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fais moi un chart cool sur le machine learning en lisant les direxctives dans le readme
Browse files- d3-ml-metrics.html +360 -0
- index.html +4 -1
d3-ml-metrics.html
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| 1 |
+
<div class="d3-ml-metrics"></div>
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| 2 |
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<style>
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| 3 |
+
.d3-ml-metrics {
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| 4 |
+
font-family: -apple-system, BlinkMacSystemFont, sans-serif;
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| 5 |
+
position: relative;
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| 6 |
+
}
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| 7 |
+
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| 8 |
+
.d3-ml-metrics .chart-container {
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| 9 |
+
width: 100%;
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| 10 |
+
overflow: visible;
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| 11 |
+
}
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| 12 |
+
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| 13 |
+
.d3-ml-metrics .axis path,
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| 14 |
+
.d3-ml-metrics .axis line {
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| 15 |
+
stroke: var(--axis-color);
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| 16 |
+
shape-rendering: crispEdges;
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| 17 |
+
}
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| 18 |
+
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| 19 |
+
.d3-ml-metrics .axis text {
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| 20 |
+
fill: var(--tick-color);
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| 21 |
+
font-size: 11px;
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| 22 |
+
}
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| 23 |
+
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| 24 |
+
.d3-ml-metrics .grid line {
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| 25 |
+
stroke: var(--grid-color);
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| 26 |
+
stroke-dasharray: 2,2;
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| 27 |
+
shape-rendering: crispEdges;
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| 28 |
+
}
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| 29 |
+
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| 30 |
+
.d3-ml-metrics .line {
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| 31 |
+
fill: none;
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| 32 |
+
stroke-width: 2px;
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| 33 |
+
stroke-linejoin: round;
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| 34 |
+
stroke-linecap: round;
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| 35 |
+
}
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| 36 |
+
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| 37 |
+
.d3-ml-metrics .legend {
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| 38 |
+
display: flex;
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| 39 |
+
flex-direction: column;
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| 40 |
+
gap: 8px;
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| 41 |
+
margin-top: 16px;
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| 42 |
+
}
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| 43 |
+
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| 44 |
+
.d3-ml-metrics .legend-title {
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| 45 |
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font-size: 12px;
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| 46 |
+
font-weight: 700;
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| 47 |
+
color: var(--text-color);
|
| 48 |
+
}
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| 49 |
+
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| 50 |
+
.d3-ml-metrics .legend-items {
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| 51 |
+
display: flex;
