Update app.py
Browse files
app.py
CHANGED
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@@ -1,610 +1,426 @@
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background: linear-gradient(45deg, #00ff88, #00ccff);
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-webkit-background-clip: text;
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-webkit-text-fill-color: transparent;
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margin-bottom: 8px;
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}
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.chat-header p {
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color: rgba(255, 255, 255, 0.7);
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font-size: 14px;
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}
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.chat-messages {
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flex: 1;
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overflow-y: auto;
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padding: 20px;
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display: flex;
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flex-direction: column;
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gap: 16px;
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}
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.message {
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max-width: 85%;
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padding: 12px 16px;
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border-radius: 18px;
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font-size: 14px;
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line-height: 1.4;
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animation: slideIn 0.3s ease-out;
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}
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.message.user {
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align-self: flex-end;
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background: linear-gradient(135deg, #00ff88, #00ccff);
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color: #000;
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font-weight: 500;
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}
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.message.ai {
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align-self: flex-start;
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background: rgba(255, 255, 255, 0.1);
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border: 1px solid rgba(255, 255, 255, 0.2);
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}
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.message.status {
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align-self: center;
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background: rgba(255, 193, 7, 0.2);
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border: 1px solid rgba(255, 193, 7, 0.4);
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color: #ffc107;
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font-size: 12px;
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text-align: center;
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}
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.image-preview {
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max-width: 200px;
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border-radius: 12px;
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margin: 8px 0;
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border: 2px solid rgba(255, 255, 255, 0.2);
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}
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.chat-input {
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padding: 20px;
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border-top: 1px solid rgba(255, 255, 255, 0.1);
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background: rgba(0, 0, 0, 0.3);
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}
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.input-container {
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display: flex;
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gap: 12px;
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margin-bottom: 12px;
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}
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.text-input {
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flex: 1;
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padding: 12px 16px;
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background: rgba(255, 255, 255, 0.1);
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border: 1px solid rgba(255, 255, 255, 0.3);
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border-radius: 25px;
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color: #fff;
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font-size: 14px;
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transition: all 0.3s ease;
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}
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.text-input:focus {
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outline: none;
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border-color: #00ff88;
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box-shadow: 0 0 0 2px rgba(0, 255, 136, 0.2);
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}
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.text-input::placeholder {
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color: rgba(255, 255, 255, 0.5);
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}
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.send-btn {
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padding: 12px 20px;
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background: linear-gradient(135deg, #00ff88, #00ccff);
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border: none;
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border-radius: 25px;
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color: #000;
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font-weight: 600;
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cursor: pointer;
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transition: all 0.3s ease;
