Burhan
2 days ago
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0947dde038
37 changed files with 427 additions and 296 deletions
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// YOLO models chart ---------------------------------------------------------------------------------------------------
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const data = { |
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YOLO11: { |
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n: { speed: 1.55, mAP: 39.5 }, |
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s: { speed: 2.63, mAP: 47.0 }, |
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m: { speed: 5.27, mAP: 51.4 }, |
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l: { speed: 6.84, mAP: 53.2 }, |
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x: { speed: 12.49, mAP: 54.7 }, |
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}, |
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YOLOv10: { |
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n: { speed: 1.56, mAP: 39.5 }, |
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s: { speed: 2.66, mAP: 46.7 }, |
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m: { speed: 5.48, mAP: 51.3 }, |
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b: { speed: 6.54, mAP: 52.7 }, |
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l: { speed: 8.33, mAP: 53.3 }, |
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x: { speed: 12.2, mAP: 54.4 }, |
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}, |
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YOLOv9: { |
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t: { speed: 2.3, mAP: 37.8 }, |
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s: { speed: 3.54, mAP: 46.5 }, |
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m: { speed: 6.43, mAP: 51.5 }, |
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c: { speed: 7.16, mAP: 52.8 }, |
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e: { speed: 16.77, mAP: 55.1 }, |
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}, |
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YOLOv8: { |
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n: { speed: 1.47, mAP: 37.3 }, |
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s: { speed: 2.66, mAP: 44.9 }, |
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m: { speed: 5.86, mAP: 50.2 }, |
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l: { speed: 9.06, mAP: 52.9 }, |
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x: { speed: 14.37, mAP: 53.9 }, |
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}, |
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YOLOv7: { l: { speed: 6.84, mAP: 51.4 }, x: { speed: 11.57, mAP: 53.1 } }, |
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"YOLOv6-3.0": { |
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n: { speed: 1.17, mAP: 37.5 }, |
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s: { speed: 2.66, mAP: 45.0 }, |
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m: { speed: 5.28, mAP: 50.0 }, |
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l: { speed: 8.95, mAP: 52.8 }, |
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}, |
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YOLOv5: { |
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s: { speed: 1.92, mAP: 37.4 }, |
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m: { speed: 4.03, mAP: 45.4 }, |
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l: { speed: 6.61, mAP: 49.0 }, |
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x: { speed: 11.89, mAP: 50.7 }, |
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}, |
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"PP-YOLOE+": { |
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t: { speed: 2.84, mAP: 39.9 }, |
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s: { speed: 2.62, mAP: 43.7 }, |
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m: { speed: 5.56, mAP: 49.8 }, |
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l: { speed: 8.36, mAP: 52.9 }, |
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x: { speed: 14.3, mAP: 54.7 }, |
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}, |
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"DAMO-YOLO": { |
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t: { speed: 2.32, mAP: 42.0 }, |
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s: { speed: 3.45, mAP: 46.0 }, |
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m: { speed: 5.09, mAP: 49.2 }, |
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l: { speed: 7.18, mAP: 50.8 }, |
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}, |
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YOLOX: { |
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s: { speed: 2.56, mAP: 40.5 }, |
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m: { speed: 5.43, mAP: 46.9 }, |
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l: { speed: 9.04, mAP: 49.7 }, |
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x: { speed: 16.1, mAP: 51.1 }, |
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}, |
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RTDETRv2: { |
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s: { speed: 5.03, mAP: 48.1 }, |
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m: { speed: 7.51, mAP: 51.9 }, |
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l: { speed: 9.76, mAP: 53.4 }, |
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x: { speed: 15.03, mAP: 54.3 }, |
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}, |
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}; |
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let chart = null; // chart variable will hold the reference to the current chart instance.
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// Function to lighten a hex color by a specified amount.
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function lightenHexColor(color, amount = 0.5) { |
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const r = parseInt(color.slice(1, 3), 16); |
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const g = parseInt(color.slice(3, 5), 16); |
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const b = parseInt(color.slice(5, 7), 16); |
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const newR = Math.min(255, Math.round(r + (255 - r) * amount)); |
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const newG = Math.min(255, Math.round(g + (255 - g) * amount)); |
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const newB = Math.min(255, Math.round(b + (255 - b) * amount)); |
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return `#${newR.toString(16).padStart(2, "0")}${newG.toString(16).padStart(2, "0")}${newB.toString(16).padStart(2, "0")}`; |
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} |
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// Function to update the benchmarks chart.