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| 52 |
+
flex-wrap: wrap;
|
| 53 |
+
gap: 12px;
|
| 54 |
+
}
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| 55 |
+
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| 56 |
+
.d3-ml-metrics .legend-item {
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| 57 |
+
display: flex;
|
| 58 |
+
align-items: center;
|
| 59 |
+
gap: 6px;
|
| 60 |
+
cursor: pointer;
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| 61 |
+
}
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| 62 |
+
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| 63 |
+
.d3-ml-metrics .legend-swatch {
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| 64 |
+
width: 14px;
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| 65 |
+
height: 14px;
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| 66 |
+
border-radius: 3px;
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| 67 |
+
border: 1px solid var(--border-color);
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| 68 |
+
}
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| 69 |
+
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| 70 |
+
.d3-ml-metrics .controls {
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| 71 |
+
display: flex;
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| 72 |
+
justify-content: flex-end;
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| 73 |
+
margin-bottom: 16px;
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| 74 |
+
}
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| 75 |
+
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| 76 |
+
.d3-ml-metrics .control-group {
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| 77 |
+
display: flex;
|
| 78 |
+
flex-direction: column;
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| 79 |
+
gap: 6px;
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| 80 |
+
}
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| 81 |
+
|
| 82 |
+
.d3-ml-metrics .control-group label {
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| 83 |
+
font-size: 12px;
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| 84 |
+
font-weight: 700;
|
| 85 |
+
color: var(--text-color);
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| 86 |
+
}
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| 87 |
+
|
| 88 |
+
.d3-ml-metrics .control-group select {
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| 89 |
+
font-size: 12px;
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| 90 |
+
padding: 6px 24px 6px 8px;
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| 91 |
+
border: 1px solid var(--border-color);
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| 92 |
+
border-radius: 6px;
|
| 93 |
+
background: var(--surface-bg);
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| 94 |
+
color: var(--text-color);
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| 95 |
+
appearance: none;
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| 96 |
+
background-image: url("data:image/svg+xml;charset=UTF-8,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 24 24' fill='none' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'%3e%3cpolyline points='6 9 12 15 18 9'%3e%3c/polyline%3e%3c/svg%3e");
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| 97 |
+
background-repeat: no-repeat;
|
| 98 |
+
background-position: right 8px center;
|
| 99 |
+
background-size: 14px;
|
| 100 |
+
}
|
| 101 |
+
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| 102 |
+
.d3-ml-metrics .d3-tooltip {
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| 103 |
+
position: absolute;
|
| 104 |
+
padding: 8px 12px;
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| 105 |
+
background: var(--surface-bg);
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| 106 |
+
border: 1px solid var(--border-color);
|
| 107 |
+
border-radius: 6px;
|
| 108 |
+
pointer-events: none;
|
| 109 |
+
font-size: 12px;
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| 110 |
+
box-shadow: 0 4px 12px rgba(0,0,0,0.1);
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| 111 |
+
opacity: 0;
|
| 112 |
+
transition: opacity 0.2s;
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| 113 |
+
}
|
| 114 |
+
|
| 115 |
+