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font-size: 14px;
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}
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.send-btn:hover {
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transform: translateY(-2px);
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box-shadow: 0 8px 25px rgba(0, 255, 136, 0.3);
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}
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.send-btn:disabled {
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opacity: 0.5;
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cursor: not-allowed;
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transform: none;
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}
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.file-input-container {
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display: flex;
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gap: 8px;
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align-items: center;
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}
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.file-input {
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display: none;
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}
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.file-label {
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padding: 8px 16px;
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background: rgba(255, 255, 255, 0.1);
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border: 1px solid rgba(255, 255, 255, 0.3);
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border-radius: 20px;
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cursor: pointer;
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font-size: 12px;
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transition: all 0.3s ease;
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display: flex;
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align-items: center;
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gap: 6px;
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}
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.file-label:hover {
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background: rgba(255, 255, 255, 0.2);
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}
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.settings-panel {
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padding: 12px 0;
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border-top: 1px solid rgba(255, 255, 255, 0.1);
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}
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.setting-item {
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display: flex;
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justify-content: space-between;
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align-items: center;
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margin-bottom: 8px;
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}
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.setting-label {
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font-size: 12px;
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color: rgba(255, 255, 255, 0.7);
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}
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.slider {
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width: 100px;
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height: 4px;
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background: rgba(255, 255, 255, 0.2);
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border-radius: 2px;
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outline: none;
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-webkit-appearance: none;
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}
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.slider::-webkit-slider-thumb {
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-webkit-appearance: none;
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width: 16px;
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height: 16px;
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background: #00ff88;
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border-radius: 50%;
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cursor: pointer;
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}
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/* Right Panel - Output */
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.output-panel {
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width: 60%;
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background: rgba(10, 10, 20, 0.8);
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backdrop-filter: blur(20px);
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display: flex;
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flex-direction: column;
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align-items: center;
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justify-content: center;
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position: relative;
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}
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.output-content {
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text-align: center;
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max-width: 90%;
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}
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.output-image {
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max-width: 100%;
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max-height: 70vh;
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border-radius: 16px;
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box-shadow: 0 20px 60px rgba(0, 0, 0, 0.4);
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border: 2px solid rgba(255, 255, 255, 0.1);
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transition: all 0.3s ease;
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}
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.output-image:hover {
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transform: scale(1.02);
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box-shadow: 0 25px 80px rgba(0, 255, 136, 0.2);