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function updateChart() { |
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if (chart) { |
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chart.destroy(); |
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} // If a chart instance already exists, destroy it.
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// Define a specific color map for models.
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const colorMap = { |
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YOLO11: "#0b23a9", |
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YOLOv10: "#ff7f0e", |
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YOLOv9: "#2ca02c", |
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YOLOv8: "#d62728", |
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YOLOv7: "#9467bd", |
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"YOLOv6-3.0": "#8c564b", |
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YOLOv5: "#e377c2", |
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"PP-YOLOE+": "#7f7f7f", |
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"DAMO-YOLO": "#bcbd22", |
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YOLOX: "#17becf", |
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RTDETRv2: "#eccd22", |
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}; |
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// Get the selected algorithms from the checkboxes.
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const selectedAlgorithms = [ |
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...document.querySelectorAll('input[name="algorithm"]:checked'), |
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].map((e) => e.value); |
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// Create the datasets for the selected algorithms.
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const datasets = selectedAlgorithms.map((algorithm, i) => { |
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const baseColor = |
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colorMap[algorithm] || `hsl(${Math.random() * 360}, 70%, 50%)`; |
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const lineColor = i === 0 ? baseColor : lightenHexColor(baseColor, 0.6); // Lighten non-primary lines.
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return { |
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label: algorithm, // Label for the data points in the legend.
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data: Object.entries(data[algorithm]).map(([version, point]) => ({ |
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x: point.speed, // Speed data points on the x-axis.
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y: point.mAP, // mAP data points on the y-axis.
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version: version.toUpperCase(), // Store the version as additional data.
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})), |
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fill: false, // Don't fill the chart.
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borderColor: lineColor, // Use the lightened color for the line.
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tension: 0.3, // Smooth the line.
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pointRadius: i === 0 ? 7 : 4, // Highlight primary dataset points.
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pointHoverRadius: i === 0 ? 9 : 6, // Highlight hover for primary dataset.
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pointBackgroundColor: lineColor, // Fill points with the line color.
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pointBorderColor: "#ffffff", // Add a border around points for contrast.
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borderWidth: i === 0 ? 3 : 1.5, // Slightly increase line size for the primary dataset.
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}; |
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}); |
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if (datasets.length === 0) { |
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return; |
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} // If there are no selected algorithms, return without creating a new chart.
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// Create a new chart instance.
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chart = new Chart(document.getElementById("chart").getContext("2d"), { |
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type: "line", // Set the chart type to line.
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data: { datasets }, |
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options: { |
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plugins: { |
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legend: { |
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display: true, |
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position: "top", |
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labels: { color: "#808080" }, |
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}, // Configure the legend.
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tooltip: { |
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callbacks: { |
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label: (tooltipItem) => { |
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const { dataset, dataIndex } = tooltipItem; |
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const point = dataset.data[dataIndex]; |
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return `${dataset.label}${point.version.toLowerCase()}: Speed = ${point.x}, mAP = ${point.y}`; // Custom tooltip label.
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}, |
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}, |
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mode: "nearest", |
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intersect: false, |
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}, // Configure the tooltip.
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}, |
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interaction: { mode: "nearest", axis: "x", intersect: false }, // Configure the interaction mode.
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scales: { |
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x: { |
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type: "linear", |
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position: "bottom", |
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title: { |
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display: true, |
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text: "Latency T4 TensorRT10 FP16 (ms/img)", |
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color: "#808080", |
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}, // X-axis title.
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grid: { color: "#e0e0e0" }, // Grid line color.
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ticks: { color: "#808080" }, // Tick label color.
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}, |
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y: { |
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title: { display: true, text: "mAP", color: "#808080" }, // Y-axis title.
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grid: { color: "#e0e0e0" }, // Grid line color.
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ticks: { color: "#808080" }, // Tick label color.
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}, |
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}, |
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}, |
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}); |
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} |
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document$.subscribe(function () { |
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function initializeApp() { |
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if (typeof Chart !== "undefined") { |
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document |
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.querySelectorAll('input[name="algorithm"]') |
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.forEach((checkbox) => |
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checkbox.addEventListener("change", updateChart), |
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); |
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updateChart(); |
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} else { |
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setTimeout(initializeApp, 100); // Retry every 100ms
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} |
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} |
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initializeApp(); // Initial chart rendering
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}); |
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