.d3-ml-metrics .d3-tooltip strong {
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| 116 |
+
display: block;
|
| 117 |
+
margin-bottom: 4px;
|
| 118 |
+
}
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| 119 |
+
</style>
|
| 120 |
+
<script>
|
| 121 |
+
(() => {
|
| 122 |
+
const ensureD3 = (cb) => {
|
| 123 |
+
if (window.d3 && typeof window.d3.select === 'function') return cb();
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| 124 |
+
let s = document.getElementById('d3-cdn-script');
|
| 125 |
+
if (!s) { s = document.createElement('script'); s.id = 'd3-cdn-script'; s.src = 'https://cdn.jsdelivr.net/npm/d3@7/dist/d3.min.js'; document.head.appendChild(s); }
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| 126 |
+
const onReady = () => { if (window.d3 && typeof window.d3.select === 'function') cb(); };
|
| 127 |
+
s.addEventListener('load', onReady, { once: true });
|
| 128 |
+
if (window.d3) onReady();
|
| 129 |
+
};
|
| 130 |
+
|
| 131 |
+
const bootstrap = () => {
|
| 132 |
+
const scriptEl = document.currentScript;
|
| 133 |
+
let container = scriptEl ? scriptEl.previousElementSibling : null;
|
| 134 |
+
if (!(container && container.classList && container.classList.contains('d3-ml-metrics'))) {
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| 135 |
+
const candidates = Array.from(document.querySelectorAll('.d3-ml-metrics'))
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| 136 |
+
.filter((el) => !(el.dataset && el.dataset.mounted === 'true'));
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| 137 |
+
container = candidates[candidates.length - 1] || null;
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| 138 |
+
}
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| 139 |
+
if (!container) return;
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| 140 |
+
if (container.dataset) {
|
| 141 |
+
if (container.dataset.mounted === 'true') return;
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| 142 |
+
container.dataset.mounted = 'true';
|
| 143 |
+
}
|
| 144 |
+
|
| 145 |
+
// Create UI elements
|
| 146 |
+
const controls = document.createElement('div');
|
| 147 |
+
controls.className = 'controls';
|
| 148 |
+
|
| 149 |
+
const controlGroup = document.createElement('div');
|
| 150 |
+
controlGroup.className = 'control-group';
|
| 151 |
+
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| 152 |
+
const label = document.createElement('label');
|
| 153 |
+
label.htmlFor = 'metric-select';
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| 154 |
+
label.textContent = 'Metric';
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| 155 |
+
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| 156 |
+
const select = document.createElement('select');
|
| 157 |
+
select.id = 'metric-select';
|
| 158 |
+
|
| 159 |
+
controlGroup.appendChild(label);
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| 160 |
+
controlGroup.appendChild(select);
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| 161 |
+
controls.appendChild(controlGroup);
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| 162 |
+
container.appendChild(controls);
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| 163 |
+
|
| 164 |
+
// Create chart elements
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| 165 |
+
const svg = d3.select(container).append('svg')
|
| 166 |
+
.attr('class', 'chart-container')
|
| 167 |
+
.attr('width', '100%')
|
| 168 |
+
.style('display', 'block');
|
| 169 |
+
|
| 170 |
+
const g = svg.append('g')
|
| 171 |
+
.attr('class', 'chart-content');
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| 172 |
+
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| 173 |
+
// Create tooltip
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| 174 |
+
const tooltip = document.createElement('div');
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| 175 |
+
tooltip.className = 'd3-tooltip';
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| 176 |
+
container.appendChild(tooltip);
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| 177 |
+
|
| 178 |
+
// Sample ML metrics data
|
| 179 |
+
const metricsData = [
|
| 180 |
+
{ epoch: 1, accuracy: 0.65, loss: 1.2, val_accuracy: 0.62, val_loss: 1.3 },
|
| 181 |
+
