john-adeojo

class Analogy(dspy.Signature):
    """Generate a distinct, analogous question from the initial question"""
    question = dspy.InputField(desc="Initial question")
    analogy = dspy.OutputField(desc="Generate a distinct analogous question based on initial question")

class ExampleQuestionAnswer(dspy.Signature):
    """Generate an answer to the analogous question"""
    question = dspy.InputField(desc="The analogous question")
    answer = dspy.OutputField(desc="Answer the analogous question")

john-adeojo

class ChainOfThoughtHint(dspy.Module):
    def __init__(self):
        super().__init__()
        # define modules
        self.predict = dspy.ChainOfThoughtWithHint('question -> answer')

    def forward(self, question):
        # Declare program to execute
        return self.predict(question=question)

john-adeojo

class ChainOfThoughtProg(dspy.Module):
    def __init__(self):
        super().__init__()
        # define modules
        self.predict = dspy.ChainOfThought('question -> answer')

    def forward(self, question):
        # Declare program to execute
        return self.predict(question=question)

john-adeojo

class Baseline(dspy.Module):
    def __init__(self):
        super().__init__()
        # define modules
        self.predict = dspy.Predict('question -> answer')

    def forward(self, question):
        # Declare program to execute
        return self.predict(question=question)

john-adeojo

Given the fields `question`, produce the fields `answer`.

---

Follow the following format.

Question: ${question}
Reasoning: Let's think step by step in order to ${produce the answer}. We ...
Answer: ${answer}

john-adeojo

Select the best candidate response

---

Question: Oliver had $9, then he saved $5 from his allowance and spent $4 on a frisbee and $3 on a puzzle. His friend gives him another $8 as it's his birthday. How much money does Oliver have left?
Answer: 15

---

Follow the following format.

john-adeojo

Select the best candidate response

---

Follow the following format.

Question: Initial question
Context: The candidate answers
Answer: Use the candidate answers to generate a response to the initial question

john-adeojo

Given the fields `question`, produce the fields `answer`.

---

Follow the following format.

Question: ${question}
Reasoning: Let's think step by step in order to ${produce the answer}. We ...
Answer: ${answer}

john-adeojo

Select the best candidate response

---

Question: Oliver had $9, then he saved $5 from his allowance and spent $4 on a frisbee and $3 on a puzzle. His friend gives him another $8 as it's his birthday. How much money does Oliver have left?
Answer: 15

---

Follow the following format.

john-adeojo

Select the best candidate response

---

Follow the following format.

Question: Initial question
Context: The candidate answers
Answer: Use the candidate answers to generate a response to the initial question