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index.html
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@@ -1,19 +1,316 @@
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>Provider Inference Metrics Dashboard</title>
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+
<!-- Include Plotly.js via CDN -->
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<script src='https://cdn.plot.ly/plotly-latest.min.js'></script>
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<style>
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body {
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font-family: sans-serif;
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margin: 20px;
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background-color: #f4f4f4;
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}
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h1 {
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text-align: center;
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color: #333;
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}
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.dashboard-container {
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(500px, 1fr)); /* Responsive grid */
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gap: 20px; /* Space between plots */
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padding: 20px;
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}
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.plot-container {
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background-color: #fff;
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padding: 15px;
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border-radius: 8px;
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box-shadow: 0 2px 5px rgba(0,0,0,0.1);
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min-height: 400px; /* Ensure plots have some height */
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}
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#loading, #error {
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text-align: center;
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font-size: 1.2em;
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padding: 30px;
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color: #555;
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}
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#error {
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color: red;
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font-weight: bold;
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}
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</style>
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</head>
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<body>
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<h1>Provider Inference Metrics Dashboard</h1>
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<div id="loading">Loading data... Please wait.</div>
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<div id="error" style="display: none;"></div>
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<div class="dashboard-container">
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<div id="plotLatencyProvider" class="plot-container"></div>
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<div id="plotReliabilityProvider" class="plot-container"></div>
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<div id="plotLatencyModel" class="plot-container"></div>
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<div id="plotErrorTypesProvider" class="plot-container"></div>
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<div id="plotLatencyHeatmap" class="plot-container"></div>
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<!-- Add more divs here for additional plots -->
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</div>
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<script>
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document.addEventListener('DOMContentLoaded', function() {
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const apiUrl = "https://datasets-server.huggingface.co/rows?dataset=victor%2Fproviders-metrics&config=default&split=train&offset=0&length=1000"; // Fetch 1000 rows
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const loadingDiv = document.getElementById('loading');
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const errorDiv = document.getElementById('error');
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const dashboardContainer = document.querySelector('.dashboard-container');
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// Initially hide the dashboard container
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dashboardContainer.style.display = 'none';
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fetch(apiUrl)
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.then(response => {
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if (!response.ok) {
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throw new Error(`HTTP error! status: ${response.status}`);
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}
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return response.json();
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})
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.then(data => {
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loadingDiv.style.display = 'none'; // Hide loading message
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dashboardContainer.style.display = 'grid'; // Show dashboard
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// Extract the actual row data
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const rows = data.rows.map(item => item.row);
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console.log(`Fetched ${rows.length} rows.`);
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// --- Data Processing and Plotting ---
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// 1. Latency by Provider (Box Plot)
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createLatencyByProviderPlot(rows);
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// 2. Reliability by Provider (Stacked Bar)
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createReliabilityByProviderPlot(rows);
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// 3. Latency by Model (Box Plot)
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createLatencyByModelPlot(rows);
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// 4. Error Types by Provider (Grouped Bar)
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createErrorTypesByProviderPlot(rows);
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// 5. Latency Heatmap (Model vs Provider)
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createLatencyHeatmap(rows);
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})
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.catch(error => {
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console.error('Error fetching or processing data:', error);
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loadingDiv.style.display = 'none';
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errorDiv.textContent = `Error loading data: ${error.message}. Please check the console for details.`;
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errorDiv.style.display = 'block';
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});
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// --- Plotting Functions ---
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function createLatencyByProviderPlot(rows) {
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const dataByProvider = {};
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rows.forEach(row => {
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if (!dataByProvider[row.provider_name]) {
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dataByProvider[row.provider_name] = [];
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}
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// Only include successful requests or requests with valid duration
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if (row.duration_ms !== null && row.duration_ms >= 0) {
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dataByProvider[row.provider_name].push(row.duration_ms);
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}
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});
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const plotData = Object.keys(dataByProvider).map(provider => ({
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y: dataByProvider[provider],
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type: 'box',
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name: provider,
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boxpoints: 'Outliers' // Show outliers
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}));
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const layout = {
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title: 'Latency Distribution by Provider (ms)',
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yaxis: { title: 'Duration (ms)', type: 'log' }, // Log scale often helps with latency
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xaxis: { title: 'Provider' },
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margin: { l: 50, r: 20, b: 100, t: 50 } // Adjust margins
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};
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Plotly.newPlot('plotLatencyProvider', plotData, layout);
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}
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function createReliabilityByProviderPlot(rows) {
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const statusCountsByProvider = {};
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const allProviders = new Set();
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const allStatusCodes = new Set();
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rows.forEach(row => {
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const provider = row.provider_name;
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const status = row.response_status_code;
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allProviders.add(provider);
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allStatusCodes.add(status);
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if (!statusCountsByProvider[provider]) {
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statusCountsByProvider[provider] = {};
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}
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if (!statusCountsByProvider[provider][status]) {
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statusCountsByProvider[provider][status] = 0;
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}
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statusCountsByProvider[provider][status]++;
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});
