diff --git "a/static/assets/index-BtW_vZUt.js" "b/static/assets/index-BtW_vZUt.js"
new file mode 100644--- /dev/null
+++ "b/static/assets/index-BtW_vZUt.js"
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M=this.stats.lastLatencies.reduce((q,Z)=>q+Z,0);this.stats.avgLatency=M/this.stats.lastLatencies.length}this.updateStatus(y.focused),this.latestDetectionData={confidence:y.confidence||0,focused:y.focused,timestamp:p},this.lastConfidence=y.confidence||0,this.callbacks.onStatusUpdate&&this.callbacks.onStatusUpdate(this.currentStatus);const o={focused:y.focused,confidence:y.confidence||0,model:y.model,landmarks:y.lm||y.landmarks||null,yaw:y.yaw,pitch:y.pitch,roll:y.roll,mar:y.mar,sf:y.sf,se:y.se,gaze_x:y.gaze_x,gaze_y:y.gaze_y,on_screen:y.on_screen,gaze_yaw:y.gaze_yaw,gaze_pitch:y.gaze_pitch};this.drawDetectionResult(o);break;case"session_ended":console.log("Received session_ended message"),console.log("Session summary:",y.summary),this.callbacks.onSessionEnd?(console.log("Calling onSessionEnd callback"),this.callbacks.onSessionEnd(y.summary)):console.warn("No onSessionEnd callback registered"),this.sessionId=null,this.sessionStartTime=null;break;case"calibration_started":this.calibration={active:!0,collecting:!0,target:y.target,index:y.index,numPoints:y.num_points,done:!1,success:!1},this.callbacks.onCalibrationUpdate&&this.callbacks.onCalibrationUpdate({...this.calibration});break;case"calibration_point":this.calibration.target=y.target,this.calibration.index=y.index,this.callbacks.onCalibrationUpdate&&this.callbacks.onCalibrationUpdate({...this.calibration});break;case"calibration_verify":this.calibration.collecting=!0,this.calibration.target=y.target,this.calibration.index=-1,this.calibration.verifying=!0,this.calibration.verifyMessage=y.message||"Verify calibration",this.callbacks.onCalibrationUpdate&&this.callbacks.onCalibrationUpdate({...this.calibration});break;case"calibration_done":this.calibration.collecting=!1,this.calibration.verifying=!1,this.calibration.done=!0,this.calibration.success=y.success,this.callbacks.onCalibrationUpdate&&this.callbacks.onCalibrationUpdate({...this.calibration}),setTimeout(()=>{this.calibration.active=!1,this.callbacks.onCalibrationUpdate&&this.callbacks.onCalibrationUpdate({...this.calibration})},2e3);break;case"calibration_cancelled":this.calibration=ps(),this.callbacks.onCalibrationUpdate&&this.callbacks.onCalibrationUpdate({...this.calibration});break;case"error":console.error("Server error:",y.message);break;default:console.log("Unknown message type:",y.type)}}startCalibration(){this.ws&&this.ws.readyState===WebSocket.OPEN&&this.ws.send(JSON.stringify({type:"calibration_start"}))}nextCalibrationPoint(){this.ws&&this.ws.readyState===WebSocket.OPEN&&this.ws.send(JSON.stringify({type:"calibration_next"}))}cancelCalibration(){this.ws&&this.ws.readyState===WebSocket.OPEN&&this.ws.send(JSON.stringify({type:"calibration_cancel"})),this.calibration=ps(),this.callbacks.onCalibrationUpdate&&this.callbacks.onCalibrationUpdate({...this.calibration})}static FACE_OVAL=[10,338,297,332,284,251,389,356,454,323,361,288,397,365,379,378,400,377,152,148,176,149,150,136,172,58,132,93,234,127,162,21,54,103,67,109,10];static LEFT_EYE=[33,7,163,144,145,153,154,155,133,173,157,158,159,160,161,246];static RIGHT_EYE=[362,382,381,380,374,373,390,249,263,466,388,387,386,385,384,398];static LEFT_IRIS=[468,469,470,471,472];static RIGHT_IRIS=[473,474,475,476,477];static