추론은 기본적으로 활성화 → reasoning_effort="high" 또는 "max"로 조정
추론 중에는 temperature가 영향 없음
1. 단순하게 유지하세요
간결한 프롬프트
✅ What are the differences between lists and tuples in Python?
❌ In Python, there are different data structures. Lists are...
예시 제공(예: few-shot)은 성능을 _저하_시킬 수 있습니다
✅ Who developed the Python programming language?
❌
Example 1:
Q: Who developed the R programming language?
A: Ross Ihaka and Robert Gentleman
2. 추론을 유도하세요
"... Take your time and think through each step."
❌ 토큰 사용량 증가
❌ 응답 시간 증가
3. 단순한 작업은 피하세요!
채팅 모드
추론 모드
3. 단순한 작업은 피하세요!
response = client.chat.completions.create(
model="deepseek-ai/DeepSeek-V4-Pro",
messages=[{"role": "user", "content": "Return the result of 1+1."}]
)
print(response.choices[0].message.content)
Let's count step by step.
- Start with 1.
- Add another 1.
- 1 + 1 = 2.
**Final Answer: 2**
단순 조회에는 구조적 추론이 과도합니다
채팅 방식보다 토큰과 지연 시간이 더 많이 소요됩니다
예시: 코드 디버깅
예시: 코드 디버깅
예시: 코드 디버깅
prompt = """
[Task: Fix the following code.]
Code:
def count_to_ten(start):
while start < 10:
print(start)
return "Done"
count_to_ten(1)
"""
print(response.choices[0].message.content)
Let me walk through the function step by step.
The function uses a while loop: while start < 10. Then it prints start. But wait, inside the loop,
there's no increment for the start variable — that's the issue.
The fix is to add an increment to start inside the loop. Like start += 1.
Here is the corrected code:
def count_to_ten(start):
while start < 10:
print(start)
start += 1
return "Done"
count_to_ten(1)
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