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logs/log_20251118180821336930.json

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+{
+  "timestamp": "2025-11-18T18:08:21.336873",
+  "image": "original_20251118180819883556.png",
+  "inference_request": {
+    "confidence_threshold": 0.8,
+    "rotate_degrees": 0,
+    "noise_level": 0,
+    "sharpen_strength": 0,
+    "detected_context_tags": [
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+  },
+  "model_predictions": [
+    {
+      "Model": "1-SwinV2-Mixed_ONNX",
+      "Contributor": "haywoodsloan",
+      "HF Model Path": "LPX55/detection-model-1-ONNX",
+      "AI Score": 0.003870870918035507,
+      "Real Score": 0.9961291551589966,
+      "Label": "REAL"
+    },
+    {
+      "Model": "2-ViT-Mixed_ONNX",
+      "Contributor": "Heem2",
+      "HF Model Path": "LPX55/detection-model-2-ONNX",
+      "AI Score": 0.0043204957619309425,
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+      "Label": "REAL"
+    },
+    {
+      "Model": "3-VIT-SDXL_ONNX",
+      "Contributor": "Organika",
+      "HF Model Path": "LPX55/detection-model-3-ONNX",
+      "AI Score": 0.9999970197677612,
+      "Real Score": 2.980457793455571e-06,
+      "Label": "AI"
+    },
+    {
+      "Model": "5-VIT_ONNX",
+      "Contributor": "prithivMLmods",
+      "HF Model Path": "LPX55/detection-model-5-ONNX",
+      "AI Score": 0.1477183997631073,
+      "Real Score": 0.8522815704345703,
+      "Label": "REAL"
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+    {
+      "Model": "6-SWINv1-SDXL, Midjourney_ONNX",
+      "Contributor": "ideepankarsharma2003",
+      "HF Model Path": "LPX55/detection-model-6-ONNX",
+      "AI Score": 2.507524321515575e-08,
+      "Real Score": 1.0,
+      "Label": "REAL"
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+    {
+      "Model": "7-VIT_ONNX",
+      "Contributor": "date3k2",
+      "HF Model Path": "LPX55/detection-model-7-ONNX",
+      "AI Score": 0.046185046434402466,
+      "Real Score": 0.9538149833679199,
+      "Label": "REAL"
+    },
+    {
+      "Model": "8-ViT-Massive",
+      "Contributor": "aiwithoutborders-xyz",
+      "HF Model Path": "aiwithoutborders-xyz/CommunityForensics-DeepfakeDet-ViT",
+      "AI Score": 0.0,
+      "Real Score": 0.0,
+      "Label": "Error: The read operation timed out"
+    }
+  ],
+  "ensemble_output": {
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+    "weighted_predictions": {
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+      "model_6": 0.11538461538461536,
+      "model_7": 0.11538461538461536
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+  "forensic_outputs": [
+    "forensic_20251118180820160256.png",
+    "forensic_20251118180820340780.png",
+    "forensic_20251118180820539498.png",
+    "forensic_20251118180820699167.png",
+    "forensic_20251118180820849469.png",
+    "forensic_20251118180821137254.png",
+    "forensic_20251118180821296979.png",
+    "forensic_20251118180821316660.png"
+  ],
+  "agent_monitoring_data": {
+    "ensemble_monitor": {
+      "alerts": [
+        "ALERT: Model 'model_8' inference time exceeded 5.0s: 5.6745s",
+        "ALERT: Model 'model_8' returned low confidence: 0.00"
+      ],
+      "performance_metrics": {
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+          "total_confidence": 0.9961291551589966,
+          "total_inference_time": 4.683760166168213
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+          "total_confidence": 0.9956795573234558,
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+        "model_3": {
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+          "total_confidence": 0.9999970197677612,
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+        "model_6": {
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+          "total_inference_time": 5.6744654178619385
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+    "weight_optimization": {
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+    "system_health": {
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+        "available": 9236959232,
+        "percent": 93.1
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+      "gpu_utilization": []
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+    "context_intelligence": {
+      "detected_context_tags": [
+        "potentially_ai_generated"
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+    "forensic_anomaly_detection": {
+      "anomalies": [
+        "Gradient analysis shows unusual edge patterns.",
+        "MinMax processing reveals subtle pixel deviations."
+      ],
+      "summary": "Potential anomalies detected: Gradient analysis shows unusual edge patterns.; MinMax processing reveals subtle pixel deviations."
+    }
+  },
+  "human_feedback": {}
+}