Create gpt_analyzer.py

gpt_analyzer.py

@@ -0,0 +1,53 @@
+# gpt_analyzer.py
+import json
+from openai import OpenAI
+from typing import Dict, Any
+
+class GPTAnalyzer:
+    def __init__(self, api_key: str):
+        self.client = OpenAI(api_key=api_key)
+    
+    def analyze_request(self, request_text: str, available_categories: List[str]) -> Dict[str, Any]:
+        prompt = f"""
+        As a hospital data analyst, analyze this data request:
+        "{request_text}"
+
+        Consider these available data sources in hospital Web Data system:
+        {json.dumps(available_categories, indent=2, ensure_ascii=False)}
+
+        Return JSON with this structure:
+        {{
+            "required_reports": [
+                {{
+                    "category": "Which category (OPD/IPD/PCT/etc)",
+                    "report_type": "Specific report name needed",
+                    "fields_needed": ["List of required fields"],
+                    "filters": {{
+                        "date_range": "Required date range if specified",
+                        "other_filters": ["Other filters needed"]
+                    }}
+                }}
+            ],
+            "interpretation": "Brief explanation of what data is needed",
+            "confidence_score": "HIGH/MEDIUM/LOW"
+        }}
+        """
+
+        try:
+            response = self.client.chat.completions.create(
+                messages=[
+                    {
+                        "role": "system",
+                        "content": "You are a healthcare data analyst expert who understands hospital information systems."
+                    },
+                    {
+                        "role": "user",
+                        "content": prompt
+                    }
+                ],
+                model="gpt-4",
+                response_format={ "type": "json_object" }
+            )
+            return json.loads(response.choices[0].message.content)
+        except Exception as e:
+            return {"error": str(e)}