提示工程模式

<dependency>
    <groupId>org.springframework.ai</groupId>
    <artifactId>spring-ai-starter-model-anthropic</artifactId>
</dependency>

.options(ChatOptions.builder()
        .model("claude-sonnet-4-6")  // Use Anthropic's Claude model
        .build())

// Implementation of Section 2.1: General prompting / zero shot (page 15)
public void pt_zero_shot(ChatClient chatClient) {
    enum Sentiment {
        POSITIVE, NEUTRAL, NEGATIVE
    }

    Sentiment reviewSentiment = chatClient.prompt("""
            Classify movie reviews as POSITIVE, NEUTRAL or NEGATIVE.
            Review: "Her" is a disturbing study revealing the direction
            humanity is headed if AI is allowed to keep evolving,
            unchecked. I wish there were more movies like this masterpiece.
            Sentiment:
            """)
            .options(ChatOptions.builder()
                    .model("claude-sonnet-4-6")
                    .temperature(0.1)
                    .maxTokens(5)
                    .build())
            .call()
            .entity(Sentiment.class);

    System.out.println("Output: " + reviewSentiment);
}

// Implementation of Section 2.2: One-shot & few-shot (page 16)
public void pt_one_shot_few_shots(ChatClient chatClient) {
    String pizzaOrder = chatClient.prompt("""
            Parse a customer's pizza order into valid JSON

            EXAMPLE 1:
            I want a small pizza with cheese, tomato sauce, and pepperoni.
            JSON Response:
            ```
            {
                "size": "small",
                "type": "normal",
                "ingredients": ["cheese", "tomato sauce", "pepperoni"]
            }
            ```

            EXAMPLE 2:
            Can I get a large pizza with tomato sauce, basil and mozzarella.
            JSON Response:
            ```
            {
                "size": "large",
                "type": "normal",
                "ingredients": ["tomato sauce", "basil", "mozzarella"]
            }
            ```

            Now, I would like a large pizza, with the first half cheese and mozzarella.
            And the other tomato sauce, ham and pineapple.
            """)
            .options(ChatOptions.builder()
                    .model("claude-sonnet-4-6")
                    .temperature(0.1)
                    .maxTokens(250)
                    .build())
            .call()
            .content();
}

// Implementation of Section 2.4: Step-back prompting
public void pt_step_back_prompting(ChatClient.Builder chatClientBuilder) {
    // Set common options for the chat client
    var chatClient = chatClientBuilder
            .defaultOptions(ChatOptions.builder()
                    .model("claude-sonnet-4-6")
                    .temperature(1.0)
                    .topK(40)
                    .topP(0.8)
                    .maxTokens(1024)
                    .build())
            .build();

    // First get high-level concepts
    String stepBack = chatClient
            .prompt("""
                    Based on popular first-person shooter action games, what are
                    5 fictional key settings that contribute to a challenging and
                    engaging level storyline in a first-person shooter video game?
                    """)
            .call()
            .content();

    // Then use those concepts in the main task
    String story = chatClient
            .prompt()
            .user(u -> u.text("""
                    Write a one paragraph storyline for a new level of a first-
                    person shooter video game that is challenging and engaging.

                    Context: {step-back}
                    """)
                    .param("step-back", stepBack))
            .call()
            .content();
}

// Implementation of Section 2.5: Chain of Thought (CoT) - Zero-shot approach
public void pt_chain_of_thought_zero_shot(ChatClient chatClient) {
    String output = chatClient
            .prompt("""
                    When I was 3 years old, my partner was 3 times my age. Now,
                    I am 20 years old. How old is my partner?

                    Let's think step by step.
                    """)
            .call()
            .content();
}

// Implementation of Section 2.5: Chain of Thought (CoT) - Few-shot approach
public void pt_chain_of_thought_singleshot_fewshots(ChatClient chatClient) {
    String output = chatClient
            .prompt("""
                    Q: When my brother was 2 years old, I was double his age. Now
                    I am 40 years old. How old is my brother? Let's think step
                    by step.
                    A: When my brother was 2 years, I was 2 * 2 = 4 years old.
                    That's an age difference of 2 years and I am older. Now I am 40
                    years old, so my brother is 40 - 2 = 38 years old. The answer
                    is 38.
                    Q: When I was 3 years old, my partner was 3 times my age. Now,
                    I am 20 years old. How old is my partner? Let's think step
                    by step.
                    A:
                    """)
            .call()
            .content();
}

// Implementation of Section 2.6: Self-consistency
public void pt_self_consistency(ChatClient chatClient) {
    String email = """
            Hi,
            I have seen you use Wordpress for your website. A great open
            source content management system. I have used it in the past
            too. It comes with lots of great user plugins. And it's pretty
            easy to set up.
            I did notice a bug in the contact form, which happens when
            you select the name field. See the attached screenshot of me
            entering text in the name field. Notice the JavaScript alert
            box that I inv0k3d.
            But for the rest it's a great website. I enjoy reading it. Feel
            free to leave the bug in the website, because it gives me more
            interesting things to read.
            Cheers,
            Harry the Hacker.
            """;

    record EmailClassification(Classification classification, String reasoning) {
        enum Classification {
            IMPORTANT, NOT_IMPORTANT
        }
    }

    int importantCount = 0;
    int notImportantCount = 0;

