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index.html
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<!DOCTYPE html>
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}
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import gradio as gr
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from filters import as_gray
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def process(input_image):
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output_image = as_gray(input_image)
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return output_image
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demo = gr.Interface(
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process,
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"image",
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"image",
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examples=["lion.jpg", "logo.png"],
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)
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demo.launch()
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</gradio-file>
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<gradio-file name="filters.py">
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from skimage.color import rgb2gray
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def as_gray(image):
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return rgb2gray(image)
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</gradio-file>
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<gradio-file name="lion.jpg" url="https://raw.githubusercontent.com/gradio-app/gradio/main/gradio/test_data/lion.jpg" />
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<gradio-file name="logo.png" url="https://raw.githubusercontent.com/gradio-app/gradio/main/guides/assets/logo.png" />
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<gradio-requirements>
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# Same syntax as requirements.txt
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scikit-image
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</gradio-requirements>
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</gradio-lite>
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</body>
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</html>
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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>Python Code Structure Visualizer</title>
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| 7 |
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<script src="https://cdn.tailwindcss.com"></script>
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| 8 |
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<script src="https://d3js.org/d3.v7.min.js"></script>
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| 9 |
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<link rel="preconnect" href="https://fonts.googleapis.com">
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| 10 |
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<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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| 11 |
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<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700&family=Fira+Code:wght@400;500&display=swap" rel="stylesheet">
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<style>
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| 13 |
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body {
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| 14 |
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font-family: 'Inter', sans-serif;
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| 15 |
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}
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| 16 |
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.fira-code {
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| 17 |
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font-family: 'Fira Code', monospace;
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| 18 |
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}
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| 19 |
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/* Custom styles for D3 graph */
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| 20 |
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.graph-container {
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| 21 |
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width: 100%;
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| 22 |
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height: 100%;
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| 23 |
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min-height: 500px;
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| 24 |
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cursor: grab;
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| 25 |
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}
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| 26 |
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.graph-container:active {
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| 27 |
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cursor: grabbing;
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| 28 |
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}
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| 29 |
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.node circle {
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stroke: #fff;
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stroke-width: 1.5px;
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}
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.node text {
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font-size: 10px;
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font-family: 'Fira Code', monospace;
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paint-order: stroke;
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stroke: #111827; /* Match dark background */
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stroke-width: 3px;
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stroke-linecap: butt;
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stroke-linejoin: miter;
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pointer-events: none;
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}
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.link {
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stroke-opacity: 0.6;
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}
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| 46 |
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.link.inheritance {
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stroke-dasharray: 5, 5;
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| 48 |
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stroke: #60a5fa; /* blue-400 */
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| 49 |
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}
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| 50 |
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.link.method {
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stroke: #4b5563; /* gray-600 */
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| 52 |
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}
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| 53 |
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.node.selected > circle {
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| 54 |
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stroke: #facc15; /* yellow-400 */
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| 55 |
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stroke-width: 3px;
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}
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| 57 |
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/* Tab styling */
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| 58 |
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.tab.active {
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background-color: #3b82f6; /* blue-500 */
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color: white;
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}
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</style>
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</head>
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<body class="bg-gray-900 text-gray-200 flex flex-col h-screen">
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<header class="bg-gray-800/50 backdrop-blur-sm border-b border-gray-700 p-4 shadow-lg">
