Databricks Generative AI Engineer Associate exam dumps

Databricks Generative AI Engineer Associate practice question 204 of 306

Databricks Certified Generative AI Engineer Associate. Free level, Databricks. Free question with the correct answer and a full explanation.

Databricks Generative AI Engineer Associate Question 204

Select 3

You are building a simple chain using LangChain that takes a user's question as input, queries an OpenAI LLM model for an answer, and then returns the response. Which of the following steps are necessary to properly implement this chain?

  1. A

    Import the necessary LangChain modules, including the OpenAI LLM model and chain functionality.

  2. B

    Define a PromptTemplate to structure the input question before sending it to the LLM.

  3. C

    Directly send the user's question as input to the LLM without using any prompt template.

  4. D

    Initialize the OpenAI LLM with the required API key or credentials.

  5. E

    Implement a SequentialChain for this single-step process to connect the input and output.

Show answer and explanation

Correct answers: A, B, D

Explanation

To code a simple chain using LangChain, you need to import the necessary modules, structure the input using a PromptTemplate, and initialize the LLM with proper credentials. While SequentialChain is useful for multi-step processes, it is not required for this single-step scenario.

  • A. Correct.

    Correct: LangChain requires importing the essential modules, including the OpenAI LLM and chain utilities, to build and execute the chain.

  • B. Correct.

    Correct: Using a PromptTemplate ensures that the input question is formatted appropriately before being processed by the LLM.

  • C. Incorrect.

    Incorrect: Directly sending the user's question without a prompt template is not recommended, as it may lead to inconsistent or poorly structured responses.

  • D. Correct.

    Correct: The OpenAI LLM requires proper initialization with an API key or credentials to authenticate and function correctly.

  • E. Incorrect.

    Incorrect: A SequentialChain is unnecessary for a single-step process, as it is designed for multi-step workflows.

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