spatial-xAI/main.html at main · mobile-cloud-computing/spatial-xAI · GitHub

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<!DOCTYPE html>
<html>

<head>
    <title>XAI Microservices Interface</title>
    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css">
    <style>
        /* Custom styles */

        body {
            font-family: Arial, sans-serif;
        }

        .hidden {
            display: none;
        }

        .arrow {
            cursor: pointer;
        }

        .loader {
            border: 16px solid #f3f3f3;
            border-top: 16px solid #3498db;
            border-radius: 50%;
            width: 120px;
            height: 120px;
            animation: spin 2s linear infinite;
            margin: 20px auto;
        }

        @keyframes spin {
            0% {
                transform: rotate(0deg);
            }

            100% {
                transform: rotate(360deg);
            }
        }


    </style>
</head>

<body>
    <div class="container">
        <h1 class="text-center">XAI Microservices Interface</h1>
        <h3>Welcome, <span id="userRole"></span>!</h3>

        <h2>
            <span class="arrow" onclick="toggleSection('occlusionForm')">&#x25B6;</span>
            xAI Explanations
        </h2>

        <form id="occlusionForm" enctype="multipart/form-data">
            <div class="form-group">
                <label for="occlusionImageFile">Image File:</label>
                <input type="file" id="occlusionImageFile" name="file" accept=".jpg,.jpeg,.png" required>
            </div>
            <div class="form-group">
                <label for="occlusionClassLabel">Class Label:</label>
                <select id="occlusionClassLabel" required class="form-control">
                    <option value="cardboard">Cardboard</option>
                    <option value="glass">Glass</option>
                    <option value="metal">Metal</option>
                    <option value="paper">Paper</option>
                    <option value="plastic">Plastic</option>
                    <option value="trash">Trash</option>
                </select>
            </div>
            <button type="submit" class="btn btn-primary">Explain</button>
            <br><br>
            <div id="LoadingExplanations"></div>

            <div class="section" id="User_shappredictionResult">
                <!-- <h3>Prediction Result</h3> -->
                <div id="shappredictionResult"></div>
            </div>

            <div class="section" id="User_limeImageResult">
                <!-- <h3>LIME Image Result</h3> -->
                <div id="limeImageResult"></div>
            </div>

            <div class="section" id="User_limetop_T">
                <!-- <h3>Top Labels</h3> -->
                <div id="limetop_T" class="section-result"></div>
            </div>

            <div class="section" id="User_top_T_plot_base64">
                <!-- <h3>Top Predicted Labels Plot</h3> -->
                <div id="top_T_plot_base64"></div>
            </div>

            <div class="section" id="Dev_segment_overlay_base64">
                <!-- <h3>LIME Segmentation</h3> -->
                <div id="segment_overlay_base64"></div>
            </div>

            <div class="section" id="Dev_bar_plot_base64">
                <!-- <h3>LIME Super Pixel Plot</h3> -->
                <div id="bar_plot_base64"></div>
            </div>

            <div class="section" id="User_shapImageResult">
                <!-- <h3>SHAP Image Result</h3> -->
                <div id="shapImageResult"></div>
            </div>

            <div class="section" id="Dev_shap_S_plot_base64">
                <!-- <h3>SHAP Summary Plot</h3> -->
                <div id="shap_S_plot_base64"></div>
            </div>

            <div class="section" id="User_occlusionImageResult">
                <!-- <h3>Occlusion Heatmap</h3> -->
                <div id="occlusionImageResult"></div>
            </div>
        </form>

    </div>

    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/js/bootstrap.min.js"></script>
    <script>
        // Occlusion Sensitivity Explanation
        const occlusionForm = document.getElementById('occlusionForm');
        const LoadingExplanations = document.getElementById('LoadingExplanations');
        const occlusionImageFileInput = document.getElementById('occlusionImageFile');
        const occlusionClassLabel = document.getElementById('occlusionClassLabel');
        const occlusionExplanation = document.getElementById('occlusionExplanation');
        const occlusionImageResult = document.getElementById('occlusionImageResult');

        // SHAP Explanation
        const shapImageFileInput = document.getElementById('shapImageFile');
        const shapExplanation = document.getElementById('shapExplanation');
        const shapImageResult = document.getElementById('shapImageResult');
        const shap_S_plot_base64 = document.getElementById('shap_S_plot_base64');
        const shappredictionResult = document.getElementById('shappredictionResult');

        // LIME Explanation
        const limeImageFileInput = document.getElementById('limeImageFile');
        const limeExplanation = document.getElementById('limeExplanation');
        const limetop_T = document.getElementById('limetop_T');
        const top_T_plot_base64 = document.getElementById('top_T_plot_base64');
        const limesegments = document.getElementById('limesegments');
        const limeImageResult = document.getElementById('limeImageResult');
        const bar_plot_base64 = document.getElementById('bar_plot_base64');
        const segment_overlay_base64 = document.getElementById('segment_overlay_base64');


        occlusionForm.addEventListener('submit', async (e) => {
            e.preventDefault();

            const formData = new FormData();
            formData.append('file', occlusionImageFileInput.files[0]);

            const selectedLabel = occlusionClassLabel.value;

            const queryParams = new URLSearchParams();
            queryParams.append('imagetype', selectedLabel);

            const queryString = queryParams.toString();

            // Display the loading spinner
            LoadingExplanations.innerHTML = '<div class="loader"></div>';

            const response = await fetch(`/explain_all/image?${queryString}`, {
                method: 'POST',
                body: formData
            });

            const result = await response.json();
            LoadingExplanations.innerHTML = '';