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}
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.placeholder {
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color: rgba(255, 255, 255, 0.4);
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font-size: 18px;
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margin-bottom: 20px;
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}
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.loading {
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display: none;
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flex-direction: column;
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align-items: center;
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gap: 20px;
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}
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.spinner {
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width: 40px;
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height: 40px;
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border: 3px solid rgba(255, 255, 255, 0.3);
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border-top: 3px solid #00ff88;
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border-radius: 50%;
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animation: spin 1s linear infinite;
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}
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.download-btn {
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margin-top: 20px;
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padding: 12px 24px;
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background: rgba(255, 255, 255, 0.1);
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border: 1px solid rgba(255, 255, 255, 0.3);
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border-radius: 25px;
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color: #fff;
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cursor: pointer;
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transition: all 0.3s ease;
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text-decoration: none;
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display: inline-block;
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}
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.download-btn:hover {
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background: rgba(255, 255, 255, 0.2);
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transform: translateY(-2px);
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}
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@keyframes slideIn {
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from {
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opacity: 0;
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transform: translateY(20px);
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}
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to {
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opacity: 1;
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transform: translateY(0);
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}
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}
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@keyframes spin {
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0% { transform: rotate(0deg); }
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100% { transform: rotate(360deg); }
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}
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/* Scrollbar Styling */
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.chat-messages::-webkit-scrollbar {
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width: 6px;
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}
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.chat-messages::-webkit-scrollbar-track {
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background: rgba(255, 255, 255, 0.1);
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border-radius: 3px;
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}
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.chat-messages::-webkit-scrollbar-thumb {
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background: rgba(255, 255, 255, 0.3);
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border-radius: 3px;
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}
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.chat-messages::-webkit-scrollbar-thumb:hover {
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background: rgba(255, 255, 255, 0.5);
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}
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/* Responsive Design */
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@media (max-width: 768px) {
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.container {
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flex-direction: column;
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}
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}
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</style>
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</head>
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<body>
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<div class="container">
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<!-- Left Panel - Chat Interface -->
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<div class="chat-panel">
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<div class="chat-header">
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<h1>🚀 AI Object Removal</h1>
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<p>Upload an image and tell me what to remove</p>
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</div>
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<input
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type="text"
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class="text-input"
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id="objectInput"
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placeholder="What object should I remove? (e.g., person, car, dog...)"
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value="person"
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/>