LEFT_EYEBROW=[70,63,105,66,107,55,65,52,53,46];static RIGHT_EYEBROW=[300,293,334,296,336,285,295,282,283,276];static NOSE_BRIDGE=[6,197,195,5,4,1,19,94,2];static LIPS_OUTER=[61,146,91,181,84,17,314,405,321,375,291,409,270,269,267,0,37,39,40,185,61];static LIPS_INNER=[78,95,88,178,87,14,317,402,318,324,308,415,310,311,312,13,82,81,80,191,78];static LEFT_EAR_POINTS=[33,160,158,133,153,145];static RIGHT_EAR_POINTS=[362,385,387,263,373,380];static LEFT_IRIS_CENTER=468;static RIGHT_IRIS_CENTER=473;static LEFT_EYE_INNER=133;static LEFT_EYE_OUTER=33;static RIGHT_EYE_INNER=362;static RIGHT_EYE_OUTER=263;_drawPolyline(y,p,o,C,M,q,Z,R=!1){if(!p||o.length<2)return;const O=Array.isArray(p)?V=>p[V]:V=>p[String(V)];y.beginPath();const H=O(o[0]);if(H){y.moveTo(H[0]*C,H[1]*M);for(let V=1;V<o.length;V++){const me=O(o[V]);me&&y.lineTo(me[0]*C,me[1]*M)}R&&y.closePath(),y.strokeStyle=q,y.lineWidth=Z,y.stroke()}}drawFaceMesh(y,p,o,C){if(!p)return;const M=Array.isArray(p);if(M&&p.length<468||!M&&typeof p=="object"&&Object.keys(p).length===0)return;const q=M?k=>p[k]:k=>p[String(k)];if(this._tessellation&&M){y.strokeStyle="rgba(200,200,200,0.25)",y.lineWidth=1,y.beginPath();for(const[k,Ee]of this._tessellation){const de=p[k],He=p[Ee];!de||!He||(y.moveTo(de[0]*o,de[1]*C),y.lineTo(He[0]*o,He[1]*C))}y.stroke()}this._drawPolyline(y,p,Je.FACE_OVAL,o,C,"rgba(0,255,255,0.5)",1,!0),this._drawPolyline(y,p,Je.LEFT_EYEBROW,o,C,"#90EE90",2),this._drawPolyline(y,p,Je.RIGHT_EYEBROW,o,C,"#90EE90",2),this._drawPolyline(y,p,Je.LEFT_EYE,o,C,"#00FF00",2,!0),this._drawPolyline(y,p,Je.RIGHT_EYE,o,C,"#00FF00",2,!0),this._drawPolyline(y,p,Je.NOSE_BRIDGE,o,C,"rgba(0,165,255,0.6)",1),this._drawPolyline(y,p,Je.LIPS_OUTER,o,C,"#FF00FF",1),this._drawPolyline(y,p,Je.LIPS_INNER,o,C,"rgba(200,0,200,0.7)",1);for(const k of[Je.LEFT_EAR_POINTS,Je.RIGHT_EAR_POINTS])for(const Ee of k){const de=q(Ee);de&&(y.beginPath(),y.arc(de[0]*o,de[1]*C,3,0,2*Math.PI),y.fillStyle="#FFFF00",y.fill())}const Z=[{iris:Je.LEFT_IRIS,center:Je.LEFT_IRIS_CENTER,inner:Je.LEFT_EYE_INNER,outer:Je.LEFT_EYE_OUTER},{iris:Je.RIGHT_IRIS,center:Je.RIGHT_IRIS_CENTER,inner:Je.RIGHT_EYE_INNER,outer:Je.RIGHT_EYE_OUTER}],R=this._lastDetection,x=R?R.gaze_yaw:void 0,O=R?R.gaze_pitch:void 0,H=R?R.on_screen:void 0,V=x!==void 0&&O!==void 0,me=H===!1?"#FF0000":"#00FF00",ie=100;for(const{iris:k,center:Ee,inner:de,outer:He}of Z){const Ne=q(k[0]);if(!Ne)continue;const xe=Ne[0]*o,Ce=Ne[1]*C;let le=0,A=0;for(let B=1;B<k.length;B++){const ye=q(k[B]);ye&&(le+=Math.hypot(ye[0]*o-xe,ye[1]*C-Ce),A++)}const w=Math.max(A>0?le/A:3,2);if(y.beginPath(),y.arc(xe,Ce,w,0,2*Math.PI),y.strokeStyle="#FF00FF",y.lineWidth=2,y.stroke(),y.beginPath(),y.arc(xe,Ce,3,0,2*Math.PI),y.fillStyle=me,y.fill(),y.strokeStyle="#FFFFFF",y.lineWidth=1,y.stroke(),V){const B=-ie*Math.sin(O)*Math.cos(x),ye=-ie*Math.sin(x),fe=xe+B,ae=Ce+ye;y.beginPath(),y.moveTo(xe,Ce),y.lineTo(fe,ae),y.strokeStyle=me,y.lineWidth=3,y.stroke();const ue=Math.atan2(ae-Ce,fe-xe),Oe=10;y.beginPath(),y.moveTo(fe,ae),y.lineTo(fe-Oe*Math.cos(ue-.4),ae-Oe*Math.sin(ue-.4)),y.moveTo(fe,ae),y.lineTo(fe-Oe*Math.cos(ue+.4),ae-Oe*Math.sin(ue+.4)),y.strokeStyle=me,y.lineWidth=2,y.stroke()}else{const B=q(de),ye=q(He);if(B&&ye){const fe=(B[0]+ye[0])/2*o,ae=(B[1]+ye[1])/2*C,ue=xe-fe,Oe=Ce-ae,Be=Math.hypot(ue,Oe);if(Be>.5){const