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logs/log_20250611141911792261.json

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+{
+  "timestamp": "2025-06-11T14:19:11.792193",
+  "image": "original_20250611141909407505.png",
+  "inference_request": {
+    "confidence_threshold": 0.7,
+    "rotate_degrees": 0,
+    "noise_level": 0,
+    "sharpen_strength": 0,
+    "detected_context_tags": [
+      "potentially_ai_generated"
+    ]
+  },
+  "model_predictions": [
+    {
+      "Model": "SWIN1",
+      "Contributor": "haywoodsloan",
+      "HF Model Path": "haywoodsloan/ai-image-detector-deploy",
+      "AI Score": 0.9592161178588867,
+      "Real Score": 0.040783870965242386,
+      "Label": "AI"
+    },
+    {
+      "Model": "SWIN1",
+      "Contributor": "haywoodsloan",
+      "HF Model Path": "./models/model_1_quantized.onnx",
+      "AI Score": 0.9497542977333069,
+      "Real Score": 0.05024565011262894,
+      "Label": "AI"
+    },
+    {
+      "Model": "VIT2",
+      "Contributor": "Heem2",
+      "HF Model Path": "Heem2/AI-vs-Real-Image-Detection",
+      "AI Score": 0.006096663419157267,
+      "Real Score": 0.9939033389091492,
+      "Label": "REAL"
+    },
+    {
+      "Model": "SDXL3",
+      "Contributor": "Organika",
+      "HF Model Path": "Organika/sdxl-detector",
+      "AI Score": 0.9898495674133301,
+      "Real Score": 0.010150409303605556,
+      "Label": "AI"
+    },
+    {
+      "Model": "XLFLUX4",
+      "Contributor": "cmckinle",
+      "HF Model Path": "cmckinle/sdxl-flux-detector_v1.1",
+      "AI Score": 0.06992969661951065,
+      "Real Score": 0.9300702810287476,
+      "Label": "REAL"
+    },
+    {
+      "Model": "VIT5",
+      "Contributor": "prithivMLmods",
+      "HF Model Path": "prithivMLmods/Deep-Fake-Detector-v2-Model",
+      "AI Score": 0.2925487756729126,
+      "Real Score": 0.7074511647224426,
+      "Label": "REAL"
+    },
+    {
+      "Model": "SWIN6",
+      "Contributor": "ideepankarsharma2003",
+      "HF Model Path": "ideepankarsharma2003/AI_ImageClassification_MidjourneyV6_SDXL",
+      "AI Score": 0.9999864101409912,
+      "Real Score": 1.3574421245721169e-05,
+      "Label": "AI"
+    },
+    {
+      "Model": "VIT7",
+      "Contributor": "date3k2",
+      "HF Model Path": "date3k2/vit-real-fake-classification-v4",
+      "AI Score": 0.07792562246322632,
+      "Real Score": 0.9220743179321289,
+      "Label": "REAL"
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+  "ensemble_output": {
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+    "weighted_predictions": {
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+      "REAL": 0.48936170212765967,
+      "UNCERTAIN": 0.0
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+    "adjusted_weights": {
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+      "model_3": 0.12765957446808512,
+      "model_4": 0.12765957446808512,
+      "model_5": 0.10638297872340427,
+      "model_6": 0.12765957446808512,
+      "model_7": 0.12765957446808512
+    }
+  },
+  "forensic_outputs": [
+    "forensic_20250611141909763488.png",
+    "forensic_20250611141910145484.png",
+    "forensic_20250611141910462053.png",
+    "forensic_20250611141910784365.png",
+    "forensic_20250611141911140904.png",
+    "forensic_20250611141911458002.png",
+    "forensic_20250611141911716454.png",
+    "forensic_20250611141911755072.png"
+  ],
+  "agent_monitoring_data": {
+    "ensemble_monitor": {
+      "alerts": [
+        "ALERT: Model 'model_1' inference time exceeded 5.0s: 66.4005s",
+        "ALERT: Model 'model_1_onnx_quantized' inference time exceeded 5.0s: 6.3768s",
+        "ALERT: Model 'model_2' inference time exceeded 5.0s: 19.6954s",
+        "ALERT: Model 'model_3' inference time exceeded 5.0s: 51.0326s",
+        "ALERT: Model 'model_4' inference time exceeded 5.0s: 49.6667s",
+        "ALERT: Model 'model_5' inference time exceeded 5.0s: 16.9959s",
+        "ALERT: Model 'model_6' inference time exceeded 5.0s: 48.1025s",
+        "ALERT: Model 'model_7' inference time exceeded 5.0s: 15.8276s"
+      ],
+      "performance_metrics": {
+        "model_1": {
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+          "correct_predictions": 0,
+          "total_confidence": 0.9592161178588867,
+          "total_inference_time": 66.40051817893982
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+          "total_confidence": 0.9497542977333069,
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+          "correct_predictions": 0,
+          "total_confidence": 0.9939033389091492,
+          "total_inference_time": 19.695436716079712
+        },
+        "model_3": {
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+          "correct_predictions": 0,
+          "total_confidence": 0.9898495674133301,
+          "total_inference_time": 51.0325927734375
+        },
+        "model_4": {
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+          "total_confidence": 0.9300702810287476,
+          "total_inference_time": 49.6666693687439
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+        "model_5": {
+          "total_predictions": 1,
+          "correct_predictions": 0,
+          "total_confidence": 0.7074511647224426,
+          "total_inference_time": 16.995929956436157
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+        "model_6": {
+          "total_predictions": 1,
+          "correct_predictions": 0,
+          "total_confidence": 0.9999864101409912,
+          "total_inference_time": 48.102494955062866
+        },
+        "model_7": {
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+          "correct_predictions": 0,
+          "total_confidence": 0.9220743179321289,
+          "total_inference_time": 15.827573299407959
+        }
+      }
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+    "weight_optimization": {
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+    "system_health": {
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+        "available": 29801799680,
+        "percent": 77.6
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+      "gpu_utilization": []
+    },
+    "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": {}
+}