt.prototype.tensorProduct=xt.prototype.kroneckerProduct;var od,o1,Ac;let Oe=(Ac=class extends xt{constructor(t,i){super();g_(this,od);wp(this,"data");if(Ac.isMatrix(t))v_(this,od,o1).call(this,t.rows,t.columns),Ac.copy(t,this);else if(Number.isInteger(t)&&t>=0)v_(this,od,o1).call(this,t,i);else if(Zi.isAnyArray(t)){const r=t;if(t=r.length,i=t?r[0].length:0,typeof i!="number")throw new TypeError("Data must be a 2D array with at least one element");this.data=[];for(let s=0;s"u"&&(i=t,t=this.columns),Br(this,t,!0),i=Ou(this,i);for(let r=0;r=0)for(let r=0;r=0)Sp(this,Ei,new Oe(t,t));else if(Sp(this,Ei,new Oe(t)),!this.isSymmetric())throw new TypeError("not symmetric data")}get size(){return ts(this,Ei).size}get rows(){return ts(this,Ei).rows}get columns(){return ts(this,Ei).columns}get diagonalSize(){return this.rows}static isSymmetricMatrix(t){return Oe.isMatrix(t)&&t.klassType==="SymmetricMatrix"}static zeros(t){return new this(t)}static ones(t){return new this(t).fill(1)}clone(){const t=new Yv(this.diagonalSize);for(const[i,r,s]of this.upperRightEntries())t.set(i,r,s);return t}toMatrix(){return new Oe(this)}get(t,i){return ts(this,Ei).get(t,i)}set(t,i,r){return ts(this,Ei).set(t,i,r),ts(this,Ei).set(i,t,r),this}removeCross(t){return ts(this,Ei).removeRow(t),ts(this,Ei).removeColumn(t),this}addCross(t,i){i===void 0&&(i=t,t=this.diagonalSize);const r=i.slice();return r.splice(t,1),ts(this,Ei).addRow(t,r),ts(this,Ei).addColumn(t,i),this}applyMask(t){if(t.length!==this.diagonalSize)throw new RangeError("Mask size do not match with matrix size");const i=[];for(const[r,s]of t.entries())s||i.push(r);i.reverse();for(const r of i)this.removeCross(r);return this}toCompact(){const{diagonalSize:t}=this,i=new Array(t*(t+1)/2);for(let r=0,s=0,o=0;o=t&&(r=++s);return i}static fromCompact(t){const i=t.length,r=(Math.sqrt(8*i+1)-1)/2;if(!Number.isInteger(r))throw new TypeError(`This array is not a compact representation of a Symmetric Matrix, ${JSON.stringify(t)}`);const s=new Yv(r);for(let o=0,a=0,l=0;l=r&&(o=++a);return s}*upperRightEntries(){for(let t=0,i=0;t=this.diagonalSize&&(i=++t)}}*upperRightValues(){for(let t=0,i=0;t=this.diagonalSize&&(i=++t)}};Ei=new WeakMap;let wl=Yv;wl.prototype.klassType="SymmetricMatrix";class oy extends wl{static isDistanceMatrix(e){return wl.isSymmetricMatrix(e)&&e.klassSubType==="DistanceMatrix"}constructor(e){if(super(e),!this.isDistance())throw new TypeError("Provided arguments do no produce a distance matrix")}set(e,t,i){return e===t&&(i=0),super.set(e,t,i)}addCross(e,t){return t===void 0&&(t=e,e=this.diagonalSize),t=t.slice(),t[e]=0,super.addCross(e,t)}toSymmetricMatrix(){return new wl(this)}clone(){const e=new oy(this.diagonalSize);for(const[t,i,r]of this.upperRightEntries())t!