Clair¶
Clair is a SingletonTemplate task that takes a student solution and reasoning, and corrects the student solution.
Inputs¶
- task (
str): The task description or problem statement. - student_solution (
str): The student's original solution to be corrected.
Outputs¶
- reasoning (
str): The teacher's reasoning for the corrections. - corrected_student_solution (
str): The improved version of the student's solution. - task (
str): The original task description (echoed from input). - student_solution (
str): The original student solution (echoed from input). - model (
str): The model used for code generation.
Example¶
Generate a corrected student solution based on a given task and the student's original solution. This example uses the GEMMA2_9B_FP16 model.
import os
import asyncio
from dria.factory import Clair
from dria.client import Dria
from dria.models import Task, Model
dria = Dria(rpc_token=os.environ["DRIA_RPC_TOKEN"])
async def evaluate():
clair = Clair()
task = "Write a function to calculate the factorial of a number."
student_solution = "def factorial(n):\n if n == 0:\n return 1\n else:\n return n * factorial(n-1)"
res = await dria.execute(
Task(
workflow=clair.workflow(task=task, student_solution=student_solution).model_dump(),
models=[Model.GEMMA2_9B_FP16],
),
timeout=45,
)
return clair.parse_result(res)
def main():
result = asyncio.run(evaluate())
print(result)
if __name__ == "__main__":
main()
Expected output
{
"reasoning":"## Understanding Factorials\n\nFactorial (represented by the symbol \"!\") means multiplying a number by all the whole numbers less than it down to 1. For example, 5! = 5 * 4 * 3 * 2 * 1 = 120.\n\n****: The provided code has a small syntax error. In Python, colons (`:`) are used to indicate the start of a block of code, not as part of the return statement itself.\n\n\n **",
"corrected_student_solution":"**:\n\n```python\ndef factorial(n):\n if n == 0:\n return 1\n else:\n return n * factorial(n-1) \n```\n\n\n\nLet me break down how this corrected code works:\n\n1. **Base Case:** The `if n == 0:` statement checks if the input number is 0. If it is, the function returns 1 because 0! is defined as 1.\n\n2. **Recursive Step:** If `n` is not 0, the `else` block executes. It calculates the factorial by multiplying `n` with the factorial of `",
"task":"Write a function to calculate the factorial of a number.",
"student_solution":"def factorial(n):\n if n == 0:\n return 1\n else:\n return n * factorial(n-1)",
"model":"gemma2:9b-instruct-fp16"
}