            // Occlusion Sensitivity Explanation
            // occlusionExplanation.innerHTML =  `<b> Explanation :</b>  ${result.Occexplanation}`

            const Occ_dataURL = result.Occlimage_base64;

            // Create an <img> element for the image
            const image = document.createElement('img');
            image.src = `data:image/jpeg;base64,${Occ_dataURL}`;
            occlusionImageResult.innerHTML = '';
            occlusionImageResult.appendChild(image);


            // SHAP Explanation

            shappredictionResult.innerHTML = '<b> Prediction : </b>' + result.prediction[0] + ',<b>  Probability : </b>' + result.prediction[1];
            // shapExplanation.innerHTML =  `<b> Explanation :</b>  ${result.Shapexplanation}`
            const shap_dataURL = result.shap_V_plot_base64;
            const shap_S__base64 = result.shap_S_plot_base64;
            console.log("shap_S__base64");
            console.log(shap_S__base64);

            // Create an <img> element for the shap_V image
            const image2 = document.createElement('img');
            image2.src = `data:image/jpeg;base64,${shap_dataURL}`;
            shapImageResult.innerHTML = '';
            shapImageResult.appendChild(image2);

            // Create an <img> element for the  shap_S image
            const image3 = document.createElement('img');
            image3.src = `data:image/jpeg;base64,${shap_S__base64}`;
            shap_S_plot_base64.innerHTML = '';
            shap_S_plot_base64.appendChild(image3);


            // LIME Explanation
            // const lime_explanation = result.lime_explanation;
            const top_T = result.top_T;
            const top_T_plot = result.top_T_plot_base64;
            // const segments = result.segments;
            const Lime_dataURL = result.Lime_image_base64;
            const bar_plot = result.bar_plot_base64;
            const segment_overlay = result.segment_overlay_base64;


            // Display explanations
            // limeExplanation.innerHTML = `<b> Explanation :</b>  ${lime_explanation}`;

            // Display segments
            // limesegments.innerHTML = `<b>Segments :</b>  ${segments}`;

            // Display top_T
            limetop_T.innerHTML = `<b>Top Lables :</b>  ${top_T}`;


            // Create an <img> element for the image
            const image4 = document.createElement('img');
            image4.src = `data:image/jpeg;base64,${Lime_dataURL}`;
            limeImageResult.innerHTML = '';
            limeImageResult.appendChild(image4);

            // Create an <img> element for the segment_overlay_base64
            const image5 = document.createElement('img');
            image5.src = `data:image/png;base64,${segment_overlay}`;
            segment_overlay_base64.innerHTML = '';
            segment_overlay_base64.appendChild(image5);

            // // Create an <img> element for the bar_plot_base64
            const image6 = document.createElement('img');
            image6.src = `data:image/png;base64,${bar_plot}`;
            bar_plot_base64.innerHTML = '';
            bar_plot_base64.appendChild(image6);

            // Create an <img> element for the top_T_plot_base64
            const image7 = document.createElement('img');
            image7.src = `data:image/png;base64,${top_T_plot}`;
            top_T_plot_base64.innerHTML = '';
            top_T_plot_base64.appendChild(image7);


        });

        function toggleSection(sectionId) {
            const section = document.getElementById(sectionId);
            const arrow = section.previousElementSibling.firstChild;

            if (section.classList.contains('hidden')) {
                section.classList.remove('hidden');
                arrow.innerHTML = '&#x25BC;';
            } else {
                section.classList.add('hidden');
                arrow.innerHTML = '&#x25B6;';
            }
        }
            // Set the userRole in the UI
        const userRoleElement = document.getElementById('userRole');
        const userRole = 'business'; // Replace with the user's role
        userRoleElement.textContent = userRole;


        // Define the allowed roles for each section
        const allowedRoles = {
            User_shappredictionResult: ['user', 'developer', 'auditor', 'business'],  // Prediction & Probability
            User_limeImageResult: ['user', 'developer', 'auditor'],                   // Lime Image
            User_limetop_T: ['user', 'developer', 'auditor', 'business'],             // Top Lables array
            User_top_T_plot_base64: ['user', 'developer', 'auditor', 'business'],     // Top Predicted Labels plot
            Dev_segment_overlay_base64: ['developer', 'auditor'],                     // Lime Segmentation of image
            Dev_bar_plot_base64: ['developer', 'auditor'],                            // Lime Segmentation super pixel plot
            User_shapImageResult: ['user', 'developer', 'auditor', 'business'],       // Shap Image
            Dev_shap_S_plot_base64: ['developer', 'auditor'],                         // **Need to add Shap Summary Image** //
            User_occlusionImageResult: ['user', 'developer', 'auditor', 'business']   // Occlusion heat image
        };

        // Function to check if a role is allowed for a section
        function isRoleAllowed(sectionId, role) {
            const allowed = allowedRoles[sectionId];
            return allowed && allowed.includes(role);
        }

        // Function to hide sections based on user role
        function hideSectionsBasedOnRole(role) {
            const sections = document.getElementsByClassName('section');
            for (let i = 0; i < sections.length; i++) {
                const section = sections[i];
                const sectionId = section.getAttribute('id');
                if (!isRoleAllowed(sectionId, role)) {
                    section.classList.add('hidden');
                }
            }
        }

        // Hide sections based on user role
        hideSectionsBasedOnRole(userRole);


    </script>
</body>

</html>