==i&&e.set(t,i,r);return e}toCompact(){const{diagonalSize:e}=this,t=(e-1)*e/2,i=new Array(t);for(let r=1,s=0,o=0;o=e&&(r=++s+1);return i}static fromCompact(e){const t=e.length,i=(Math.sqrt(8*t+1)+1)/2;if(!Number.isInteger(i))throw new TypeError(`This array is not a compact representation of a DistanceMatrix, ${JSON.stringify(e)}`);const r=new this(i);for(let s=1,o=0,a=0;a=i&&(s=++o+1);return r}}oy.prototype.klassSubType="DistanceMatrix";class ko extends xt{constructor(e,t,i){super(),this.matrix=e,this.rows=t,this.columns=i}}class T$ extends ko{constructor(e,t){Br(e,t),super(e,e.rows,1),this.column=t}set(e,t,i){return this.matrix.set(e,this.column,i),this}get(e){return this.matrix.get(e,this.column)}}class A$ extends ko{constructor(e,t){SE(e,t),super(e,e.rows,t.length),this.columnIndices=t}set(e,t,i){return this.matrix.set(e,this.columnIndices[t],i),this}get(e,t){return this.matrix.get(e,this.columnIndices[t])}}class C$ extends ko{constructor(e){super(e,e.rows,e.columns)}set(e,t,i){return this.matrix.set(e,this.columns-t-1,i),this}get(e,t){return this.matrix.get(e,this.columns-t-1)}}class R$ extends ko{constructor(e){super(e,e.rows,e.columns)}set(e,t,i){return this.matrix.set(this.rows-e-1,t,i),this}get(e,t){return this.matrix.get(this.rows-e-1,t)}}class P$ extends ko{constructor(e,t){zr(e,t),super(e,1,e.columns),this.row=t}set(e,t,i){return this.matrix.set(this.row,t,i),this}get(e,t){return this.matrix.get(this.row,t)}}class I$ extends ko{constructor(e,t){wE(e,t),super(e,t.length,e.columns),this.rowIndices=t}set(e,t,i){return this.matrix.set(this.rowIndices[e],t,i),this}get(e,t){return this.matrix.get(this.rowIndices[e],t)}}class Ng extends ko{constructor(e,t,i){wE(e,t),SE(e,i),super(e,t.length,i.length),this.rowIndices=t,this.columnIndices=i}set(e,t,i){return this.matrix.set(this.rowIndices[e],this.columnIndices[t],i),this}get(e,t){return this.matrix.get(this.rowIndices[e],this.columnIndices[t])}}class L$ extends ko{constructor(e,t,i,r,s){s1(e,t,i,r,s),super(e,i-t+1,s-r+1),this.startRow=t,this.startColumn=r}set(e,t,i){return this.matrix.set(this.startRow+e,this.startColumn+t,i),this}get(e,t){return this.matrix.get(this.startRow+e,this.startColumn+t)}}class N$ extends ko{constructor(e){super(e,e.columns,e.rows)}set(e,t,i){return this.matrix.set(t,e,i),this}get(e,t){return this.matrix.get(t,e)}}class JD extends xt{constructor(e,t={}){const{rows:i=1}=t;if(e.length%i!