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<button class="send-btn" id="processBtn">Remove Object</button>
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</div>
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<div class="file-input-container">
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<input type="file" class="file-input" id="imageInput" accept="image/*" />
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<label for="imageInput" class="file-label">
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📷 Upload Image
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</label>
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<span id="fileName" style="font-size: 12px; color: rgba(255,255,255,0.6);"></span>
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</div>
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<div class="settings-panel">
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<div class="setting-item">
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<span class="setting-label">Guidance Scale: <span id="guidanceValue">2.5</span></span>
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<input type="range" class="slider" id="guidanceSlider" min="1" max="10" step="0.1" value="2.5" />
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</div>
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<div class="setting-item">
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<span class="setting-label">Steps: <span id="stepsValue">28</span></span>
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<input type="range" class="slider" id="stepsSlider" min="10" max="50" step="2" value="28" />
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</div>
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</div>
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</div>
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</div>
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|
| 409 |
</div>
|
| 410 |
-
|
| 411 |
-
|
| 412 |
-
|
| 413 |
-
|
| 414 |
-
|
| 415 |
-
|
| 416 |
-
|
| 417 |
-
|
| 418 |
-
// DOM elements
|
| 419 |
-
const chatMessages = document.getElementById('chatMessages');
|
| 420 |
-
const objectInput = document.getElementById('objectInput');
|
| 421 |
-
const processBtn = document.getElementById('processBtn');
|
| 422 |
-
const imageInput = document.getElementById('imageInput');
|
| 423 |
-
const fileName = document.getElementById('fileName');
|
| 424 |
-
const outputContent = document.getElementById('outputContent');
|
| 425 |
-
const placeholder = document.getElementById('placeholder');
|
| 426 |
-
const loading = document.getElementById('loading');
|
| 427 |
-
const guidanceSlider = document.getElementById('guidanceSlider');
|
| 428 |
-
const stepsSlider = document.getElementById('stepsSlider');
|
| 429 |
-
const guidanceValue = document.getElementById('guidanceValue');
|
| 430 |
-
const stepsValue = document.getElementById('stepsValue');
|
| 431 |
-
|
| 432 |
-
// Update slider values
|
| 433 |
-
guidanceSlider.addEventListener('input', (e) => {
|
| 434 |
-
guidanceValue.textContent = e.target.value;
|
| 435 |
-
});
|
| 436 |
-
|
| 437 |
-
stepsSlider.addEventListener('input', (e) => {
|
| 438 |
-
stepsValue.textContent = e.target.value;
|
| 439 |
-
});
|
| 440 |
-
|
| 441 |
-
// Handle image upload
|
| 442 |
-
imageInput.addEventListener('change', (e) => {
|
| 443 |
-
const file = e.target.files[0];
|
| 444 |
-
if (file) {
|
| 445 |
-
fileName.textContent = file.name;
|
| 446 |
-
|
| 447 |
-
const reader = new FileReader();
|
| 448 |
-
reader.onload = (e) => {
|
| 449 |
-
uploadedImage = e.target.result;
|
| 450 |
-
addMessage('user', `📷 Uploaded: ${file.name}`, uploadedImage);
|
| 451 |
-
addMessage('ai', '✅ Image uploaded successfully! Now tell me what object you\'d like me to remove.');
|
| 452 |
-
};
|
| 453 |
-
reader.readAsDataURL(file);
|
| 454 |
-
}
|
| 455 |
-
});
|
| 456 |
-
|
| 457 |
-
// Handle enter key
|
| 458 |
-
objectInput.addEventListener('keypress', (e) => {
|
| 459 |
-
if (e.key === 'Enter') {
|
| 460 |
-
processImage();
|
| 461 |
-
}
|
| 462 |
-
});
|
| 463 |
-
|
| 464 |
-
// Handle process button
|
| 465 |
-
processBtn.addEventListener('click', processImage);
|
| 466 |
-
|
| 467 |
-
function addMessage(type, text, imageUrl = null) {
|
| 468 |
-
const messageDiv = document.createElement('div');
|
| 469 |
-
messageDiv.className = `message ${type}`;
|
| 470 |
|
| 471 |
-
|
| 472 |
-
|
| 473 |
-
|
| 474 |
-
|
|
|
|
|
|
|
|
|
|
| 475 |
|
| 476 |
-
|
| 477 |
-
|
| 478 |
-
|
| 479 |
-
|
| 480 |
-
|
| 481 |
-
|
| 482 |
-
|
| 483 |
-
|
| 484 |
-
messageDiv.innerHTML = `<div>${text}</div>`;
|
| 485 |
-
chatMessages.appendChild(messageDiv);
|
| 486 |
-
chatMessages.scrollTop = chatMessages.scrollHeight;
|
| 487 |
-
}
|
| 488 |
-
|
| 489 |
-
function showLoading() {
|
| 490 |
-
placeholder.style.display = 'none';
|
| 491 |
-
loading.style.display = 'flex';
|
| 492 |
-
if (currentImageUrl) {
|
| 493 |
-
const existingImage = outputContent.querySelector('.output-image');
|
| 494 |
-
if (existingImage) {
|
| 495 |
-
existingImage.style.opacity = '0.3';
|
| 496 |
-
}
|
| 497 |
-
}
|
| 498 |
-
}
|
| 499 |
-
|
| 500 |
-
function hideLoading() {
|
| 501 |
-
loading.style.display = 'none';
|
| 502 |
-
if (currentImageUrl) {
|
| 503 |
-
const existingImage = outputContent.querySelector('.output-image');
|
| 504 |
-
if (existingImage) {
|
| 505 |
-
existingImage.style.opacity = '1';
|
| 506 |
-
}
|
| 507 |
-
}
|
| 508 |
-
}
|
| 509 |
-
|
| 510 |
-
function displayResult(imageUrl, downloadUrl = null) {
|
| 511 |
-
hideLoading();
|
| 512 |
-
placeholder.style.display = 'none';
|
| 513 |
|
| 514 |
-
|
| 515 |
-
|
| 516 |
-
|
| 517 |
-
|
| 518 |
-
|
|
|
|
|
|
|
|
|
|
| 519 |
|
| 520 |
-
|
| 521 |
-
|
| 522 |
-
|
| 523 |
-
|
| 524 |
-
|
| 525 |
-
|
| 526 |
-
|
| 527 |
-
|
| 528 |
-
|
| 529 |
-
|
| 530 |
-
|
| 531 |
-
|
| 532 |
-
|
| 533 |
-
|
| 534 |
-
|
| 535 |
-
|
|
|
|
|
|
|
|
|
|
| 536 |
|
| 537 |
-
|
| 538 |
-
|
| 539 |
-
|
| 540 |
-
|
| 541 |
-
|
| 542 |
-
|
| 543 |
-
|
| 544 |
-
|
| 545 |
-
|
| 546 |
-
|
| 547 |
-
|
| 548 |
-
addMessage('ai', '❌ Please specify what object you want me to remove!');
|
| 549 |
-
return;
|
| 550 |
-
}
|
| 551 |
-
|
| 552 |
-
const guidance = guidanceSlider.value;
|
| 553 |
-
const steps = stepsSlider.value;
|
| 554 |
-
|
| 555 |
-
// Add user message
|
| 556 |
-
addMessage('user', `Remove "${objectName}" from the image (Guidance: ${guidance}, Steps: ${steps})`);
|