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<h1 class="text-2xl font-bold text-center text-white">Bloatedness Visualizer</h1>
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<p class="text-center text-gray-400 mt-1">Paste your model in the 'Main' tab and add dependencies in other tabs.</p>
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</header>
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<main class="flex-grow flex flex-col md:flex-row gap-4 p-4 overflow-hidden">
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<!-- Left Panel: Code Input & Controls -->
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<div class="md:w-1/3 flex flex-col h-full">
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<div class="flex-grow flex flex-col bg-gray-800 rounded-lg shadow-2xl border border-gray-700">
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<div class="p-4 border-b border-gray-700 flex justify-between items-center">
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<h2 class="text-lg font-semibold">Code Input</h2>
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| 76 |
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<button id="visualize-btn" class="bg-blue-600 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded-md transition-colors duration-300">
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Visualize
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</button>
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</div>
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<div class="border-b border-gray-700 bg-gray-900/50 px-2 pt-2 flex items-center gap-2">
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| 81 |
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<div id="tab-bar" class="flex gap-1">
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<!-- Tabs will be dynamically inserted here -->
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</div>
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| 84 |
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<button id="add-tab-btn" class="ml-auto bg-gray-600 hover:bg-gray-500 text-white font-bold h-8 w-8 rounded-full transition-colors duration-200">+</button>
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</div>
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<div id="code-inputs-container" class="flex-grow relative">
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<!-- Textareas will be dynamically inserted here -->
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| 88 |
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</div>
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| 89 |
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</div>
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</div>
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| 91 |
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<!-- Right Panel: Visualization & Details -->
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| 93 |
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<div class="md:w-2/3 flex flex-col gap-4 h-full">
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| 94 |
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<div class="flex-grow bg-gray-800 rounded-lg shadow-2xl border border-gray-700 relative overflow-hidden">
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| 95 |
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<div id="graph-container" class="w-full h-full"></div>
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| 96 |
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<div id="loading-spinner" class="absolute inset-0 bg-gray-800/50 flex items-center justify-center hidden z-10">
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| 97 |
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<svg class="animate-spin h-10 w-10 text-white" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24">
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| 98 |
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<circle class="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" stroke-width="4"></circle>
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| 99 |
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<path class="opacity-75" fill="currentColor" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"></path>
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</svg>
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| 101 |
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</div>
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| 102 |
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</div>
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| 103 |
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<div id="details-panel" class="h-40 bg-gray-800 rounded-lg shadow-2xl border border-gray-700 p-4 flex flex-col">
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| 104 |
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<h3 class="text-lg font-semibold border-b border-gray-700 pb-2 mb-2">Details</h3>
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| 105 |
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<div id="details-content" class="text-gray-400 fira-code overflow-y-auto">
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| 106 |
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<p>Click on a node in the graph to see its details. Scroll to zoom, drag to pan.</p>
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| 107 |
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</div>
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| 108 |
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</div>
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| 109 |
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</div>
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| 110 |
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</main>
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<script>
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| 113 |
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// --- DOM Element References ---
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| 114 |
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const visualizeBtn = document.getElementById('visualize-btn');
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| 115 |
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const graphContainer = document.getElementById('graph-container');
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| 116 |
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const detailsContent = document.getElementById('details-content');
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| 117 |
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const loadingSpinner = document.getElementById('loading-spinner');
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| 118 |
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const tabBar = document.getElementById('tab-bar');
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| 119 |
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const codeInputsContainer = document.getElementById('code-inputs-container');
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| 120 |
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const addTabBtn = document.getElementById('add-tab-btn');
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| 121 |
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// --- Example Code ---
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| 123 |
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const exampleCodeMain = `
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# A specific model implementation that uses an external class
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| 125 |
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class MyAwesomeModel(BaseModel, AttentionMixin):
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| 126 |
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def __init__(self, config):
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| 127 |
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super().__init__(config)
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| 128 |
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self._init_attention(config)
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| 129 |
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| 130 |
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def forward(self, input_ids) -> BaseModelOutputWithPast:
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| 131 |
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"""The main forward pass for the model."""