{ epoch: 2, accuracy: 0.72, loss: 0.9, val_accuracy: 0.68, val_loss: 1.1 },
|
| 182 |
+
{ epoch: 3, accuracy: 0.78, loss: 0.7, val_accuracy: 0.74, val_loss: 0.95 },
|
| 183 |
+
{ epoch: 4, accuracy: 0.82, loss: 0.6, val_accuracy: 0.79, val_loss: 0.8 },
|
| 184 |
+
{ epoch: 5, accuracy: 0.85, loss: 0.5, val_accuracy: 0.82, val_loss: 0.7 },
|
| 185 |
+
{ epoch: 6, accuracy: 0.88, loss: 0.45, val_accuracy: 0.84, val_loss: 0.65 },
|
| 186 |
+
{ epoch: 7, accuracy: 0.89, loss: 0.4, val_accuracy: 0.86, val_loss: 0.6 },
|
| 187 |
+
{ epoch: 8, accuracy: 0.91, loss: 0.35, val_accuracy: 0.87, val_loss: 0.55 },
|
| 188 |
+
{ epoch: 9, accuracy: 0.92, loss: 0.3, val_accuracy: 0.88, val_loss: 0.5 },
|
| 189 |
+
{ epoch: 10, accuracy: 0.93, loss: 0.25, val_accuracy: 0.89, val_loss: 0.45 }
|
| 190 |
+
];
|
| 191 |
+
|
| 192 |
+
// Available metrics
|
| 193 |
+
const metrics = [
|
| 194 |
+
{ id: 'accuracy', name: 'Accuracy', color: '#4e79a7' },
|
| 195 |
+
{ id: 'loss', name: 'Loss', color: '#e15759' },
|
| 196 |
+
{ id: 'val_accuracy', name: 'Val Accuracy', color: '#76b7b2' },
|
| 197 |
+
{ id: 'val_loss', name: 'Val Loss', color: '#f28e2b' }
|
| 198 |
+
];
|
| 199 |
+
|
| 200 |
+
// Populate select
|
| 201 |
+
metrics.forEach(metric => {
|
| 202 |
+
const option = document.createElement('option');
|
| 203 |
+
option.value = metric.id;
|
| 204 |
+
option.textContent = metric.name;
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| 205 |
+
select.appendChild(option);
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| 206 |
+
});
|
| 207 |
+
|
| 208 |
+
// Initial selection
|
| 209 |
+
select.value = 'accuracy';
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| 210 |
+
|
| 211 |
+
// Create legend
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| 212 |
+
const legend = document.createElement('div');
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| 213 |
+
legend.className = 'legend';
|
| 214 |
+
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| 215 |
+
const legendTitle = document.createElement('div');
|
| 216 |
+
legendTitle.className = 'legend-title';
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| 217 |
+
legendTitle.textContent = 'Legend';
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| 218 |
+
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| 219 |
+
const legendItems = document.createElement('div');
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| 220 |
+
legendItems.className = 'legend-items';
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| 221 |
+
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| 222 |
+
metrics.forEach(metric => {
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| 223 |
+
const item = document.createElement('div');
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| 224 |
+
item.className = 'legend-item';
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| 225 |
+
item.dataset.metric = metric.id;
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| 226 |
+
item.addEventListener('click', () => {
|
| 227 |
+
select.value = metric.id;
|
| 228 |
+
render();
|
| 229 |
+
});
|
| 230 |
+
|
| 231 |
+
const swatch = document.createElement('div');
|
| 232 |
+
swatch.className = 'legend-swatch';
|
| 233 |
+
swatch.style.backgroundColor = metric.color;
|
| 234 |
+
|
| 235 |
+
const name = document.createElement('span');
|
| 236 |
+
name.textContent = metric.name;
|
| 237 |
+
|
| 238 |
+
item.appendChild(swatch);
|
| 239 |
+
item.appendChild(name);
|
| 240 |
+
legendItems.appendChild(item);
|
| 241 |
+
});
|
| 242 |
+
|
| 243 |
+
legend.appendChild(legendTitle);
|
| 244 |
+
legend.appendChild(legendItems);
|
| 245 |
+
container.appendChild(legend);
|
| 246 |
+
|
| 247 |
+
// Chart dimensions and margins
|
| 248 |
+
let width, height;
|
| 249 |
+
const margin = { top: 20, right: 30, bottom: 40, left: 50 };
|
| 250 |
+
|
| 251 |
+
// Scales
|
| 252 |
+
const x = d3.scaleLinear();
|
| 253 |
+
const y = d3.scaleLinear();
|
| 254 |
+
|
| 255 |
+
// Line generator
|
| 256 |
+
const line = d3.line()
|
| 257 |
+
.x(d => x(d.epoch))
|
| 258 |
+
.y(d => y(d[select.value]));
|
| 259 |
+
|
| 260 |
+
// Update dimensions
|
| 261 |
+
function updateDimensions() {
|
| 262 |
+
width = container.clientWidth;
|
| 263 |
+
height = Math.max(300, width * 0.5);