| 557 |
|
| 558 |
-
|
| 559 |
-
|
| 560 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 561 |
|
| 562 |
-
|
| 563 |
-
|
| 564 |
-
|
| 565 |
-
|
| 566 |
-
|
| 567 |
-
|
| 568 |
-
|
| 569 |
-
|
| 570 |
-
|
| 571 |
-
|
| 572 |
-
|
| 573 |
-
|
| 574 |
-
|
| 575 |
-
|
| 576 |
-
|
| 577 |
-
|
| 578 |
-
|
| 579 |
-
|
| 580 |
-
|
| 581 |
-
|
| 582 |
-
|
| 583 |
-
|
| 584 |
-
|
| 585 |
-
|
| 586 |
-
|
| 587 |
-
|
| 588 |
-
|
| 589 |
-
|
| 590 |
-
|
| 591 |
-
|
| 592 |
-
|
| 593 |
-
|
| 594 |
-
|
| 595 |
-
|
| 596 |
-
addMessage('ai', `✅ Successfully removed "${objectName}" from your image!`);
|
| 597 |
-
addStatusMessage(`⚙️ Settings used: Guidance=${guidance}, Steps=${steps}`);
|
| 598 |
-
};
|
| 599 |
-
img.src = uploadedImage;
|
| 600 |
-
|
| 601 |
-
}, 2000); // Simulate 2 second processing time
|
| 602 |
-
}
|
| 603 |
-
|
| 604 |
-
// Initialize with some example messages
|
| 605 |
-
setTimeout(() => {
|
| 606 |
-
addMessage('ai', '🎯 Quick tip: I work best with clear, well-lit images where the object is clearly visible.');
|
| 607 |
-
}, 1000);
|
| 608 |
-
</script>
|
| 609 |
-
</body>
|
| 610 |
-
</html>
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import numpy as np
|
| 3 |
+
from PIL import Image, ImageDraw
|
| 4 |
+
import requests
|
| 5 |
+
import io
|
| 6 |
+
import os
|
| 7 |
+
import spaces
|
| 8 |
+
import json
|
| 9 |
+
import re
|
| 10 |
+
import torch
|
| 11 |
+
from diffusers import FluxKontextPipeline
|
| 12 |
+
|
| 13 |
+
# Initialize FLUX model for advanced inpainting
|
| 14 |
+
@spaces.GPU
|
| 15 |
+
def load_flux_model():
|
| 16 |
+
"""Load FLUX.1 Kontext model for high-quality object removal"""
|
| 17 |
+
try:
|
| 18 |
+
pipe = FluxKontextPipeline.from_pretrained(
|
| 19 |
+
"black-forest-labs/FLUX.1-Kontext-dev",
|
| 20 |
+
torch_dtype=torch.bfloat16
|
| 21 |
+
).to("cuda")
|
| 22 |
+
return pipe
|
| 23 |
+
except Exception as e:
|
| 24 |
+
print(f"Failed to load FLUX model: {e}")
|
| 25 |
+
return None
|
| 26 |
+
|
| 27 |
+
# Global variable to store the model (loaded once)
|
| 28 |
+
flux_pipe = None
|
| 29 |
+
|
| 30 |
+
def fuzzy_match_object(user_input, detected_labels):
|
| 31 |
+
"""
|
| 32 |
+
Advanced matching function that handles synonyms, plurals, and fuzzy matching
|
| 33 |
+
"""
|
| 34 |
+
user_input = user_input.lower().strip()
|
| 35 |
+
matches = []
|
| 36 |
+
|
| 37 |
+
# Direct matching
|
| 38 |
+
for detection in detected_labels:
|
| 39 |
+
label = detection.get('label', '').lower()
|
| 40 |
+
|
| 41 |
+
# Exact match
|
| 42 |
+
if label == user_input:
|
| 43 |
+
matches.append(detection)
|
| 44 |
+
continue
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 45 |
|
| 46 |
+
# Handle plurals
|
| 47 |
+
if user_input.endswith('s') and label == user_input[:-1]:
|
| 48 |
+
matches.append(detection)
|
| 49 |
+
continue
|
| 50 |
+
if label.endswith('s') and user_input == label[:-1]:
|
| 51 |
+
matches.append(detection)
|
| 52 |
+
continue
|
| 53 |
|
| 54 |
+
# Substring matching
|
| 55 |
+
if user_input in label or label in user_input:
|
| 56 |
+
matches.append(detection)
|
| 57 |
+
continue
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 58 |
|
| 59 |
+
# Handle common synonyms
|
| 60 |
+
synonyms = {
|
| 61 |
+
'person': ['human', 'people', 'man', 'woman', 'individual'],
|
| 62 |
+
'car': ['vehicle', 'automobile', 'auto'],
|
| 63 |
+
'bike': ['bicycle', 'cycle'],
|
| 64 |
+
'phone': ['mobile', 'cellphone', 'smartphone'],
|
| 65 |
+
'tv': ['television', 'telly'],
|
| 66 |
+
'couch': ['sofa', 'settee'],
|
| 67 |
+
'bag': ['purse', 'handbag', 'backpack'],
|
| 68 |
+
'glasses': ['spectacles', 'eyeglasses'],
|
| 69 |
+
'plane': ['airplane', 'aircraft'],
|
| 70 |
+
'boat': ['ship', 'vessel'],
|
| 71 |
+
'dog': ['puppy', 'canine'],
|
| 72 |
+
'cat': ['kitten', 'feline']
|
| 73 |
+
}
|
| 74 |
+
|
| 75 |
+
# Check if user input matches any synonym
|
| 76 |
+
for main_word, synonym_list in synonyms.items():
|
| 77 |
+
if (user_input == main_word and label in synonym_list) or \
|
| 78 |
+
(user_input in synonym_list and label == main_word):
|
| 79 |
+
matches.append(detection)
|
| 80 |
+
break
|
| 81 |
+
|
| 82 |
+
return matches
|
| 83 |
+
|
| 84 |
+
@spaces.GPU
|
| 85 |
+
def flux_inpainting(image, object_name, guidance_scale=2.5, steps=28):
|
| 86 |
+
"""
|
| 87 |
+
Use FLUX.1 Kontext for intelligent object removal
|
| 88 |
+
"""
|
| 89 |
+
global flux_pipe
|
| 90 |
+
|
| 91 |
+
try:
|
| 92 |
+
# Load FLUX model if not already loaded
|
| 93 |
+
if flux_pipe is None:
|
| 94 |
+
print("Loading FLUX.1 Kontext model...")
|
| 95 |
+
flux_pipe = load_flux_model()
|
| 96 |
|
| 97 |
+
if flux_pipe is None:
|
| 98 |
+
raise Exception("Failed to load FLUX model")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
| 99 |
|
| 100 |
+
# Create intelligent removal prompt
|
| 101 |
+
removal_prompt = f"Remove the {object_name} from this image, fill with background that matches the surrounding environment, photorealistic, seamless, high quality"
|
| 102 |
+
|
| 103 |
+
# Use FLUX for contextual editing
|
| 104 |
+
result = flux_pipe(
|
| 105 |
+
image=image.convert("RGB"),
|
| 106 |
+
prompt=removal_prompt,
|
| 107 |
+
guidance_scale=guidance_scale,
|
| 108 |
+
width=image.size[0],
|
| 109 |
+
height=image.size[1],
|
| 110 |
+
num_inference_steps=steps,
|
| 111 |
+
generator=torch.Generator().manual_seed(42),
|
| 112 |
+
).images[0]
|
| 113 |
+
|
| 114 |
+
return result, True
|
| 115 |
+
|
| 116 |
+
except Exception as e:
|
| 117 |
+
print(f"FLUX inpainting error: {str(e)}")
|
| 118 |
+
return None, False
|
| 119 |
+
|
| 120 |
+
@spaces.GPU
|
| 121 |
+
def remove_objects(image, object_name, guidance_scale, steps):
|
| 122 |
+
"""
|
| 123 |
+
Main function to remove any specified object using advanced detection + FLUX inpainting
|
| 124 |
+
"""
|
| 125 |
+
try:
|
| 126 |
+
if image is None:
|
| 127 |
+
raise gr.Error("Please upload an image")
|
| 128 |
+
|
| 129 |
+
if not object_name or not object_name.strip():
|
| 130 |
+
raise gr.Error("Please enter the name of the object you want to remove")
|
| 131 |
+
|
| 132 |
+
# Try to get token from multiple sources
|
| 133 |
+
token = os.getenv("HF_TOKEN") or os.getenv("HUGGINGFACE_HUB_TOKEN")
|
| 134 |
+
if not token:
|
| 135 |
+
raise gr.Error("Please provide your Hugging Face token or set HF_TOKEN in Space secrets")
|
| 136 |
+
|
| 137 |
+
# Use FLUX.1 Kontext for intelligent object removal
|
| 138 |
+
print("Using FLUX.1 Kontext for advanced object removal...")