==0)throw new Error("the data length is not divisible by the number of rows");super(),this.rows=i,this.columns=e.length/i,this.data=e}set(e,t,i){let r=this._calculateIndex(e,t);return this.data[r]=i,this}get(e,t){let i=this._calculateIndex(e,t);return this.data[i]}_calculateIndex(e,t){return e*this.columns+t}}class Tr extends xt{constructor(e){super(),this.data=e,this.rows=e.length,this.columns=e[0].length}set(e,t,i){return this.data[e][t]=i,this}get(e,t){return this.data[e][t]}}function D$(n,e){if(Zi.isAnyArray(n))return n[0]&&Zi.isAnyArray(n[0])?new Tr(n):new JD(n,e);throw new Error("the argument is not an array")}class ay{constructor(e){e=Tr.checkMatrix(e);let t=e.clone(),i=t.rows,r=t.columns,s=new Float64Array(i),o=1,a,l,u,f,d,p,g,v,x;for(a=0;aMath.abs(v[f])&&(f=a);if(f!==l){for(u=0;u=0;u--){for(l=0;lo?r.set(s,o,e.get(s,o)):s===o?r.set(s,o,1):r.set(s,o,0);return r}get upperTriangularMatrix(){let e=this.LU,t=e.rows,i=e.columns,r=new Oe(t,i);for(let s=0;sMath.abs(e)?(t=e/n,Math.abs(n)*Math.sqrt(1+t*t)):e!==0?(t=n/e,Math.abs(e)*Math.sqrt(1+t*t)):0}class ME{constructor(e){e=Tr.checkMatrix(e);let t=e.clone(),i=e.rows,r=e.columns,s=new Float64Array(r),o,a,l,u;for(l=0;l=0;u--){for(l=0;l=0;a--){for(s=0;s=0;E--)if(v[E]!==0){for(let N=E+1;N=0;E--){if(E0;){let E,N;for(E=C-2;E>=-1&&E!==-1;E--){const z=Number.MIN_VALUE+I*Math.abs(v[E]+Math.abs(v[E+1]));if(Math.abs(m[E])<=z||Number.isNaN(m[E])){m[E]=0;break}}if(E===C-2)N=4;else{let z;for(z=C-1;z>=E&&z!==E;z--){let O=(z!==C?Math.abs(m[z]):0)+(z!==E+1?Math.abs(m[z-1]):0);if(Math.abs(v[z])<=I*O){v[z]=0;break}}z===E?N=3:z===C-1?N=1:(N=2,E=z)}switch(E++,N){case 1:{let z=m[C-2];m[C-2]=0;for(let O=C-2;O>=E;O--){let q=po(v[O],z),j=v[O]/q,Q=z/q;if(v[O]=q,O!==E&&(z=-Q*m[O-1],m[O-1]=j*m[O-1]),u)for(let oe=0;oe=v[E+1]);){let z=v[E];if(v[E]=v[E+1],v[E+1]=z,u&&Et&&s.set(f,d,e.get(f,d)/this.s[d]);let o=this.U,a=o.rows,l=o.columns,u=new Oe(i,a);for(let f=0;fe&&t++;return t}get diagonal(){return Array.from(this.s)}get threshold(){return Number.EPSILON/2*Math.max(this.m,this.n)*this.s[0]}get leftSingularVectors(){return this.U}get rightSingularVectors(){return this.V}get diagonalMatrix(){return Oe.diag(this.s)}}function O$(n,e=!1){return n=Tr.checkMatrix(n),e?new Vc(n).inverse():QD(n,Oe.eye(n.rows))}function QD(n,e,t=!1){return n=Tr.checkMatrix(n),e=Tr.checkMatrix(e),t?new Vc(n).solve(e):n.isSquare()?new ay(n).solve(e):new ME(n).solve(e)}function Dg(n){if(n=Oe.checkMatrix(n),n.isSquare()){if(n.columns===0)return 1;let e,t,i,r;if(n.columns===2)return