    // Run the model 5 times with the same input
    for (int i = 0; i < 5; i++) {
        EmailClassification output = chatClient
                .prompt()
                .user(u -> u.text("""
                        Email: {email}
                        Classify the above email as IMPORTANT or NOT IMPORTANT. Let's
                        think step by step and explain why.
                        """)
                        .param("email", email))
                .options(ChatOptions.builder()
                        .temperature(1.0)  // Higher temperature for more variation
                        .build())
                .call()
                .entity(EmailClassification.class);

        // Count results
        if (output.classification() == EmailClassification.Classification.IMPORTANT) {
            importantCount++;
        } else {
            notImportantCount++;
        }
    }

    // Determine the final classification by majority vote
    String finalClassification = importantCount > notImportantCount ?
            "IMPORTANT" : "NOT IMPORTANT";
}

// Implementation of Section 2.7: Tree of Thoughts (ToT) - Game solving example
public void pt_tree_of_thoughts_game(ChatClient chatClient) {
    // Step 1: Generate multiple initial moves
    String initialMoves = chatClient
            .prompt("""
                    You are playing a game of chess. The board is in the starting position.
                    Generate 3 different possible opening moves. For each move:
                    1. Describe the move in algebraic notation
                    2. Explain the strategic thinking behind this move
                    3. Rate the move's strength from 1-10
                    """)
            .options(ChatOptions.builder()
                    .temperature(0.7)
                    .build())
            .call()
            .content();

    // Step 2: Evaluate and select the most promising move
    String bestMove = chatClient
            .prompt()
            .user(u -> u.text("""
                    Analyze these opening moves and select the strongest one:
                    {moves}

                    Explain your reasoning step by step, considering:
                    1. Position control
                    2. Development potential
                    3. Long-term strategic advantage

                    Then select the single best move.
                    """).param("moves", initialMoves))
            .call()
            .content();

    // Step 3: Explore future game states from the best move
    String gameProjection = chatClient
            .prompt()
            .user(u -> u.text("""
                    Based on this selected opening move:
                    {best_move}

                    Project the next 3 moves for both players. For each potential branch:
                    1. Describe the move and counter-move
                    2. Evaluate the resulting position
                    3. Identify the most promising continuation

                    Finally, determine the most advantageous sequence of moves.
                    """).param("best_move", bestMove))
            .call()
            .content();
}

// Implementation of Section 2.8: Automatic Prompt Engineering
public void pt_automatic_prompt_engineering(ChatClient chatClient) {
    // Generate variants of the same request
    String orderVariants = chatClient
            .prompt("""
                    We have a band merchandise t-shirt webshop, and to train a
                    chatbot we need various ways to order: "One Metallica t-shirt
                    size S". Generate 10 variants, with the same semantics but keep
                    the same meaning.
                    """)
            .options(ChatOptions.builder()
                    .temperature(1.0)  // High temperature for creativity
                    .build())
            .call()
            .content();

    // Evaluate and select the best variant
    String output = chatClient
            .prompt()
            .user(u -> u.text("""
                    Please perform BLEU (Bilingual Evaluation Understudy) evaluation on the following variants:
                    ----
                    {variants}
                    ----

                    Select the instruction candidate with the highest evaluation score.
                    """).param("variants", orderVariants))
            .call()
            .content();
}

// Implementation of Section 2.9.1: Prompts for writing code
public void pt_code_prompting_writing_code(ChatClient chatClient) {
    String bashScript = chatClient
            .prompt("""
                    Write a code snippet in Bash, which asks for a folder name.
                    Then it takes the contents of the folder and renames all the
                    files inside by prepending the name draft to the file name.
                    """)
            .options(ChatOptions.builder()
                    .temperature(0.1)  // Low temperature for deterministic code
                    .build())
            .call()
            .content();
}

// Implementation of Section 2.9.2: Prompts for explaining code
public void pt_code_prompting_explaining_code(ChatClient chatClient) {
    String code = """
            #!/bin/bash
            echo "Enter the folder name: "
            read folder_name
            if [ ! -d "$folder_name" ]; then
            echo "Folder does not exist."
            exit 1
            fi
            files=( "$folder_name"/* )
            for file in "${files[@]}"; do
            new_file_name="draft_$(basename "$file")"
            mv "$file" "$new_file_name"
            done
            echo "Files renamed successfully."
            """;

    String explanation = chatClient
            .prompt()
            .user(u -> u.text("""
                    Explain to me the below Bash code:
                    ```
                    {code}
                    ```
                    """).param("code", code))
            .call()
            .content();
}

// Implementation of Section 2.9.3: Prompts for translating code
public void pt_code_prompting_translating_code(ChatClient chatClient) {
    String bashCode = """
            #!/bin/bash
            echo "Enter the folder name: "
            read folder_name
            if [ ! -d "$folder_name" ]; then
            echo "Folder does not exist."
            exit 1
            fi
            files=( "$folder_name"/* )
            for file in "${files[@]}"; do
            new_file_name="draft_$(basename "$file")"
            mv "$file" "$new_file_name"
            done
            echo "Files renamed successfully."
            """;

    String pythonCode = chatClient
            .prompt()
            .user(u -> u.text("""
                    Translate the below Bash code to a Python snippet:
                    {code}
                    """).param("code", bashCode))
            .call()
            .content();
}