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| 132 |
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x = self._split_heads(input_ids)
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| 133 |
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# The return type is a class not defined in this file
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| 134 |
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return BaseModelOutputWithPast(last_hidden_state=x)
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`;
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| 136 |
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| 137 |
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const exampleCodeDeps = `
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| 138 |
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# This class is an external dependency, not defined here
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| 139 |
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# from modeling_outputs import BaseModelOutputWithPast
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| 140 |
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| 141 |
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# A common mixin for attention mechanisms
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| 142 |
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class AttentionMixin:
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| 143 |
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def _init_attention(self, config):
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| 144 |
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self.num_heads = config.num_heads
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| 145 |
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self.head_dim = config.hidden_size // config.num_heads
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| 146 |
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| 147 |
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def _split_heads(self, tensor):
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| 148 |
+
# Logic to split tensor for multi-head attention
|
| 149 |
+
return tensor
|
| 150 |
+
|
| 151 |
+
# A base class for all models, similar to PreTrainedModel
|
| 152 |
+
class BaseModel:
|
| 153 |
+
def __init__(self, config):
|
| 154 |
+
self.config = config
|
| 155 |
+
|
| 156 |
+
def from_pretrained(cls, model_name):
|
| 157 |
+
# Load weights
|
| 158 |
+
pass
|
| 159 |
+
`;
|
| 160 |
+
|
| 161 |
+
// --- Tab Management ---
|
| 162 |
+
let tabCounter = 0;
|
| 163 |
+
|
| 164 |
+
function addTab(name, content = '', isActive = false) {
|
| 165 |
+
tabCounter++;
|
| 166 |
+
const tabId = `tab-${tabCounter}`;
|
| 167 |
+
const textareaId = `textarea-${tabCounter}`;
|
| 168 |
+
|
| 169 |
+
// Create Tab Button
|
| 170 |
+
const tabButton = document.createElement('button');
|
| 171 |
+
tabButton.id = tabId;
|
| 172 |
+
tabButton.className = 'tab px-4 py-2 text-sm font-medium rounded-t-md transition-colors duration-200';
|
| 173 |
+
tabButton.textContent = name;
|
| 174 |
+
tabButton.dataset.textareaId = textareaId;
|
| 175 |
+
tabBar.appendChild(tabButton);
|
| 176 |
+
|
| 177 |
+
// Create Textarea
|
| 178 |
+
const textarea = document.createElement('textarea');
|
| 179 |
+