e=n.get(0,0),t=n.get(0,1),i=n.get(1,0),r=n.get(1,1),e*r-t*i;if(n.columns===3){let s,o,a;return s=new Ng(n,[1,2],[1,2]),o=new Ng(n,[1,2],[0,2]),a=new Ng(n,[1,2],[0,1]),e=n.get(0,0),t=n.get(0,1),i=n.get(0,2),e*Dg(s)-t*Dg(o)+i*Dg(a)}else return new ay(n).determinant}else throw Error("determinant can only be calculated for a square matrix")}function k$(n,e){let t=[];for(let i=0;ir)return new Array(e.rows+1).fill(0);{let s=e.addRow(t,[0]);for(let o=0;oe?s[o]=1/s[o]:s[o]=0;return r.mmul(Oe.diag(s).mmul(i.transpose()))}function B$(n,e=n,t={}){n=new Oe(n);let i=!1;if(typeof e=="object"&&!Oe.isMatrix(e)&&!Zi.isAnyArray(e)?(t=e,e=n,i=!0):e=new Oe(e),n.rows!==e.rows)throw new TypeError("Both matrices must have the same number of rows");const{center:r=!0}=t;r&&(n=n.center("column"),i||(e=e.center("column")));const s=n.transpose().mmul(e);for(let o=0;o0?r.set(s,s+1,t[s]):t[s]<0&&r.set(s,s-1,t[s])}return r}}function H$(n,e,t,i){let r,s,o,a,l,u,f,d;for(l=0;l0;a--){for(d=0,o=0,u=0;u0&&(s=-s),e[a]=d*s,o=o-r*s,t[a-1]=r-s,l=0;lu)do{for(r=t[u],d=(t[u+1]-r)/(2*e[u]),p=po(d,1),d<0&&(p=-p),t[u]=e[u]/(d+p),t[u+1]=e[u]*(d+p),g=t[u+1],s=r-t[u],o=u+2;o=u;o--)for(_=x,x=v,S=w,r=v*e[o],s=v*d,p=po(d,e[o]),e[o+1]=w*p,w=e[o]/p,v=d/p,d=v*t[o]-w*r,t[o+1]=s+w*(v*r+w*t[o]),l=0;lA*R);t[u]=t[u]+b,e[u]=0}for(o=0;o=d;u--)t[u]=e.get(u,d-1)/p,l+=t[u]*t[u];for(a=Math.sqrt(l),t[d]>0&&(a=-a),l=l-t[d]*a,t[d]=t[d]-a,f=d;f=d;u--)o+=t[u]*e.get(u,f);for(o=o/l,u=d;u<=s;u++)e.set(u,f,e.get(u,f)-o*t[u])}for(u=0;u<=s;u++){for(o=0,f=s;f>=d;f--)o+=t[f]*e.get(u,f);for(o=o/l,f=d;f<=s;f++)e.set(u,f,e.get(u,f)-o*t[f])}t[d]=p*t[d],e.set(d,d-1,p*a)}}for(u=0;u=r+1;d--)if(e.get(d,d-1)!==0){for(u=d+1;u<=s;u++)t[u]=e.get(u,d-1);for(f=d;f<=s;f++){for(a=0,u=d;u<=s;u++)a+=t[u]*i.get(u,f);for(a=a/t[d]/e.get(d,d-1),u=d;u<=s;u++)i.set(u,f,i.get(u,f)+a*t[u])}}}function j$(n,e,t,i,r){let s=n-1,o=0,a=n-1,l=Number.EPSILON,u=0,f=0,d=0,p=0,g=0,v=0,x=0,_=0,m,w,S,b,R,A,C,L,I,E,N,z,O,q,j;for(m=0;ma)&&(t[m]=r.get(m,m),e[m]=0),w=Math.max(m-1,0);w=o;){for(b=s;b>o&&(v=Math.abs(r.get(b-1,b-1))+Math.abs(r.get(b,b)),v===0&&(v=f),!(Math.abs(r.get(b,b-1))=0){for(x=d>=0?d+x:d-x,t[s-1]=L+x,t[s]=t[s-1],x!==0&&(t[s]=L-C/x),e[s-1]=0,e[s]=0,L=r.get(s,s-1),v=Math.abs(L)+Math.abs(x),d=L/v,p=x/v,g=Math.sqrt(d*d+p*p),d=d/g,p=p/g,w=s-1;w0)){for(v=Math.sqrt(v),I=b&&(x=r.get(R,R),g=L-x,v=I-x,d=(g*v-C)/r.get(R+1,R)+r.get(R,R+1),p=r.get(R+1,R+1)-x-g-v,g=r.get(R+2,R+1),v=Math.abs(d)+Math.abs(p)+Math.abs(g),d=d/v,p=p/v,g=g/v,!(R===b||Math.abs(r.get(R,R-1))*(Math.abs(p)+Math.abs(g))R+2&&r.set(m,m-3,0);for(S=R;S<=s-1&&(q=S!==s-1,S!