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| from gpt_index import ( | |
| SimpleWebPageReader, | |
| WikipediaReader, | |
| GPTListIndex, | |
| GPTSimpleVectorIndex, | |
| LLMPredictor, | |
| QuestionAnswerPrompt, | |
| PromptHelper | |
| ) | |
| from langchain.chat_models import ChatOpenAI | |
| from langchain.prompts.chat import ChatPromptTemplate, SystemMessagePromptTemplate | |
| import gradio as gr | |
| import sys | |
| import os | |
| # openai api key | |
| os.environ["OPENAI_API_KEY"] = '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' | |
| def chatbot(input_text): | |
| # preset prompt | |
| query_str = "How do I renew my driver's license?" | |
| QA_PROMPT_TMPL = ( | |
| "You are an AI specialized in Georgia.\n" | |
| "If a query does not involve Georgia, say you can't answer the query but then relate the answer to Georgia.\n" | |
| "If you cannot relate the query to Georgia, do not answer it.\n" | |
| "We have provided context information below. \n" | |
| "---------------------\n" | |
| "{context_str}" | |
| "\n---------------------\n" | |
| "Given this information, please give a detailed answer to the question: {query_str}\n" | |
| ) | |
| QA_PROMPT = QuestionAnswerPrompt(QA_PROMPT_TMPL) | |
| # Takes in the input from the user to deliver responses | |
| index = GPTSimpleVectorIndex.load_from_disk('index.json') | |
| response = index.query(input_text, text_qa_template = QA_PROMPT) | |
| return response.response | |
| # creates the interface for the user to interact with the chatbot | |
| iface = gr.Interface(fn=chatbot, | |
| inputs=gr.components.Textbox(lines=7, label="Enter your text"), | |
| outputs="text", | |
| title="PD4 Chatbot based on Georgia.gov") | |
| iface.launch() |