textarea.id = textareaId;
|
| 180 |
+
textarea.className = 'fira-code w-full h-full p-4 bg-gray-900 text-gray-300 resize-none focus:outline-none absolute top-0 left-0';
|
| 181 |
+
textarea.placeholder = `Paste dependency code here...`;
|
| 182 |
+
textarea.value = content;
|
| 183 |
+
codeInputsContainer.appendChild(textarea);
|
| 184 |
+
|
| 185 |
+
tabButton.addEventListener('click', () => switchTab(tabId));
|
| 186 |
+
|
| 187 |
+
if (isActive) {
|
| 188 |
+
switchTab(tabId);
|
| 189 |
+
} else {
|
| 190 |
+
textarea.classList.add('hidden');
|
| 191 |
+
}
|
| 192 |
+
}
|
| 193 |
+
|
| 194 |
+
function switchTab(tabId) {
|
| 195 |
+
// Update tab buttons
|
| 196 |
+
document.querySelectorAll('.tab').forEach(tab => {
|
| 197 |
+
tab.classList.toggle('active', tab.id === tabId);
|
| 198 |
+
});
|
| 199 |
+
// Update textareas
|
| 200 |
+
document.querySelectorAll('#code-inputs-container textarea').forEach(area => {
|
| 201 |
+
area.classList.toggle('hidden', area.id !== document.getElementById(tabId).dataset.textareaId);
|
| 202 |
+
});
|
| 203 |
+
}
|
| 204 |
+
|
| 205 |
+
addTabBtn.addEventListener('click', () => addTab(`Dep ${tabCounter}`));
|
| 206 |
+
|
| 207 |
+
// --- Core Logic: Parser ---
|
| 208 |
+
function parsePythonCode(code) {
|
| 209 |
+
const nodes = [];
|
| 210 |
+
const links = [];
|
| 211 |
+
const nodeRegistry = new Set();
|
| 212 |
+
let currentClassInfo = null;
|
| 213 |
+
const lines = code.split('\n');
|
| 214 |
+
|
| 215 |
+
lines.forEach(line => {
|
| 216 |
+
const indentation = line.match(/^\s*/)[0].length;
|
| 217 |
+
if (line.trim().length > 0 && indentation === 0) {
|
| 218 |
+
currentClassInfo = null;
|
| 219 |
+
}
|
| 220 |
+
|
| 221 |
+
const classMatch = /^\s*class\s+([\w\d_]+)\s*(?:\(([\w\d_,\s]+)\))?:/.exec(line);
|
| 222 |
+
if (classMatch) {
|
| 223 |
+
const className = classMatch[1];
|
| 224 |
+
const parents = classMatch[2] ? classMatch[2].split(',').map(p => p.trim()) : [];
|
| 225 |
+
if (!nodeRegistry.has(className)) {
|
| 226 |
+
nodes.push({ id: className, type: 'class', parents: parents });
|
| 227 |
+
nodeRegistry.add(className);
|
| 228 |
+
} else {
|
| 229 |
+
// If class was already created as an external placeholder, update it
|
| 230 |
+
const existingNode = nodes.find(n => n.id === className);
|
| 231 |
+
if (existingNode && existingNode.isExternal) {
|
| 232 |
+
existingNode.isExternal = false;
|
| 233 |
+
existingNode.parents = parents;
|
| 234 |
+
}
|
| 235 |
+
}
|
| 236 |
+
|
| 237 |
+
currentClassInfo = { name: className, indentation: indentation };
|
| 238 |
+
|
| 239 |
+
parents.forEach(parent => {
|
| 240 |
+
if (!nodeRegistry.has(parent)) {
|
| 241 |
+
nodes.push({ id: parent, type: 'class', isExternal: true, parents: [] });
|
| 242 |
+
nodeRegistry.add(parent);
|
| 243 |
+
}
|
| 244 |
+
links.push({ source: className, target: parent, type: 'inheritance' });
|
| 245 |
+
});
|
| 246 |
+
}
|
| 247 |
+
|
| 248 |
+
const methodMatch = /^\s+def\s+([\w\d_]+)\s*\(([^)]*)\)/.exec(line);
|
| 249 |
+
if (currentClassInfo && methodMatch && indentation > currentClassInfo.indentation) {
|
| 250 |
+
const methodName = methodMatch[1];
|
| 251 |
+
const signature = methodMatch[2];
|
| 252 |
+
const methodId = `${currentClassInfo.name}.${methodName}`;
|
| 253 |
+
if (!nodeRegistry.has(methodId)) {
|
| 254 |
+