==R&&(d=r.get(S,S-1),p=r.get(S+1,S-1),g=q?r.get(S+2,S-1):0,L=Math.abs(d)+Math.abs(p)+Math.abs(g),L!==0&&(d=d/L,p=p/L,g=g/L)),L!==0);S++)if(v=Math.sqrt(d*d+p*p+g*g),d<0&&(v=-v),v!==0){for(S!==R?r.set(S,S-1,-v*L):b!==R&&r.set(S,S-1,-r.get(S,S-1)),d=d+v,L=d/v,I=p/v,x=g/v,p=p/d,g=g/d,w=S;w=0;s--)if(d=t[s],p=e[s],p===0)for(b=s,r.set(s,s,1),m=s-1;m>=0;m--){for(C=r.get(m,m)-d,g=0,w=b;w<=s;w++)g=g+r.get(m,w)*r.get(w,s);if(e[m]<0)x=C,v=g;else if(b=m,e[m]===0?r.set(m,s,C!==0?-g/C:-g/(l*f)):(L=r.get(m,m+1),I=r.get(m+1,m),p=(t[m]-d)*(t[m]-d)+e[m]*e[m],A=(L*v-x*g)/p,r.set(m,s,A),r.set(m+1,s,Math.abs(L)>Math.abs(x)?(-g-C*A)/L:(-v-I*A)/x)),A=Math.abs(r.get(m,s)),l*A*A>1)for(w=m;w<=s;w++)r.set(w,s,r.get(w,s)/A)}else if(p<0)for(b=s-1,Math.abs(r.get(s,s-1))>Math.abs(r.get(s-1,s))?(r.set(s-1,s-1,p/r.get(s,s-1)),r.set(s-1,s,-(r.get(s,s)-d)/r.get(s,s-1))):(j=Xm(0,-r.get(s-1,s),r.get(s-1,s-1)-d,p),r.set(s-1,s-1,j[0]),r.set(s-1,s,j[1])),r.set(s,s-1,0),r.set(s,s,1),m=s-2;m>=0;m--){for(E=0,N=0,w=b;w<=s;w++)E=E+r.get(m,w)*r.get(w,s-1),N=N+r.get(m,w)*r.get(w,s);if(C=r.get(m,m)-d,e[m]<0)x=C,g=E,v=N;else if(b=m,e[m]===0?(j=Xm(-E,-N,C,p),r.set(m,s-1,j[0]),r.set(m,s,j[1])):(L=r.get(m,m+1),I=r.get(m+1,m),z=(t[m]-d)*(t[m]-d)+e[m]*e[m]-p*p,O=(t[m]-d)*2*p,z===0&&O===0&&(z=l*f*(Math.abs(C)+Math.abs(p)+Math.abs(L)+Math.abs(I)+Math.abs(x))),j=Xm(L*g-x*E+p*N,L*v-x*N-p*E,z,O),r.set(m,s-1,j[0]),r.set(m,s,j[1]),Math.abs(L)>Math.abs(x)+Math.abs(p)?(r.set(m+1,s-1,(-E-C*r.get(m,s-1)+p*r.get(m,s))/L),r.set(m+1,s,(-N-C*r.get(m,s)-p*r.get(m,s-1))/L)):(j=Xm(-g-I*r.get(m,s-1),-v-I*r.get(m,s),x,p),r.set(m+1,s-1,j[0]),r.set(m+1,s,j[1]))),A=Math.max(Math.abs(r.get(m,s-1)),Math.abs(r.get(m,s))),l*A*A>1)for(w=m;w<=s;w++)r.set(w,s-1,r.get(w,s-1)/A),r.set(w,s,r.get(w,s)/A)}for(m=0;ma)for(w=m;w=o;w--)for(m=o;m<=a;m++){for(x=0,S=o;S<=Math.min(w,a);S++)x=x+i.get(m,S)*r.get(S,w);i.set(m,w,x)}}}function Xm(n,e,t,i){let r,s;return Math.abs(t)>Math.abs(i)?(r=i/t,s=t+r*i,[(n+r*e)/s,(e-r*n)/s]):(r=t/i,s=i+r*t,[(r*n+e)/s,(r*e-n)/s])}class tO{constructor(e){if(e=Tr.checkMatrix(e),!e.isSymmetric())throw new Error("Matrix is not symmetric");let t=e,i=t.rows,r=new Oe(i,i),s=!0,o,a,l;for(a=0;a0,r.set(a,a,Math.sqrt(Math.max(u,0))),l=a+1;l=0;l--)for(a=0;ao;g++)d=e.transpose().mmul(a).div(a.transpose().mmul(a).get(0,0)),d=d.div(d.norm()),u=e.mmul(d).div(d.transpose().mmul(d).get(0,0)),g>0&&(l=u.clone().sub(p).pow(2).sum()),p=u.clone(),i?