|
| 139 |
+
result_image, flux_success = flux_inpainting(image, object_name, guidance_scale, steps)
|
| 140 |
+
|
| 141 |
+
if flux_success and result_image:
|
| 142 |
+
status_msg = f"✅ Successfully removed '{object_name}' object(s)\n"
|
| 143 |
+
status_msg += f"⚙️ Settings: Guidance={guidance_scale}, Steps={steps}"
|
| 144 |
+
return result_image, status_msg
|
| 145 |
+
else:
|
| 146 |
+
# Fallback: show detection areas
|
| 147 |
+
status_msg = f"⚠️ Inpainting failed, but detection was successful\n"
|
| 148 |
+
status_msg += f"💡 Try adjusting guidance scale or steps, or check GPU availability"
|
| 149 |
+
return result_image, status_msg
|
| 150 |
+
|
| 151 |
+
except Exception as e:
|
| 152 |
+
return image, f"❌ Error: {str(e)}"
|
| 153 |
+
|
| 154 |
+
# Custom CSS for modern chat-like interface
|
| 155 |
+
custom_css = """
|
| 156 |
+
/* Global Styles */
|
| 157 |
+
.gradio-container {
|
| 158 |
+
background: linear-gradient(135deg, #0a0a0a 0%, #1a1a2e 50%, #16213e 100%) !important;
|
| 159 |
+
color: white !important;
|
| 160 |
+
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif !important;
|
| 161 |
+
}
|
| 162 |
+
|
| 163 |
+
/* Header Styling */
|
| 164 |
+
.header-text h1 {
|
| 165 |
+
background: linear-gradient(45deg, #00ff88, #00ccff) !important;
|
| 166 |
+
-webkit-background-clip: text !important;
|
| 167 |
+
-webkit-text-fill-color: transparent !important;
|
| 168 |
+
font-size: 2.5rem !important;
|
| 169 |
+
text-align: center !important;
|
| 170 |
+
margin-bottom: 1rem !important;
|
| 171 |
+
}
|
| 172 |
+
|
| 173 |
+
.header-text p {
|
| 174 |
+
text-align: center !important;
|
| 175 |
+
color: rgba(255, 255, 255, 0.8) !important;
|
| 176 |
+
font-size: 1.1rem !important;
|
| 177 |
+
margin-bottom: 2rem !important;
|
| 178 |
+
}
|
| 179 |
+
|
| 180 |
+
/* Chat Panel Styling */
|
| 181 |
+
.chat-panel {
|
| 182 |
+
background: rgba(20, 20, 30, 0.8) !important;
|
| 183 |
+
backdrop-filter: blur(20px) !important;
|
| 184 |
+
border-radius: 16px !important;
|
| 185 |
+
border: 1px solid rgba(255, 255, 255, 0.1) !important;
|
| 186 |
+
padding: 1.5rem !important;
|
| 187 |
+
margin-bottom: 1rem !important;
|
| 188 |
+
}
|
| 189 |
+
|
| 190 |
+
.chat-panel .gr-form {
|
| 191 |
+
background: transparent !important;
|
| 192 |
+
}
|
| 193 |
+
|
| 194 |
+
/* Input Styling */
|
| 195 |
+
.gr-textbox input, .gr-slider input {
|
| 196 |
+
background: rgba(255, 255, 255, 0.1) !important;
|
| 197 |
+
border: 1px solid rgba(255, 255, 255, 0.3) !important;
|
| 198 |
+
border-radius: 25px !important;
|
| 199 |
+
color: white !important;
|
| 200 |
+
padding: 12px 16px !important;
|
| 201 |
+
}
|
| 202 |
+
|
| 203 |
+
.gr-textbox input:focus, .gr-slider input:focus {
|
| 204 |
+
border-color: #00ff88 !important;
|
| 205 |
+
box-shadow: 0 0 0 2px rgba(0, 255, 136, 0.2) !important;
|
| 206 |
+
}
|
| 207 |
+
|
| 208 |
+
.gr-textbox input::placeholder {
|
| 209 |
+
color: rgba(255, 255, 255, 0.5) !important;
|
| 210 |
+
}
|
| 211 |
+
|
| 212 |
+
/* Button Styling */
|
| 213 |
+
.gr-button {
|
| 214 |
+
background: linear-gradient(135deg, #00ff88, #00ccff) !important;
|
| 215 |
+
border: none !important;
|
| 216 |
+
border-radius: 25px !important;
|
| 217 |
+
color: #000 !important;
|
| 218 |
+
font-weight: 600 !important;
|
| 219 |
+
padding: 12px 24px !important;
|
| 220 |
+
transition: all 0.3s ease !important;
|
| 221 |
+
}
|
| 222 |
+
|
| 223 |
+
.gr-button:hover {
|
| 224 |
+
transform: translateY(-2px) !important;
|
| 225 |
+
box-shadow: 0 8px 25px rgba(0, 255, 136, 0.3) !important;
|
| 226 |
+
}
|
| 227 |
+
|
| 228 |
+
/* Output Panel Styling */
|
| 229 |
+
.output-panel {
|
| 230 |
+
background: rgba(10, 10, 20, 0.8) !important;
|
| 231 |
+
backdrop-filter: blur(20px) !important;
|
| 232 |
+
border-radius: 16px !important;
|
| 233 |
+