nodes.push({ id: methodId, name: methodName, type: 'method', parentClass: currentClassInfo.name, signature: `(${signature})` });
|
| 255 |
+
nodeRegistry.add(methodId);
|
| 256 |
+
links.push({ source: currentClassInfo.name, target: methodId, type: 'method' });
|
| 257 |
+
}
|
| 258 |
+
}
|
| 259 |
+
});
|
| 260 |
+
|
| 261 |
+
return { nodes, links };
|
| 262 |
+
}
|
| 263 |
+
|
| 264 |
+
// --- Core Logic: D3 Visualization ---
|
| 265 |
+
let simulation;
|
| 266 |
+
function renderGraph(data) {
|
| 267 |
+
graphContainer.innerHTML = '';
|
| 268 |
+
const width = graphContainer.clientWidth;
|
| 269 |
+
const height = graphContainer.clientHeight;
|
| 270 |
+
|
| 271 |
+
const svg = d3.select(graphContainer).append("svg")
|
| 272 |
+
.attr("viewBox", [-width / 2, -height / 2, width, height]);
|
| 273 |
+
|
| 274 |
+
const container = svg.append("g");
|
| 275 |
+
|
| 276 |
+
// Add zoom capabilities
|
| 277 |
+
const zoom = d3.zoom()
|
| 278 |
+
.scaleExtent([0.1, 4])
|
| 279 |
+
.on("zoom", (event) => {
|
| 280 |
+
container.attr("transform", event.transform);
|
| 281 |
+
});
|
| 282 |
+
svg.call(zoom);
|
| 283 |
+
|
| 284 |
+
|
| 285 |
+
if (simulation) {
|
| 286 |
+
simulation.stop();
|
| 287 |
+
}
|
| 288 |
+
|
| 289 |
+
simulation = d3.forceSimulation(data.nodes)
|
| 290 |
+
.force("link", d3.forceLink(data.links).id(d => d.id).distance(d => d.type === 'inheritance' ? 150 : 60).strength(0.5))
|
| 291 |
+
.force("charge", d3.forceManyBody().strength(-400))
|
| 292 |
+
.force("center", d3.forceCenter(0, 0))
|
| 293 |
+
.force("x", d3.forceX())
|
| 294 |
+
.force("y", d3.forceY());
|
| 295 |
+
|
| 296 |
+
const link = container.append("g")
|
| 297 |
+
.selectAll("line")
|
| 298 |
+
.data(data.links)
|
| 299 |
+
.join("line")
|
| 300 |
+
.attr("class", d => `link ${d.type}`);
|
| 301 |
+
|
| 302 |
+
const node = container.append("g")
|
| 303 |
+
.selectAll("g")
|
| 304 |
+
.data(data.nodes)
|
| 305 |
+
.join("g")
|
| 306 |
+
.attr("class", "node")
|
| 307 |
+
.call(drag(simulation));
|
| 308 |
+
|
| 309 |
+
node.append("circle")
|
| 310 |
+
.attr("r", d => d.type === 'class' ? 15 : 8)
|
| 311 |
+
.attr("fill", d => {
|
| 312 |
+
if (d.type !== 'class') return '#9ca3af';
|
| 313 |
+
return d.isExternal ? '#be185d' : '#2563eb';
|
| 314 |
+
});
|
| 315 |
+
|
| 316 |
+
node.append("text")
|
| 317 |
+
.text(d => d.type === 'class' ? d.id : d.name)
|
| 318 |
+
.attr("x", d => d.type === 'class' ? 18 : 12)
|
| 319 |
+
.attr("y", 3)
|
| 320 |
+
.attr("fill", "#e5e7eb");
|
| 321 |
+
|
| 322 |
+
node.on("click", (event, d) => {
|
| 323 |
+
event.stopPropagation(); // Prevent zoom from firing on node click
|
| 324 |
+
updateDetailsPanel(d);
|
| 325 |
+
node.classed("selected", n => n.id === d.id);
|
| 326 |
+
});
|
| 327 |
+
|
| 328 |
+
simulation.on("tick", () => {
|
| 329 |
+
link.attr("x1", d => d.source.x).attr("y1", d => d.source.y)
|
| 330 |
+
.attr("x2", d => d.target.x).attr("y2", d => d.target.y);
|
| 331 |
+
node.attr("transform", d => `translate(${d.x},${d.y})`);
|
| 332 |
+
});
|
| 333 |
+
}
|
| 334 |
+
|
| 335 |
+
// --- Interactivity ---
|
| 336 |
+
function drag(simulation) {
|
| 337 |
+
function dragstarted(event, d) {
|
| 338 |
+
if (!event.active) simulation.alphaTarget(0.3).restart();
|
| 339 |
+
d.fx = d.x;
|
| 340 |
+
d.fy = d.y;
|
| 341 |
+
}
|
| 342 |
+
function dragged(event, d) {
|
| 343 |
+
d.fx = event.x;
|
| 344 |
+