(f=i.transpose().mmul(u).div(u.transpose().mmul(u).get(0,0)),f=f.div(f.norm()),a=i.mmul(f).div(f.transpose().mmul(f).get(0,0))):a=u;if(i){let g=e.transpose().mmul(u).div(u.transpose().mmul(u).get(0,0));g=g.div(g.norm());let v=e.clone().sub(u.clone().mmul(g.transpose())),x=a.transpose().mmul(u).div(u.transpose().mmul(u).get(0,0)),_=i.clone().sub(u.clone().mulS(x.get(0,0)).mmul(f.transpose()));this.t=u,this.p=g.transpose(),this.w=d.transpose(),this.q=f,this.u=a,this.s=u.transpose().mmul(u),this.xResidual=v,this.yResidual=_,this.betas=x}else this.w=d.transpose(),this.s=u.transpose().mmul(u).sqrt(),r?this.t=u.clone().div(this.s.get(0,0)):this.t=u,this.xResidual=e.sub(u.mmul(d.transpose()))}}Nt.AbstractMatrix=xt;Nt.CHO=tO;Nt.CholeskyDecomposition=tO;Nt.DistanceMatrix=oy;Nt.EVD=eO;Nt.EigenvalueDecomposition=eO;Nt.LU=ay;Nt.LuDecomposition=ay;var iO=Nt.Matrix=Oe;Nt.MatrixColumnSelectionView=A$;Nt.MatrixColumnView=T$;Nt.MatrixFlipColumnView=C$;Nt.MatrixFlipRowView=R$;Nt.MatrixRowSelectionView=I$;Nt.MatrixRowView=P$;Nt.MatrixSelectionView=Ng;Nt.MatrixSubView=L$;Nt.MatrixTransposeView=N$;Nt.NIPALS=nO;Nt.Nipals=nO;Nt.QR=ME;Nt.QrDecomposition=ME;Nt.SVD=Vc;Nt.SingularValueDecomposition=Vc;Nt.SymmetricMatrix=wl;Nt.WrapperMatrix1D=JD;Nt.WrapperMatrix2D=Tr;Nt.correlation=V$;Nt.covariance=B$;var iP=Nt.default=Oe;Nt.determinant=Dg;var X$=Nt.inverse=O$;Nt.linearDependencies=U$;Nt.pseudoInverse=z$;Nt.solve=QD;Nt.wrap=D$;const qv=iO;iP.Matrix&&iP.Matrix;const $$=X$;function q$(n,e,t,i,r){const s=t.length,o=n.x.length;let a=new Array(s);for(let l=0;l0&&s[s.length-1])&&(u[0]===6||u[0]===2)){t=0;continue}if(u[0]===3&&(!s||u[1]>s[0]&&u[1]0)&&!(r=i.next()).done;)s.push(r.value)}catch(a){o={error:a}}finally{try{r&&!r.done&&(t=i.return)&&t.call(i)}finally{if(o)throw o.error}}return s},oP=Ft&&Ft.__spread||function(){for(var n=[],e=0;e0&&s.set(o,f,d)}var p=Mn.transpose(s);return Mn.maximum(s,p)},n.prototype.transform=function(e){var t=this,i=this.X;if(i===void 0||i.length===0)throw new Error("No data has been fit.");var r=Math.floor(this.nNeighbors*this.transformQueueSize);r=Math.min(i.length,r);var s=$m.initializeSearch(this.rpForest,i,e,r,this.initFromRandom,this.initFromTree,this.random),o=this.search(i,this.searchGraph,s,e),a=tq.deheapSort(o),l=a.indices,u=a.weights;l=l.map(function(j){return j.slice(0,t.nNeighbors)}),u=u.map(function(j){return j.slice(0,t.nNeighbors)});var f=Math.max(0,this.localConnectivity-1),d=this.smoothKNNDistance(u,this.nNeighbors,f),p=d.sigmas,g=d.rhos,v=this.computeMembershipStrengths(l,u,p,g),x=v.rows,_=v.cols,m=v.vals,w=[e.length,i.length],S=new Mn.SparseMatrix(x,_,m,w),b=Mn.normalize(S,"l1"),R=Mn.getCSR(b),A=e.length,C=In.reshape2d(R.indices,A,this.nNeighbors),L=In.reshape2d(R.values,A,this.nNeighbors),I=lO(C,L,this.embedding),E=this.nEpochs?this.nEpochs/3:S.nRows<=1e4?100:30,N=S.getValues().reduce(function(j,Q){return Q>j?Q:j},0);S=S.map(function(j){return j0});if(v.length>=i){var x=Math.floor(i),_=i-x;x>0?