border: 1px solid rgba(255, 255, 255, 0.1) !important;
|
| 234 |
+
padding: 1.5rem !important;
|
| 235 |
+
text-align: center !important;
|
| 236 |
+
}
|
| 237 |
+
|
| 238 |
+
.gr-image {
|
| 239 |
+
border-radius: 16px !important;
|
| 240 |
+
border: 2px solid rgba(255, 255, 255, 0.1) !important;
|
| 241 |
+
box-shadow: 0 20px 60px rgba(0, 0, 0, 0.4) !important;
|
| 242 |
+
}
|
| 243 |
+
|
| 244 |
+
/* Status Text Styling */
|
| 245 |
+
.gr-textbox textarea {
|
| 246 |
+
background: rgba(255, 193, 7, 0.1) !important;
|
| 247 |
+
border: 1px solid rgba(255, 193, 7, 0.3) !important;
|
| 248 |
+
color: #ffc107 !important;
|
| 249 |
+
border-radius: 12px !important;
|
| 250 |
+
}
|
| 251 |
+
|
| 252 |
+
/* File Upload Styling */
|
| 253 |
+
.gr-file-upload {
|
| 254 |
+
background: rgba(255, 255, 255, 0.1) !important;
|
| 255 |
+
border: 2px dashed rgba(255, 255, 255, 0.3) !important;
|
| 256 |
+
border-radius: 16px !important;
|
| 257 |
+
color: white !important;
|
| 258 |
+
}
|
| 259 |
+
|
| 260 |
+
/* Examples Styling */
|
| 261 |
+
.gr-examples {
|
| 262 |
+
background: rgba(255, 255, 255, 0.05) !important;
|
| 263 |
+
border-radius: 12px !important;
|
| 264 |
+
padding: 1rem !important;
|
| 265 |
+
}
|
| 266 |
+
|
| 267 |
+
.gr-examples .gr-button {
|
| 268 |
+
background: rgba(255, 255, 255, 0.1) !important;
|
| 269 |
+
color: white !important;
|
| 270 |
+
border: 1px solid rgba(255, 255, 255, 0.3) !important;
|
| 271 |
+
font-size: 0.9rem !important;
|
| 272 |
+
}
|
| 273 |
+
|
| 274 |
+
/* Accordion Styling */
|
| 275 |
+
.gr-accordion {
|
| 276 |
+
background: rgba(255, 255, 255, 0.05) !important;
|
| 277 |
+
border: 1px solid rgba(255, 255, 255, 0.1) !important;
|
| 278 |
+
border-radius: 12px !important;
|
| 279 |
+
}
|
| 280 |
+
|
| 281 |
+
.gr-accordion summary {
|
| 282 |
+
color: white !important;
|
| 283 |
+
font-weight: 500 !important;
|
| 284 |
+
}
|
| 285 |
+
|
| 286 |
+
/* Responsive adjustments */
|
| 287 |
+
@media (max-width: 768px) {
|
| 288 |
+
.gr-row {
|
| 289 |
+
flex-direction: column !important;
|
| 290 |
+
}
|
| 291 |
+
|
| 292 |
+
.header-text h1 {
|
| 293 |
+
font-size: 2rem !important;
|
| 294 |
+
}
|
| 295 |
+
}
|
| 296 |
+
"""
|
| 297 |
+
|
| 298 |
+
# Create the Gradio interface with modern styling
|
| 299 |
+
with gr.Blocks(
|
| 300 |
+
title="🚀 AI Object Removal Chat",
|
| 301 |
+
theme=gr.themes.Base(
|
| 302 |
+
primary_hue="emerald",
|
| 303 |
+
secondary_hue="blue",
|
| 304 |
+
neutral_hue="slate",
|
| 305 |
+
font=[gr.themes.GoogleFont("Inter"), "ui-sans-serif", "system-ui", "sans-serif"]
|
| 306 |
+
),
|
| 307 |
+
css=custom_css,
|
| 308 |
+
fill_height=True
|
| 309 |
+
) as demo:
|
| 310 |
+
|
| 311 |
+
# Header Section
|
| 312 |
+
with gr.Row():
|
| 313 |
+
with gr.Column():
|
| 314 |
+
gr.HTML("""
|
| 315 |
+
<div class="header-text">
|
| 316 |
+
<h1>🚀 AI Object Removal Chat</h1>
|
| 317 |
+
<p>Upload an image and tell me what object you want to remove with professional results!</p>
|
| 318 |
</div>
|
| 319 |
+
""")
|
| 320 |
+
|
| 321 |
+
# Main Content Layout
|
| 322 |
+
with gr.Row(equal_height=True):
|
| 323 |
+
# Left Panel - Chat-like Interface
|
| 324 |
+
with gr.Column(scale=2, elem_classes=["chat-panel"]):
|
| 325 |
+
gr.Markdown("### 💬 Chat Interface")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 326 |
|
| 327 |
+
# Image Upload
|
| 328 |
+
input_image = gr.Image(
|
| 329 |
+
label="📷 Upload Your Image",
|
| 330 |
+
type="pil",
|
| 331 |
+
height=250,
|
| 332 |
+
container=True
|
| 333 |
+
)
|
| 334 |
|
| 335 |
+
# Object Input
|
| 336 |
+
object_name = gr.Textbox(
|
| 337 |
+
label="🎯 What should I remove?",
|
| 338 |
+
placeholder="Type any object name (e.g., person, car, dog, bottle, tree, sign...)",
|
| 339 |
+
value="person",
|
| 340 |
+
container=True,
|
| 341 |
+
info="💡 I understand synonyms and variations!"
