Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import json
|
| 3 |
+
from model.anomaly_detector import detect_anomaly
|
| 4 |
+
|
| 5 |
+
def process_input(json_input):
|
| 6 |
+
try:
|
| 7 |
+
input_data = json.loads(json_input)
|
| 8 |
+
result = detect_anomaly(input_data)
|
| 9 |
+
return json.dumps(result, indent=2)
|
| 10 |
+
except Exception as e:
|
| 11 |
+
return f"Error: {str(e)}"
|
| 12 |
+
|
| 13 |
+
iface = gr.Interface(
|
| 14 |
+
fn=process_input,
|
| 15 |
+
inputs=gr.Textbox(label="Input JSON", lines=10, placeholder='Paste agent data in JSON format'),
|
| 16 |
+
outputs="text",
|
| 17 |
+
title="Agent Behavior Anomaly Detector",
|
| 18 |
+
description="Detects abnormal agent behavior using Isolation Forest"
|
| 19 |
+
)
|
| 20 |
+
|
| 21 |
+
if __name__ == "__main__":
|
| 22 |
+
iface.launch()
|