b=ie/Be;y.beginPath(),y.moveTo(xe,Ce),y.lineTo(xe+ue*b,Ce+Oe*b),y.strokeStyle="#00FFFF",y.lineWidth=2,y.stroke()}}}}}drawDetectionResult(y){this._lastDetection=y}updateStatus(y){if(this.statusBuffer.push(y),this.statusBuffer.length>this.bufferSize&&this.statusBuffer.shift(),this.statusBuffer.length<this.bufferSize)return!1;const o=this.statusBuffer.filter(C=>C).length/this.statusBuffer.length;this.currentStatus,o>=.75?this.currentStatus=!0:o<=.25&&(this.currentStatus=!1)}async stopStreaming(){if(console.log("Stopping streaming..."),this.isStreaming=!1,this.reconnectTimeout&&(clearTimeout(this.reconnectTimeout),this.reconnectTimeout=null),this._stopRenderLoop(),this._lastDetection=null,this.captureInterval&&(clearInterval(this.captureInterval),this.captureInterval=null),this.ws&&this.ws.readyState===WebSocket.OPEN&&this.sessionId){const y=this.sessionId,p=new Promise(o=>{const C=this.ws.onmessage,M=setTimeout(()=>{this.ws.onmessage=C,console.log("Session end timeout, proceeding anyway"),o()},2e3);this.ws.onmessage=q=>{try{const Z=JSON.parse(q.data);Z.type==="session_ended"?(clearTimeout(M),this.handleServerMessage(Z),this.ws.onmessage=C,o()):this.handleServerMessage(Z)}catch(Z){console.error("Failed to parse message:",Z)}}});console.log("Sending end_session request for session:",y),this.ws.send(JSON.stringify({type:"end_session",session_id:y})),await p}await new Promise(y=>setTimeout(y,200)),this.ws&&(this.ws.close(),this.ws=null),this.stream&&(this.stream.getTracks().forEach(y=>y.stop()),this.stream=null),this.localVideoElement&&(this.localVideoElement.srcObject=null),this.displayCanvas&&this.displayCanvas.getContext("2d").clearRect(0,0,this.displayCanvas.width,this.displayCanvas.height),console.log("Streaming stopped"),console.log("Stats:",this.stats)}setFrameRate(y){this.frameRate=Math.max(10,Math.min(30,y)),console.log(`Frame rate set to ${this.frameRate} FPS`),this.isStreaming&&this.captureInterval&&(clearInterval(this.captureInterval),this.startCapture())}getStats(){return{...this.stats,isStreaming:this.isStreaming,sessionId:this.sessionId,currentStatus:this.currentStatus,lastConfidence:this.lastConfidence}}}function r0({setActiveTab:m}){return c.jsxs("main",{id:"page-a",className:"page",children:[c.jsx("h1",{children:"FocusGuard"}),c.jsx("p",{children:"Your productivity monitor assistant."}),c.jsx("div",{className:"home-button-grid",children:c.jsx("button",{type:"button",className:"btn-main",onClick:()=>m("focus"),children:"Start Focus"})})]})}const d0=2e3,h0=3e3,m0=3e3;function y0({calibration:m,videoManager:y}){const[p,o]=J.useState(0),C=J.useRef(null),M=J.useRef(null),q=J.useRef(null),Z=J.useCallback(()=>{const k=q.current;if(!k)return;const Ee=k.requestFullscreen||k.webkitRequestFullscreen||k.msRequestFullscreen;Ee&&Ee.call(k).catch(()=>{})},[]),R=J.useCallback(()=>{if(document.fullscreenElement||document.webkitFullscreenElement){const k=document.exitFullscreen||document.webkitExitFullscreen||document.msExitFullscreen;k&&k.call(document).catch(()=>{})}},[]);J.useEffect(()=>{if(m&&m.active&&!m.done){const k=setTimeout(Z,100);return()=>clearTimeout(k)}},[m?.active]),J.useEffect(()=>{(!m||!m.active)&&R()},[m?.active]),J.useEffect(()=>{if(!m||!m.collecting||m.done){o(0),C.current&&cancelAnimationFrame(C.current);return}M.current=performance.now();const k=m.verifying?m0:m.index===0?h0:d0,Ee=()=>{const de=Math.min((performance.now()-M.current)/k,1);o(de),de>=1&&(y&&y.nextCalibrationPoint(),M.current=performance.now(),o(0)),C.current=requestAnimationFrame(Ee)};return