|
| 342 |
+
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 343 |
|
| 344 |
+
# Quick Examples
|
| 345 |
+
with gr.Row():
|
| 346 |
+
example_buttons = []
|
| 347 |
+
examples = ["person", "car", "dog", "cat", "bottle", "chair", "tree", "sign"]
|
| 348 |
+
for example in examples:
|
| 349 |
+
btn = gr.Button(example, size="sm", variant="secondary")
|
| 350 |
+
btn.click(lambda x=example: x, outputs=object_name)
|
| 351 |
+
example_buttons.append(btn)
|
| 352 |
|
| 353 |
+
# Advanced Settings
|
| 354 |
+
with gr.Accordion("⚙️ Advanced Settings", open=False):
|
| 355 |
+
guidance_scale = gr.Slider(
|
| 356 |
+
minimum=1.0,
|
| 357 |
+
maximum=10.0,
|
| 358 |
+
value=2.5,
|
| 359 |
+
step=0.1,
|
| 360 |
+
label="🎯 Guidance Scale",
|
| 361 |
+
info="Higher = more faithful to prompt, lower = more creative"
|
| 362 |
+
)
|
| 363 |
+
|
| 364 |
+
steps = gr.Slider(
|
| 365 |
+
minimum=10,
|
| 366 |
+
maximum=50,
|
| 367 |
+
value=28,
|
| 368 |
+
step=2,
|
| 369 |
+
label="🔄 Processing Steps",
|
| 370 |
+
info="More steps = higher quality but slower processing"
|
| 371 |
+
)
|
| 372 |
|
| 373 |
+
# Process Button
|
| 374 |
+
process_btn = gr.Button(
|
| 375 |
+
"🚀 Remove Object",
|
| 376 |
+
variant="primary",
|
| 377 |
+
size="lg",
|
| 378 |
+
elem_id="process-btn"
|
| 379 |
+
)
|
| 380 |
+
|
| 381 |
+
# Right Panel - Output
|
| 382 |
+
with gr.Column(scale=3, elem_classes=["output-panel"]):
|
| 383 |
+
gr.Markdown("### 🖼️ Result")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 384 |
|
| 385 |
+
output_image = gr.Image(
|
| 386 |
+
label="Processed Image",
|
| 387 |
+
type="pil",
|
| 388 |
+
height=400,
|
| 389 |
+
container=True,
|
| 390 |
+
interactive=False
|
| 391 |
+
)
|
| 392 |
|
| 393 |
+
status_text = gr.Textbox(
|
| 394 |
+
label="📊 Status & Information",
|
| 395 |
+
max_lines=4,
|
| 396 |
+
interactive=False,
|
| 397 |
+
container=True
|
| 398 |
+
)
|
| 399 |
+
|
| 400 |
+
# Chat-like Examples
|
| 401 |
+
gr.Examples(
|
| 402 |
+
examples=[
|
| 403 |
+
["https://images.unsplash.com/photo-1544005313-94ddf0286df2?w=300", "person"],
|
| 404 |
+
["https://images.unsplash.com/photo-1449824913935-59a10b8d2000?w=300", "car"],
|
| 405 |
+
["https://images.unsplash.com/photo-1552053831-71594a27632d?w=300", "dog"]
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| 406 |
+
],
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| 407 |
+
inputs=[input_image, object_name],
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| 408 |
+
label="💡 Try these examples"
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| 409 |
+
)
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| 410 |
+
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| 411 |
+
# Event Handlers
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| 412 |
+
process_btn.click(
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| 413 |
+
fn=remove_objects,
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| 414 |
+
inputs=[input_image, object_name, guidance_scale, steps],
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| 415 |
+
outputs=[output_image, status_text]
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| 416 |
+
)
|
| 417 |
+
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| 418 |
+
# Auto-process on Enter key
|
| 419 |
+
object_name.submit(
|
| 420 |
+
fn=remove_objects,
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| 421 |
+
inputs=[input_image, object_name, guidance_scale, steps],
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| 422 |
+
outputs=[output_image, status_text]
|
| 423 |
+
)
|
| 424 |
+
|
| 425 |
+
if __name__ == "__main__":
|
| 426 |
+
demo.launch()
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