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| from langchain.memory import ConversationBufferWindowMemory | |
| from langchain_community.chat_models import ChatOpenAI | |
| from langchain_mongodb.chat_message_histories import MongoDBChatMessageHistory | |
| # from langchain_experimental.data_anonymizer import PresidioReversibleAnonymizer | |
| from langchain.agents import AgentExecutor | |
| from langchain.agents.format_scratchpad import format_to_openai_functions | |
| from langchain.agents.output_parsers import OpenAIFunctionsAgentOutputParser | |
| from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder | |
| from langchain.schema.runnable import RunnablePassthrough | |
| from langchain_core.utils.function_calling import convert_to_openai_function | |
| from database_functions import set_chat_bot_name,isFirstSession | |
| from utils import deanonymizer, create_agent | |
| import time | |
| is_second = False | |
| use_extra = False | |
| def chat_conversations(query,user_id): | |
| is_first = False | |
| global is_second ,use_extra | |
| if is_second: | |
| if 'no' in query: | |
| query= """ "Okk no problem! | |
| What's up today? Need ✨ Advice, ✨ a Mood Boost, ✨ a Chat, ✨ Resource Suggestions, ✨ App Features help? How can I help?" | |
| Ask this question only without thinking anything. | |
| """ | |
| is_second = False | |
| else: | |
| use_extra = True | |
| if query == "START": | |
| if isFirstSession(user_id): | |
| is_second = True | |
| query = """ return this message without changing it.:- | |
| also don't thought about it. Hey! I'm your BMOXI AI bestie, ready to help you tackle the wild ride of teen life. Want to give me a name? Type it below, or just say 'no' if you're cool with 'AI Bestie'!""" | |
| else: | |
| is_first = True | |
| query = "" | |
| # anonymizer = PresidioReversibleAnonymizer( | |
| # analyzed_fields=["PHONE_NUMBER", | |
| # "EMAIL_ADDRESS", "CREDIT_CARD"], | |
| # faker_seed=42, | |
| # ) | |
| # anonymized_input = anonymizer.anonymize( | |
| # query | |
| # ) | |
| start = time.time() | |
| agent = create_agent(user_id,is_first) | |
| print("time to create agent: ",time.time()-start) | |
| response = agent({"input": query})['output'] | |
| print(response) | |
| print("time to generate response by agent",time.time()-start) | |
| # response = chat_balancer(query,response) | |
| if "Okay, from now my name will be " in response: | |
| set_chat_bot_name(response.split("Okay, from now my name will be ")[-1], user_id) | |
| if use_extra: | |
| use_extra = False | |
| is_second = False | |
| return response+ "\n What's up today? Need ✨ Advice, ✨ a Mood Boost, ✨ a Chat, ✨ Resource Suggestions, ✨ App Features help? How can I help?" | |
| return response | |
| # output = deanonymizer(response, anonymizer) | |
| return response | |