(a[u]=v[x-1],_>lP&&(a[u]+=_*(v[x]-v[x-1]))):a[u]=_*v[0]}else v.length>0&&(a[u]=In.max(v));for(var m=0;m0?w+=Math.exp(-(b/p)):w+=1}if(Math.abs(w-o)o?(d=p,p=(f+d)/2):(f=p,d===1/0?p*=2:p=(f+d)/2)}if(l[u]=p,a[u]>0){var R=In.mean(g);l[u]0&&(i[a]=t/s[a])}),i},n.prototype.assignOptimizationStateParameters=function(e){Object.assign(this.optimizationState,e)},n.prototype.prepareForOptimizationLoop=function(){var e=this,t=e.repulsionStrength,i=e.learningRate,r=e.negativeSampleRate,s=this.optimizationState,o=s.epochsPerSample,a=s.headEmbedding,l=s.tailEmbedding,u=a[0].length,f=a.length===l.length,d=o.map(function(v){return v/r}),p=oP(d),g=oP(o);this.assignOptimizationStateParameters({epochOfNextSample:g,epochOfNextNegativeSample:p,epochsPerNegativeSample:d,moveOther:f,initialAlpha:i,alpha:i,gamma:t,dim:u})},n.prototype.initializeOptimization=function(){var e=this.embedding,t=this.embedding,i=this.optimizationState,r=i.head,s=i.tail,o=i.epochsPerSample,a=this.getNEpochs(),l=this.graph.nCols,u=sO(this.spread,this.minDist),f=u.a,d=u.b;this.assignOptimizationStateParameters({headEmbedding:e,tailEmbedding:t,head:r,tail:s,epochsPerSample:o,a:f,b:d,nEpochs:a,nVertices:l})},n.prototype.optimizeLayoutStep=function(e){for(var t=this.optimizationState,i=t.head,r=t.tail,s=t.headEmbedding,o=t.tailEmbedding,a=t.epochsPerSample,l=t.epochOfNextSample,u=t.epochOfNextNegativeSample,f=t.epochsPerNegativeSample,d=t.moveOther,p=t.initialAlpha,g=t.alpha,v=t.gamma,x=t.a,_=t.b,m=t.dim,w=t.nEpochs,S=t.nVertices,b=4,R=0;Re)){var A=i[R],C=r[R],L=s[A],I=o[C],E=cP(L,I),N=0;E>0&&(N=-2*x*_*Math.pow(E,_-1),N/=x*Math.pow(E,_)+1);for(var z=0;z0)W=2*v*_,W/=(.001+k)*(x*Math.pow(k,_)+1);else if(A===Q)continue;for(var z=0;z0&&(O=uP(W*(L[z]-oe[z]),b)),L[z]+=O*g}}u[R]+=q*f[R]}return t.alpha=p*(1-e/w),t.currentEpoch+=1,s},n.prototype.optimizeLayoutAsync=function(e){var t=this;return e===void 0&&(e=function(){return!0}),new Promise(function(i,r){var s=function(){return rP(t,void 0,void 0,function(){var o,a,l,u,f,d;return sP(this,function(p){try{if(o=this.optimizationState,a=o.nEpochs,l=o.currentEpoch,this.embedding=this.optimizeLayoutStep(l),u=this.optimizationState.currentEpoch,f=e(u)===!1,d=u===a,!f&&!d)setTimeout(function(){return s()},0);else return[2,i(d)]}catch(g){r(g)}return[2]})})};setTimeout(function(){return