|
| 264 |
+
svg.attr('height', height);
|
| 265 |
+
|
| 266 |
+
x.range([margin.left, width - margin.right])
|
| 267 |
+
.domain([1, d3.max(metricsData, d => d.epoch)]);
|
| 268 |
+
|
| 269 |
+
const selectedMetric = metrics.find(m => m.id === select.value);
|
| 270 |
+
y.range([height - margin.bottom, margin.top])
|
| 271 |
+
.domain([0, d3.max(metricsData, d => d[select.value]) * 1.1]);
|
| 272 |
+
}
|
| 273 |
+
|
| 274 |
+
// Render chart
|
| 275 |
+
function render() {
|
| 276 |
+
updateDimensions();
|
| 277 |
+
|
| 278 |
+
const selectedMetric = metrics.find(m => m.id === select.value);
|
| 279 |
+
|
| 280 |
+
// Clear previous elements
|
| 281 |
+
g.selectAll('*').remove();
|
| 282 |
+
|
| 283 |
+
// Add grid
|
| 284 |
+
g.append('g')
|
| 285 |
+
.attr('class', 'grid')
|
| 286 |
+
.attr('transform', `translate(0,${height - margin.bottom})`)
|
| 287 |
+
.call(d3.axisBottom(x)
|
| 288 |
+
.tickSize(-(height - margin.top - margin.bottom))
|
| 289 |
+
.tickFormat('')
|
| 290 |
+
);
|
| 291 |
+
|
| 292 |
+
g.append('g')
|
| 293 |
+
.attr('class', 'grid')
|
| 294 |
+
.attr('transform', `translate(${margin.left},0)`)
|
| 295 |
+
.call(d3.axisLeft(y)
|
| 296 |
+
.tickSize(-(width - margin.left - margin.right))
|
| 297 |
+
.tickFormat('')
|
| 298 |
+
);
|
| 299 |
+
|
| 300 |
+
// Add axes
|
| 301 |
+
g.append('g')
|
| 302 |
+
.attr('class', 'axis x-axis')
|
| 303 |
+
.attr('transform', `translate(0,${height - margin.bottom})`)
|
| 304 |
+
.call(d3.axisBottom(x));
|
| 305 |
+
|
| 306 |
+
g.append('g')
|
| 307 |
+
.attr('class', 'axis y-axis')
|
| 308 |
+
.attr('transform', `translate(${margin.left},0)`)
|
| 309 |
+
.call(d3.axisLeft(y));
|
| 310 |
+
|
| 311 |
+
// Add line
|
| 312 |
+
g.append('path')
|
| 313 |
+
.datum(metricsData)
|
| 314 |
+
.attr('class', 'line')
|
| 315 |
+
.attr('stroke', selectedMetric.color)
|
| 316 |
+
.attr('d', line);
|
| 317 |
+
|
| 318 |
+
// Add points
|
| 319 |
+
g.selectAll('.point')
|
| 320 |
+
.data(metricsData)
|
| 321 |
+
.enter()
|
| 322 |
+
.append('circle')
|
| 323 |
+
.attr('class', 'point')
|
| 324 |
+
.attr('cx', d => x(d.epoch))
|
| 325 |
+
.attr('cy', d => y(d[select.value]))
|
| 326 |
+
.attr('r', 4)
|
| 327 |
+
.attr('fill', selectedMetric.color)
|
| 328 |
+
.on('mouseover', (event, d) => {
|
| 329 |
+
tooltip.innerHTML = `
|
| 330 |
+
<strong>Epoch ${d.epoch}</strong>
|
| 331 |
+
${selectedMetric.name}: ${d[select.value].toFixed(3)}
|
| 332 |
+
`;
|
| 333 |
+
tooltip.style.left = `${event.pageX + 10}px`;
|
| 334 |
+
tooltip.style.top = `${event.pageY - 10}px`;
|
| 335 |
+
tooltip.style.opacity = 1;
|
| 336 |
+
})
|
| 337 |
+
.on('mouseout', () => {
|
| 338 |
+
tooltip.style.opacity = 0;
|
| 339 |
+
});
|
| 340 |
+
}
|
| 341 |
+
|
| 342 |
+
// Handle select change
|
| 343 |
+
select.addEventListener('change', render);
|
| 344 |
+
|
| 345 |
+
// Initial render
|
| 346 |
+
render();
|
| 347 |
+
|
| 348 |
+
// Handle resize
|
| 349 |
+
const ro = window.ResizeObserver ? new ResizeObserver(render) : null;
|
| 350 |
+
if (ro) ro.observe(container);
|
| 351 |
+
else window.addEventListener('resize', render);
|
| 352 |
+
};
|
| 353 |
+
|
| 354 |
+
if (document.readyState === 'loading') {
|
| 355 |
+
document.addEventListener('DOMContentLoaded', () => ensureD3(bootstrap), { once: true });
|
| 356 |
+
} else {
|
| 357 |
+
ensureD3(bootstrap);
|
| 358 |
+
}
|
| 359 |
+
})();
|
| 360 |
+
</script>
|
index.html
CHANGED
|
@@ -10,10 +10,13 @@
|
|
| 10 |
<div class="card">
|
| 11 |
<h1>Welcome to your static Space!</h1>
|
| 12 |
<p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
|
|
|
|
|
|
|
|
|
|
| 13 |
<p>
|
| 14 |
Also don't forget to check the
|
| 15 |
<a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
|
| 16 |
</p>
|
| 17 |
-
|
| 18 |
</body>
|
| 19 |
</html>
|
|
|
|
| 10 |
<div class="card">
|
| 11 |
<h1>Welcome to your static Space!</h1>
|
| 12 |
<p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
|
| 13 |
+
<div class="chart-container">
|
| 14 |
+
<iframe src="d3-ml-metrics.html" style="width:100%; height:500px; border:none;"></iframe>
|
| 15 |
+
</div>
|
| 16 |
<p>
|
| 17 |
Also don't forget to check the
|
| 18 |
<a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
|
| 19 |
</p>
|
| 20 |
+
</div>
|
| 21 |
</body>
|
| 22 |
</html>
|