C.current=requestAnimationFrame(Ee),()=>{C.current&&cancelAnimationFrame(C.current)}},[m?.index,m?.collecting,m?.done]);const x=()=>{y&&y.cancelCalibration(),R()};if(!m||!m.active)return null;if(m.done){const k=m.success;return c.jsx("div",{ref:q,className:"cal-overlay",children:c.jsxs("div",{className:`cal-done-card ${k?"cal-done-success":"cal-done-fail"}`,children:[c.jsx("div",{className:"cal-done-eyebrow",children:k?"Complete":"Failed"}),c.jsx("h2",{className:"cal-done-title",children:k?"Calibration Complete":"Calibration Failed"}),c.jsx("p",{className:"cal-done-subtitle",children:k?"Gaze tracking is now active.":"Not enough samples collected. Try again."})]})})}const[O,H]=m.target||[.5,.5],V=m.verifying,me=V?"#007BFF":"#28a745",ie=V?"rgba(0, 123, 255, 0.6)":"rgba(40, 167, 69, 0.6)";return c.jsxs("div",{ref:q,className:"cal-overlay",children:[c.jsx("div",{className:"cal-header",children:V?c.jsxs(c.Fragment,{children:[c.jsx("span",{className:"cal-eyebrow cal-eyebrow-verify",children:"Verification"}),c.jsx("p",{className:"cal-instruction",children:"Look at the dot to confirm calibration accuracy"})]}):c.jsxs(c.Fragment,{children:[c.jsxs("span",{className:"cal-eyebrow cal-eyebrow-collect",children:["Point ",m.index+1," of ",m.numPoints]}),c.jsx("p",{className:"cal-instruction",children:m.index===0?"Look at the center dot — this sets your baseline":"Hold your gaze steady on the target"})]})}),c.jsxs("div",{className:"cal-target",style:{left:`${O*100}%`,top:`${H*100}%`},children:[c.jsxs("svg",{width:"60",height:"60",className:"cal-ring",children:[c.jsx("circle",{cx:"30",cy:"30",r:"24",fill:"none",stroke:"rgba(255,255,255,0.12)",strokeWidth:"3"}),c.jsx("circle",{cx:"30",cy:"30",r:"24",fill:"none",stroke:me,strokeWidth:"3",strokeDasharray:`${p*150.8} 150.8`,strokeLinecap:"round",transform:"rotate(-90, 30, 30)"})]}),c.jsx("div",{className:"cal-dot",style:{background:`radial-gradient(circle, #fff 30%, ${me} 100%)`,boxShadow:`0 0 24px ${ie}`}})]}),c.jsx("button",{onClick:x,className:"cal-cancel",children:"Cancel Calibration"})]})}const Xt={intro:"intro",permission:"permission",ready:"ready"},qt={pending:"pending",focused:"focused",notFocused:"not-focused"};function v0(){return c.jsxs("svg",{width:"96",height:"96",viewBox:"0 0 96 96","aria-hidden":"true",children:[c.jsx("circle",{cx:"48",cy:"48",r:"40",fill:"#007BFF"}),c.jsx("path",{d:"M30 38c0-4 2.7-7 6-7s6 3 6 7",fill:"none",stroke:"#fff",strokeWidth:"6",strokeLinecap:"round"}),c.jsx("path",{d:"M54 38c0-4 2.7-7 6-7s6 3 6 7",fill:"none",stroke:"#fff",strokeWidth:"6",strokeLinecap:"round"}),c.jsx("path",{d:"M30 52c3 11 10 17 18 17s15-6 18-17",fill:"none",stroke:"#fff",strokeWidth:"6",strokeLinecap:"round"})]})}function g0(){return c.jsxs("svg",{width:"110",height:"110",viewBox:"0 0 110 110","aria-hidden":"true",children:[c.jsx("rect",{x:"30",y:"36",width:"50",height:"34",rx:"5",fill:"none",stroke:"#007BFF",strokeWidth:"6"}),c.jsx("path",{d:"M24 72h62c0 9-7 16-16 16H40c-9 0-16-7-16-16Z",fill:"none",stroke:"#007BFF",strokeWidth:"6"}),c.jsx("path",{d:"M55 28v8",stroke:"#007BFF",strokeWidth:"6",strokeLinecap:"round"}),c.jsx("circle",{cx:"55",cy:"36",r:"14",fill:"none",stroke:"#007BFF",strokeWidth:"6"}),c.jsx("circle",{cx:"55",cy:"36",r:"4",fill:"#007BFF"}),c.jsx("path",{d:"M46 83h18",stroke:"#007BFF",strokeWidth:"6",strokeLinecap:"round"})]})}const S0=["hybrid","xgboost","mlp","geometric"],ct={hybrid:{label:"Hybrid",tagline:"Best overall — combines ML with geometric scoring",how:"Fuses XGBoost