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const sortedProviders = Array.from(allProviders).sort();
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const sortedStatusCodes = Array.from(allStatusCodes).sort((a, b) => a - b); // Sort numerically
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const plotData = sortedStatusCodes.map(status => {
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return {
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x: sortedProviders,
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y: sortedProviders.map(provider => statusCountsByProvider[provider]?.[status] || 0),
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name: `Status ${status}`,
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type: 'bar'
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};
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});
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const layout = {
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title: 'Request Status Codes by Provider',
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barmode: 'stack',
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xaxis: { title: 'Provider' },
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yaxis: { title: 'Number of Requests' },
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margin: { l: 50, r: 20, b: 100, t: 50 }
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};
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Plotly.newPlot('plotReliabilityProvider', plotData, layout);
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}
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function createLatencyByModelPlot(rows) {
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const dataByModel = {};
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rows.forEach(row => {
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const model = row.model_id;
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if (!dataByModel[model]) {
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dataByModel[model] = [];
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}
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// Only include successful requests or requests with valid duration
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if (row.duration_ms !== null && row.duration_ms >= 0) {
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dataByModel[model].push(row.duration_ms);
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}
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});
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const plotData = Object.keys(dataByModel).map(model => ({
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y: dataByModel[model],
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type: 'box',
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name: model,
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boxpoints: 'Outliers'
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}));
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const layout = {
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title: 'Latency Distribution by Model (ms)',
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yaxis: { title: 'Duration (ms)', type: 'log' },
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xaxis: {
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title: 'Model ID',
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tickangle: -45 // Angle labels if they overlap
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},
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margin: { l: 50, r: 20, b: 150, t: 50 } // More bottom margin for angled labels
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};
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Plotly.newPlot('plotLatencyModel', plotData, layout);
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}
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function createErrorTypesByProviderPlot(rows) {
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const errorCountsByProvider = {};
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const allProviders = new Set();
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const allErrorCodes = new Set();
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rows.forEach(row => {
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if (row.response_status_code !== 200 && row.response_status_code !== null) { // Only errors
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const provider = row.provider_name;
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const status = row.response_status_code;
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allProviders.add(provider);
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allErrorCodes.add(status);
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if (!errorCountsByProvider[provider]) {
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errorCountsByProvider[provider] = {};
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}
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if (!errorCountsByProvider[provider][status]) {
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errorCountsByProvider[provider][status] = 0;
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}
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errorCountsByProvider[provider][status]++;
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}
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});
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const sortedProviders = Array.from(allProviders).sort();
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const sortedErrorCodes = Array.from(allErrorCodes).sort((a, b) => a - b);
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const plotData = sortedErrorCodes.map(status => {
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return {
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x: sortedProviders,
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y: sortedProviders.map(provider => errorCountsByProvider[provider]?.[status] || 0),
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name: `Error ${status}`,
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type: 'bar'
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};
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});
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const layout = {
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title: 'Error Types by Provider (Non-200 Status)',
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barmode: 'group', // Group bars side-by-side for comparison
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xaxis: { title: 'Provider' },
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yaxis: { title: 'Number of Errors' },
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margin: { l: 50, r: 20, b: 100, t: 50 }
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};
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Plotly.newPlot('plotErrorTypesProvider', plotData, layout);
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}
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function createLatencyHeatmap(rows) {
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const latencyData = {}; // { provider: { model: { sum: 0, count: 0 } } }
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const allProviders = new Set();
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const allModels = new Set();
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rows.forEach(row => {
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if (row.duration_ms !== null && row.duration_ms >= 0) {
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const provider = row.provider_name;
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const model = row.model_id;
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allProviders.add(provider);
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allModels.add(model);
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if (!latencyData[provider]) latencyData[provider] = {};
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if (!latencyData[provider][model]) latencyData[provider][model] = { sum: 0, count: 0 };
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latencyData[provider][model].sum += row.duration_ms;
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latencyData[provider][model].count++;
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}
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});
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const sortedProviders = Array.from(allProviders).sort();
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const sortedModels = Array.from(allModels).sort();
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const zValues = sortedModels.map(model => {
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return sortedProviders.map(provider => {
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const data = latencyData[provider]?.[model];
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return data && data.count > 0 ? data.sum / data.count : null; // Calculate average, handle missing data
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});
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});
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const plotData = [{
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z: zValues,
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x: sortedProviders,
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y: sortedModels,
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type: 'heatmap',
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hoverongaps: false, // Don't show tooltips for empty cells
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colorscale: 'Viridis', // Choose a colorscale
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colorbar: { title: 'Avg Latency (ms)'}
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}];
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const layout = {
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title: 'Average Latency (ms) - Model vs. Provider',
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xaxis: { title: 'Provider', side: 'top' }, // Move x-axis labels to top
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yaxis: { title: 'Model ID' },
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margin: { l: 250, r: 50, b: 50, t: 100 } // Adjust margins for labels
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};
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Plotly.newPlot('plotLatencyHeatmap', plotData, layout);
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}
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});
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</script>
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315 |
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</body>
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316 |
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</html>
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