langchain.retrievers import KayAiRetrievermodel = ChatOpenAI(model_name="gpt-3.5-turbo")retriever = KayAiRetriever.create(dataset_id="company", data_types=["10-K", "10-Q"], num_contexts=6)qa = ConversationalRetrievalChain.from_llm(model, retriever=retriever)questions = [    "What are patterns in Nvidia's spend over the past three quarters?",    #"What are some recent challenges faced by the renewable energy sector?",]chat_history = []for question in questions:    result = qa({"question": question, "chat_history": chat_history})    chat_history.append((question, result["answer"]))    print(f"-> **Question**: {question} \n")    print(f"**Answer**: {result['answer']} \n")    -> **Question**: What are patterns in Nvidia's spend over the past three quarters?         **Answer**: Based on the provided information, here are the patterns in NVIDIA's spend over the past three quarters:        1. Research and Development Expenses:       - Q3 2022: Increased by 34% compared to Q3 2021.       - Q1 2023: Increased by 40% compared to Q1 2022.       - Q2 2022: Increased by 25% compared to Q2 2021.              Overall, research and development expenses have been consistently increasing over the past three quarters.        2. Sales, General and Administrative Expenses:       - Q3 2022: Increased by 8% compared to Q3 2021.       - Q1 2023: Increased by 14% compared to Q1 2022.       - Q2 2022: Decreased by 16% compared to Q2 2021.              The pattern for sales, general and administrative expenses is not as consistent, with some quarters showing an increase and others showing a decrease.        3. Total Operating Expenses:       - Q3 2022: Increased by 25% compared to Q3 2021.       - Q1 2023: Increased by 113% compared to Q1 2022.       - Q2 2022: Increased by 9% compared to Q2 2021.              Total operating expenses have generally been increasing over the past three quarters, with a significant increase in Q1 2023.        Overall, the pattern indicates a consistent
The SEC filing is a financial statement or other formal document submitted to the U.S. Securities and Exchange Commission (SEC). Public companies, certain insiders, and broker-dealers are required to make regular SEC filings. Investors and financial professionals rely on these filings for information about companies they are evaluating for investment purposes.
The SEC filing is a financial statement or other formal document submitted to the U.S. Securities and Exchange Commission (SEC). Public companies, certain insiders, and broker-dealers are required to make regular SEC filings. Investors and financial professionals rely on these filings for information about companies they are evaluating for investment purposes. ->: langchain.retrievers import KayAiRetrievermodel = ChatOpenAI(model_name="gpt-3.5-turbo")retriever = KayAiRetriever.create(dataset_id="company", data_types=["10-K", "10-Q"], num_contexts=6)qa = ConversationalRetrievalChain.from_llm(model, retriever=retriever)questions = [    "What are patterns in Nvidia's spend over the past three quarters?",    #"What are some recent challenges faced by the renewable energy sector?",]chat_history = []for question in questions:    result = qa({"question": question, "chat_history": chat_history})    chat_history.append((question, result["answer"]))    print(f"-> **Question**: {question} \n")    print(f"**Answer**: {result['answer']} \n")    -> **Question**: What are patterns in Nvidia's spend over the past three quarters?         **Answer**: Based on the provided information, here are the patterns in NVIDIA's spend over the past three quarters:        1. Research and Development Expenses:       - Q3 2022: Increased by 34% compared to Q3 2021.       - Q1 2023: Increased by 40% compared to Q1 2022.       - Q2 2022: Increased by 25% compared to Q2 2021.              Overall, research and development expenses have been consistently increasing over the past three quarters.        2. Sales, General and Administrative Expenses:       - Q3 2022: Increased by 8% compared to Q3 2021.       - Q1 2023: Increased by 14% compared to Q1 2022.       - Q2 2022: Decreased by 16% compared to Q2 2021.              The pattern for sales, general and administrative expenses is not as consistent, with some quarters showing an increase and others showing a decrease.        3. Total Operating Expenses:       - Q3 2022: Increased by 25% compared to Q3 2021.       - Q1 2023: Increased by 113% compared to Q1 2022.       - Q2 2022: Increased by 9% compared to Q2 2021.              Total operating expenses have generally been increasing over the past three quarters, with a significant increase in Q1 2023.        Overall, the pattern indicates a consistent