python API 호출 테스트 앱을 실행하니, HCX응답이 한글이 깨져서 벡터로 나와요..

[Trinity]

python API 호출 테스트 앱을 실행하니, IDLE에서 HCX응답이 한글이 깨져서 벡터로 나와요..

무엇이 잘 못된 건가요?

<run display>

========= RESTART: D:/2024년 도민평생일자리앱 구축/300.LLM CLOVA X studio/HCX1.py =========
{'text': '안양에 자바 개발자 경력 10년 미만 채용정보 추천해줘'}
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<python code>

import base64
import json
import http.client

class CompletionExecutor:
    def __init__(self, host, api_key, api_key_primary_val, request_id):
        self._host = host
        self._api_key = api_key
        self._api_key_primary_val = api_key_primary_val
        self._request_id = request_id

    def _send_request(self, completion_request):
        headers = {
            'Content-Type': 'application/json; charset=utf-8',
            'X-NCP-CLOVASTUDIO-API-KEY': self._api_key,
            'X-NCP-APIGW-API-KEY': self._api_key_primary_val,
            'X-NCP-CLOVASTUDIO-REQUEST-ID': self._request_id
        }

        conn = http.client.HTTPSConnection(self._host)
        conn.request('POST', '/testapp/v1/api-tools/embedding/clir-emb-dolphin/0d8d9840a285467fa0e146b680576ae1', json.dumps(completion_request), headers)
        response = conn.getresponse()
        result = json.loads(response.read().decode(encoding='utf-8'))
        conn.close()
        return result

    def execute(self, completion_request):
        res = self._send_request(completion_request)
        if res['status']['code'] == '20000':
            return res['result']['embedding']
        else:
            return 'Error'

if __name__ == '__main__':
    completion_executor = CompletionExecutor(
        host='clovastudio.apigw.ntruss.com',
        api_key='(보안상 생략)',
        api_key_primary_val = '(보안상 생략)'',
        request_id='(보안상 생략)''
    )

    request_data = json.loads("""{
  "text" : "안양에 자바 개발자 경력 10년 미만 채용정보 추천해줘"
}""", strict=False)

    response_text = completion_executor.execute(request_data)
    print(request_data)
    print(response_text)
    print("End")
 

Edited April 11 by Trinity

[Trinity]

앱 임베딩으로 생성해서, 그런가 보네요.. ^^
그런데 중요한 문의사항이 있습니다.
외부 정보(text)를 HCX에 집어넣어서, 답변할 때 참조하게 하고 싶습니다.

임베팅으로 vector를 만들수는 있는거 같은데, 이것으로 RAG 구성을 어떻게 해야 하나요?

RAG기능을 클로바나 클로바API에서 제공하나요?

[William]

답변이 늦어서 죄송합니다. 임베딩이라는 것이 TEXT를 Vector화한 수치 값으로 만드는 것이기에 위의 내용이 정상인 상화입니다. 
외부 정보(URL, File)같은 경우에는 실제로 해당 사이트의 정보를 가져와서, vector하거나 
참조하고자 하는 파일을 별도로 가져와서 답변을 해주셔야 합니다.
이부분은 또한 Langchain 역할과도 같은데요. 이 부분에 대한 지원도 빠르게 진행 예정에 있습니다. 참고 부탁 드립니다.