s()},0)})},n.prototype.optimizeLayout=function(e){e===void 0&&(e=function(){return!0});for(var t=!1,i=[];!t;){var r=this.optimizationState,s=r.nEpochs,o=r.currentEpoch;i=this.optimizeLayoutStep(o);var a=this.optimizationState.currentEpoch,l=e(a)===!1;t=a===s||l}return i},n.prototype.getNEpochs=function(){var e=this.graph;if(this.nEpochs>0)return this.nEpochs;var t=e.nRows;return t<=2500?500:t<=5e3?400:t<=7500?300:200},n}();Oo.UMAP=iq;function rO(n,e){for(var t=0,i=0;ie?e:n<-e?-e:n}function cP(n,e){for(var t=0,i=0;i=e;return v?Math.exp(-(i[g]-e)/n):p}),s=[.5,.5],o={x:i,y:r},a={damping:1.5,initialValues:s,gradientDifference:.1,maxIterations:100,errorTolerance:.01},l=nq.default(o,t,a).parameterValues,u=a1(l,2),f=u[0],d=u[1];return{a:f,b:d}}Oo.findABParams=sO;function oO(n,e,t,i){return t===void 0&&(t=1),i===void 0&&(i=5),n.map(function(r,s,o){return e[s]===-1||e[o]===-1?r*Math.exp(-t):e[s]!==e[o]?r*Math.exp(-i):r})}Oo.fastIntersection=oO;function aO(n){n=Mn.normalize(n,"max");var e=Mn.transpose(n),t=Mn.pairwiseMultiply(e,n);return n=Mn.add(n,Mn.subtract(e,t)),Mn.eliminateZeros(n)}Oo.resetLocalConnectivity=aO;function lO(n,e,t){for(var i=In.zeros(n.length).map(function(l){return In.zeros(t[0].length)}),r=0;rthis.calculateEmbedding(i)));return this.theUMAP=new aq({nNeighbors:1,nComponents:3,minDist:.5}),this.theUMAP.fit(t)}async calculateProjection(e){if(this.initOpenAi(),!this.theUMAP)return[0,0,0];const t=await this.calculateEmbedding(e);return this.theUMAP.transform([t])[0]}}const uq=()=>We.jsxs("div",{className:"ItemOpenAiKey",children:["OpenAI API key ",We.jsx("input",{id:"llm-key",style:{width:"200px"},type:"password"})]});function cq(){let[n]=Y.useState(new lq);const[e,t]=Y.useState(-1),[i,r]=Y.useState([]),[s,o]=Y.useState([0,0,0]),a=async u=>{o(await n.calculateProjection(u))},l=async()=>{const u=await n.initializeProjection(i.map(f=>f.label));i.map(f=>{f.position=u[f.index]}),r(i.slice())};return We.jsxs(We.Fragment,{children:[We.jsx(uq,{}),We.jsxs("div",{id:"main-div",children:[We.jsxs("div",{id:"left-pane",children:[We.jsx(x7,{conceptCategories:E7,concepts:i,setConcepts:r,onCalculateEmbeddings:l}),We.jsx(w7,{onChangeMyConcept:a})]}),We.jsx("div",{id:"right-pane",children:We.jsx(MW,{concepts:i,spherePos:s,onHoverConcept:t})})]}),e!=-1&&We.jsx(S7,{text:`${i[e].label}`})]})}Kx.createRoot(document.getElementById("root")).render(We.jsx(wP.StrictMode,{children:We.jsx(cq,{})})); diff --git a/index.html b/index.html index 9b56a5f..05e15c7 100644 --- a/index.html +++ b/index.html @@ -5,8 +5,8 @@ Embedding Viewer - - + +