predictions (30%) with geometric face/eye scores (70%). A logistic regression meta-classifier combines both signals for the final decision.",accuracy:"84.3%",f1:"0.864",auc:"0.880",threshold:"0.46",evaluation:"Leave-One-Person-Out (9 participants, 144K frames)",features:"10 features: head deviation, face score, eye scores (EAR), gaze offset, pitch, horizontal gaze, PERCLOS",strengths:"Most robust across different people. Geometric scoring generalises well; ML catches subtle patterns.",badge:"Recommended"},xgboost:{label:"XGBoost",tagline:"Highest raw accuracy — gradient-boosted decision trees",how:"Ensemble of 600 decision trees (max depth 8). Each tree learns to correct errors from previous trees. Outputs probability of focused state.",accuracy:"84.3%",f1:"0.859",auc:"0.880",threshold:"0.38",evaluation:"Leave-One-Person-Out (9 participants, 144K frames)",features:"10 features: head deviation, face score, eye scores (EAR), gaze offset, pitch, horizontal gaze, PERCLOS",strengths:"Strong pattern recognition. Handles non-linear feature interactions. 95.9% accuracy on random split (but LOPO is the fairer test).",badge:null},mlp:{label:"MLP",tagline:"Lightweight neural network — fast and efficient",how:"Two-layer neural network (64→32 neurons). Takes 10 face features, applies learned weights, outputs focused/unfocused probability via softmax.",accuracy:"82.7%",f1:"0.858",auc:"0.862",threshold:"0.23",evaluation:"Leave-One-Person-Out (9 participants, 144K frames)",features:"10 features: head deviation, face score, eye scores (EAR), gaze offset, pitch, horizontal gaze, PERCLOS",strengths:"Fastest inference. Smallest model size. Good baseline. 92.9% accuracy on random split.",badge:null},geometric:{label:"Geometric",tagline:"Baseline only — hardcoded thresholds, no learning",how:"Uses fixed thresholds on head orientation (70%) and eye openness (30%). No training — just hand-tuned rules on 478 face landmarks. Cannot adapt to new faces or environments.",accuracy:"~77%",f1:"0.772",auc:"N/A",threshold:"0.55",evaluation:"Leave-One-Person-Out geometric sweep",features:"Head yaw/pitch/roll angles, eye aspect ratio (EAR), iris gaze offset, mouth aspect ratio (MAR)",strengths:"No model files needed. Useful as a fallback. This is the baseline that motivated building the ML models — its fixed thresholds struggle with different face shapes, lighting, and camera angles.",badge:"Baseline"}};function p0({videoManager:m,sessionResult:y,setSessionResult:p,isActive:o}){const[C,M]=J.useState(15),[q,Z]=J.useState([]),[R,x]=J.useState(null),[O,H]=J.useState(null),[V,me]=J.useState([]),[ie,k]=J.useState("mlp"),[Ee,de]=J.useState(Xt.intro),[He,Ne]=J.useState(!1),[xe,Ce]=J.useState(!1),[le,A]=J.useState(qt.pending),[w,B]=J.useState(""),[ye,fe]=J.useState(null),[ae,ue]=J.useState(!1),[Oe,Be]=J.useState(!1),b=J.useRef(null),D=J.useRef(null),Y=J.useRef(null),L=J.useRef(null),$=J.useRef(null),r=N=>{if(N===0)return"0s";const ee=Math.floor(N/60),pe=Math.floor(N%60);return`${ee}m ${pe}s`},_=()=>{$.current&&(cancelAnimationFrame($.current),$.current=null)},U=()=>{_();const N=()=>{const ee=D.current,pe=b.current;if(!ee||!pe||!He||m?.isStreaming){$.current=null;return}pe.readyState>=2&&ee.getContext("2d").drawImage(pe,0,0,ee.width,ee.height),$.current=requestAnimationFrame(N)};$.current=requestAnimationFrame(N)},G=N=>N?.name==="NotAllowedError"?"Camera permission denied. 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