d.fy = event.y;
|
| 345 |
+
}
|
| 346 |
+
function dragended(event, d) {
|
| 347 |
+
if (!event.active) simulation.alphaTarget(0);
|
| 348 |
+
d.fx = null;
|
| 349 |
+
d.fy = null;
|
| 350 |
+
}
|
| 351 |
+
return d3.drag()
|
| 352 |
+
.on("start", dragstarted)
|
| 353 |
+
.on("drag", dragged)
|
| 354 |
+
.on("end", dragended);
|
| 355 |
+
}
|
| 356 |
+
|
| 357 |
+
// --- UI Updates ---
|
| 358 |
+
function updateDetailsPanel(d) {
|
| 359 |
+
let content = '';
|
| 360 |
+
if (d.type === 'class') {
|
| 361 |
+
content = `
|
| 362 |
+
<p><span class="text-gray-100 font-semibold">Name:</span> ${d.id}</p>
|
| 363 |
+
<p><span class="text-gray-100 font-semibold">Type:</span> ${d.isExternal ? 'External Class' : 'Class'}</p>
|
| 364 |
+
<p><span class="text-gray-100 font-semibold">Inherits from:</span> ${d.parents && d.parents.length > 0 ? d.parents.join(', ') : 'None'}</p>
|
| 365 |
+
${d.isExternal ? '<p class="text-pink-400 mt-1">Note: This class was not defined in the provided code.</p>' : ''}
|
| 366 |
+
`;
|
| 367 |
+
} else if (d.type === 'method') {
|
| 368 |
+
content = `
|
| 369 |
+
<p><span class="text-gray-100 font-semibold">Name:</span> ${d.name}</p>
|
| 370 |
+
<p><span class="text-gray-100 font-semibold">Type:</span> Method</p>
|
| 371 |
+
<p><span class="text-gray-100 font-semibold">Belongs to:</span> ${d.parentClass}</p>
|
| 372 |
+
<p><span class="text-gray-100 font-semibold">Signature:</span> ${d.name}${d.signature}</p>
|
| 373 |
+
`;
|
| 374 |
+
}
|
| 375 |
+
detailsContent.innerHTML = content;
|
| 376 |
+
}
|
| 377 |
+
|
| 378 |
+
function handleVisualize() {
|
| 379 |
+
loadingSpinner.classList.remove('hidden');
|
| 380 |
+
setTimeout(() => {
|
| 381 |
+
try {
|
| 382 |
+
let allCode = '';
|
| 383 |
+
document.querySelectorAll('#code-inputs-container textarea').forEach(area => {
|
| 384 |
+
allCode += area.value + '\n';
|
| 385 |
+
});
|
| 386 |
+
|
| 387 |
+
if (!allCode.trim()) {
|
| 388 |
+
graphContainer.innerHTML = '<p class="p-4 text-center text-gray-400">Please paste some code to visualize.</p>';
|
| 389 |
+
return;
|
| 390 |
+
}
|
| 391 |
+
const graphData = parsePythonCode(allCode);
|
| 392 |
+
renderGraph(graphData);
|
| 393 |
+
} catch (error) {
|
| 394 |
+
console.error("Failed to visualize code:", error);
|
| 395 |
+
graphContainer.innerHTML = `<p class="p-4 text-center text-red-400">An error occurred during parsing. Check the console for details.</p>`;
|
| 396 |
+
} finally {
|
| 397 |
+
loadingSpinner.classList.add('hidden');
|
| 398 |
+
}
|
| 399 |
+
}, 50);
|
| 400 |
+
}
|
| 401 |
+
|
| 402 |
+
// --- Event Listeners ---
|
| 403 |
+
visualizeBtn.addEventListener('click', handleVisualize);
|
| 404 |
+
|
| 405 |
+
// --- Initial Load ---
|
| 406 |
+
window.addEventListener('load', () => {
|
| 407 |
+
addTab('Main', exampleCodeMain, true);
|
| 408 |
+
addTab('Deps', exampleCodeDeps);
|
| 409 |
+
handleVisualize();
|
| 410 |
+
});
|
| 411 |
+
window.addEventListener('resize', () => {
|
| 412 |
+
let allCode = '';
|
| 413 |
+
document.querySelectorAll('#code-inputs-container textarea').forEach(area => {
|
| 414 |
+
allCode += area.value + '\n';
|
| 415 |
+
});
|
| 416 |
+
if (allCode.trim()) {
|
| 417 |
+
handleVisualize();
|
| 418 |
}
|
| 419 |
+
});
|
| 420 |
+
|
| 421 |
+
</script>
|
| 422 |
+
</body>
|
| 423 |
+
</html>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|