initialization3

.env

@@ -0,0 +1,5 @@
+AZURE_OPENAI_API_KEY=6bP9kEvWuaxu7tekWPbArtZlOa4JRlgQraKENvqzeGMm8jndS4QiJQQJ99BCACL93NaXJ3w3AAAAACOGdOAu
+AZURE_OPENAI_ENDPOINT=https://bibek-m8ek6fjf-australiaeast.cognitiveservices.azure.com/
+AZURE_OPENAI_EMBEDDING_DEPLOYMENT=text-embedding-3-large
+AZURE_OPENAI_CHAT_DEPLOYMENT=gpt-4.1
+AZURE_OPENAI_API_VERSION=2024-12-01-preview

.gradio/certificate.pem

@@ -0,0 +1,31 @@
+-----BEGIN CERTIFICATE-----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=
+-----END CERTIFICATE-----

Testing_langchian_part/mylangv2.py

@@ -124,7 +124,7 @@ class QuestionGenerator:
             template=self.question_template
         )
         
-        self.chain = LLMChain(llm=self.llm, prompt=self.prompt)
+        self.chain = self.prompt | self.llm
     
     def generate_questions(self, topic_data: Dict[str, Any], vectorstore: Any) -> Dict[str, Any]:
         try:
@@ -221,25 +221,22 @@ class QuestionEvaluator:
                 "completeness": "Does the answer fully address the question?"
             }
         )
-        self.feedback_chain = LLMChain(
-            llm=AzureChatOpenAI(
-                azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],
-                api_key=os.environ["AZURE_OPENAI_API_KEY"],
-                api_version=os.environ["AZURE_OPENAI_API_VERSION"],
-                deployment_name=os.environ.get("AZURE_OPENAI_CHAT_DEPLOYMENT", "your-chat-deployment"),
-                temperature=0.3
-            ),
-            prompt=PromptTemplate(
-                input_variables=["question", "feedback"],
-                template="""
-                Improve the following question based on the feedback:
-                Question: {question}
-                Feedback: {feedback}
-                
-                Provide an improved version that addresses the feedback while maintaining
-                the original learning objectives and difficulty level.
-                """
-            )
+        self.feedback_chain = PromptTemplate(
+            input_variables=["question", "feedback"],
+            template="""
+            Improve the following question based on the feedback:
+            Question: {question}
+            Feedback: {feedback}
+            
+            Provide an improved version that addresses the feedback while maintaining
+            the original learning objectives and difficulty level.
+            """
+        ) | AzureChatOpenAI(
+            azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],
+            api_key=os.environ["AZURE_OPENAI_API_KEY"],
+            api_version=os.environ["AZURE_OPENAI_API_VERSION"],
+            deployment_name=os.environ.get("AZURE_OPENAI_CHAT_DEPLOYMENT", "your-chat-deployment"),
+            temperature=0.3
         )
     
     def evaluate_question(self, question: Dict[str, Any], context: str) -> Dict[str, Any]:

gradio_app.py

@@ -94,4 +94,4 @@ with gr.Blocks() as demo:
     )
 
 if __name__ == "__main__":
-    demo.launch() 
+    demo.launch(share=True)