Update app.py

app.py

@@ -1,14 +1,24 @@
 import gradio as gr
 import re
 
+# =========================
+# KPI Extraction
+# =========================
+
 def extract_value(text, key):
     pattern = rf"{key}\s*=\s*(-?\d+\.?\d*)"
     match = re.search(pattern, text, re.IGNORECASE)
+
     if match:
         return float(match.group(1))
+
     return None
 
-def analyze_ul_interference(data):
+# =========================
+# Main Analysis
+# =========================
+
+def analyze_ul_interference(vendor, data):
 
     findings = []
     causes = []
@@ -25,13 +35,13 @@ def analyze_ul_interference(data):
     cqi = extract_value(data, "CQI")
 
     # =========================
-    # UL SINR ANALYSIS
+    # UL SINR
     # =========================
 
     if ul_sinr is not None:
 
         if ul_sinr < -5:
-            findings.append(f"Critical UL SINR degradation detected ({ul_sinr} dB)")
+            findings.append(f"Critical UL SINR degradation ({ul_sinr} dB)")
             severity = "HIGH"
 
         elif ul_sinr < 0:
@@ -39,34 +49,34 @@ def analyze_ul_interference(data):
             severity = "MEDIUM"
 
     # =========================
-    # RTWP ANALYSIS
+    # RTWP
     # =========================
 
     if rtwp is not None:
 
         if rtwp > -95:
-            findings.append(f"Severe RTWP elevation detected ({rtwp} dBm)")
+            findings.append(f"Severe RTWP elevation ({rtwp} dBm)")
             severity = "HIGH"
 
         elif rtwp > -100:
-            findings.append(f"Elevated RTWP/noise floor observed ({rtwp} dBm)")
+            findings.append(f"Elevated RTWP/noise floor ({rtwp} dBm)")
             severity = "MEDIUM"
 
     # =========================
-    # BLER ANALYSIS
+    # BLER
     # =========================
 
     if bler is not None:
 
         if bler > 30:
-            findings.append(f"Critical PUSCH BLER condition ({bler}%)")
+            findings.append(f"Critical PUSCH BLER ({bler}%)")
             severity = "HIGH"
 
         elif bler > 15:
             findings.append(f"Elevated PUSCH BLER ({bler}%)")
 
     # =========================
-    # CQI ANALYSIS
+    # CQI
     # =========================
 
     if cqi is not None:
@@ -75,7 +85,7 @@ def analyze_ul_interference(data):
             findings.append(f"Low CQI detected ({cqi})")
 
     # =========================
-    # PRB UTILIZATION
+    # PRB
     # =========================
 
     congestion = False
@@ -87,6 +97,10 @@ def analyze_ul_interference(data):
             findings.append(f"High UL PRB utilization ({ul_prb}%)")
             congestion = True
 
+    # =========================
+    # Classification Logic
+    # =========================
+
     if (
         ul_sinr is not None and ul_sinr < 0 and
         rtwp is not None and rtwp > -100 and
@@ -94,18 +108,15 @@ def analyze_ul_interference(data):
     ):
         interference = True
 
-    # =========================
-    # CONDITION CLASSIFICATION
-    # =========================
-
     if interference:
+
         condition = "LIKELY UL INTERFERENCE"
 
         causes = [
             "External uplink interference",
             "Passive Intermodulation (PIM)",
-            "Feeder or jumper degradation",
             "Overshooting sector",
+            "Feeder or jumper degradation",
             "Radio hardware impairment"
         ]
 
@@ -113,9 +124,9 @@ def analyze_ul_interference(data):
             "Review RTWP trend history",
             "Compare neighboring sector RTWP",
             "Inspect feeder and jumper path",
-            "Validate antenna alignment and RET",
+            "Validate antenna alignment",
             "Perform spectrum sweep",
-            "Check recent maintenance activity"
+            "Review recent maintenance activity"
         ]
 
     elif congestion:
@@ -130,10 +141,10 @@ def analyze_ul_interference(data):
         ]
 
         actions = [
-            "Review busy-hour utilization trends",
+            "Review busy-hour utilization",
             "Evaluate load balancing",
-            "Assess carrier aggregation strategy",
-            "Review scheduler efficiency"
+            "Assess scheduler efficiency",
+            "Review carrier utilization"
         ]
 
     else:
@@ -145,7 +156,10 @@ def analyze_ul_interference(data):
         ]
 
     result = f"""
-# UL Interference Analyzer
+# UL Interference Analysis
+
+## Vendor
+**{vendor}**
 
 ## Condition
 **{condition}**
@@ -153,36 +167,96 @@ def analyze_ul_interference(data):
 ## Severity
 **{severity}**
 
+---
+
 ## Findings
+
 {chr(10).join([f"- {x}" for x in findings])}
 
+---
+
 ## Likely Causes
+
 {chr(10).join([f"- {x}" for x in causes])}
 
+---
+
 ## Recommended Actions
+
 {chr(10).join([f"- {x}" for x in actions])}
 
+---
+
 ## Engineering Assessment
-Analysis completed using uplink KPI and PM counter thresholds.
+
+Analysis completed using LTE/5G uplink KPI and PM counter thresholds.
 """
 
     return result
 
-demo = gr.Interface(
-    fn=analyze_ul_interference,
-    inputs=gr.Textbox(
+# =========================
+# Examples
+# =========================
+
+examples = [
+    [
+        "Ericsson",
+        """UL SINR = -8
+PUSCH BLER = 41
+RTWP = -94
+UL PRB = 72
+DL PRB = 35
+CQI = 3"""
+    ],
+    [
+        "Nokia",
+        """UL SINR = 4
+PUSCH BLER = 5
+RTWP = -108
+UL PRB = 96
+DL PRB = 92
+CQI = 11"""
+    ]
+]
+
+# =========================
+# UI
+# =========================
+
+with gr.Blocks(theme=gr.themes.Soft()) as demo:
+
+    gr.Markdown("""
+# UL Interference Analyzer
+
+AI-assisted LTE and 5G uplink interference analysis using KPI and PM counter indicators.
+""")
+
+    with gr.Row():
+
+        vendor = gr.Dropdown(
+            choices=["Ericsson", "Nokia", "Samsung"],
+            value="Ericsson",
+            label="RAN Vendor"
+        )
+
+    data_input = gr.Textbox(
         lines=14,
-        label="Paste LTE / 5G KPI and PM Counter Data",
-        value="""UL SINR = -7
-PUSCH BLER = 32
-RTWP = -95
-UL PRB = 88
-DL PRB = 42
-CQI = 4"""
-    ),
-    outputs=gr.Markdown(),
-    title="UL Interference Analyzer",
-    description="AI-assisted LTE and 5G uplink interference analysis using RF KPI and PM counter indicators."
-)
+        label="Paste KPI / PM Counter Data"
+    )
+
+    analyze_btn = gr.Button("Analyze")
+
+    output = gr.Markdown()
+
+    gr.Examples(
+        examples=examples,
+        inputs=[vendor, data_input]
+    )
+
+    analyze_btn.click(
+        fn=analyze_ul_interference,
+        inputs=[vendor, data_input],
+        outputs=output
+    )
 
 demo.launch()