Merge pull request #48 from MARU-EGG/refactor/category-change

[refactor] category 를 특정할 수 없는 경우 llm 서버에서 category 참고해서 저장
MARU-EGG · Jul 23, 2024 · 44720ab · 44720ab
2 parents 50d80ea + 7c6f41a
commit 44720ab
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Showing 15 changed files with 103 additions and 51 deletions.
diff --git a/src/main/java/mju/iphak/maru_egg/answer/application/AnswerService.java b/src/main/java/mju/iphak/maru_egg/answer/application/AnswerService.java
@@ -48,22 +48,17 @@ public Mono<LLMAnswerResponse> askQuestion(LLMAskQuestionRequest request) {
 			.contentType(MediaType.APPLICATION_FORM_URLENCODED)
 			.body(BodyInserters.fromFormData(formData))
 			.retrieve()
-			.onStatus(
-				HttpStatusCode::isError,
-				response -> {
-					return switch (response.statusCode().value()) {
-						case 400 -> Mono.error(
-							new BadRequestWebClientException(
-								String.format(BAD_REQUEST_WEBCLIENT.getMessage(), "LLM 서버", request.questionType(),
-									request.questionCategory(), request.question())));
-						case 404 -> Mono.error(
-							new NotFoundWebClientException(String.format(NOT_FOUND_WEBCLIENT.getMessage(), "LLM 서버")));
-						default -> Mono.error(
-							new InternalServerErrorWebClientException(
-								String.format(INTERNAL_ERROR_WEBCLIENT.getMessage(), "LLM 서버")));
-					};
-				}
-			)
+			.onStatus(HttpStatusCode::isError, response -> {
+				return switch (response.statusCode().value()) {
+					case 400 -> Mono.error(new BadRequestWebClientException(
+						String.format(BAD_REQUEST_WEBCLIENT.getMessage(), "LLM 서버", request.questionType(),
+							request.questionCategory(), request.question())));
+					case 404 -> Mono.error(new NotFoundWebClientException(
+						String.format(NOT_FOUND_WEBCLIENT.getMessage(), "LLM 서버")));
+					default -> Mono.error(new InternalServerErrorWebClientException(
+						String.format(INTERNAL_ERROR_WEBCLIENT.getMessage(), "LLM 서버")));
+				};
+			})
 			.bodyToMono(LLMAnswerResponse.class);
 	}
 

diff --git a/src/main/java/mju/iphak/maru_egg/answer/dto/response/LLMAnswerResponse.java b/src/main/java/mju/iphak/maru_egg/answer/dto/response/LLMAnswerResponse.java
@@ -5,10 +5,14 @@
 
 @Builder
 public record LLMAnswerResponse(
+	String questionType,
+	String questionCategory,
 	String answer
 ) {
-	public static LLMAnswerResponse from(Answer answer) {
+	public static LLMAnswerResponse of(String questionType, String questionCategory, Answer answer) {
 		return LLMAnswerResponse.builder()
+			.questionType(questionType)
+			.questionCategory(questionCategory)
 			.answer(answer.getContent())
 			.build();
 	}

diff --git a/src/main/java/mju/iphak/maru_egg/common/config/WebClientConfig.java b/src/main/java/mju/iphak/maru_egg/common/config/WebClientConfig.java
@@ -22,6 +22,7 @@ public WebClient webClient(WebClient.Builder builder) {
 			.baseUrl(baseUrl)
 			.filter(logRequest())
 			.filter(logResponse())
+			.filter(logError())
 			.build();
 	}
 
@@ -42,4 +43,15 @@ private ExchangeFilterFunction logResponse() {
 			return Mono.just(clientResponse);
 		});
 	}
+
+	private ExchangeFilterFunction logError() {
+		return ExchangeFilterFunction.ofResponseProcessor(clientResponse -> {
+			if (clientResponse.statusCode().isError()) {
+				clientResponse.bodyToMono(String.class).subscribe(body -> {
+					log.error("Response Error Body: {}", body);
+				});
+			}
+			return Mono.just(clientResponse);
+		});
+	}
 }
diff --git a/src/main/java/mju/iphak/maru_egg/question/api/QuestionController.java b/src/main/java/mju/iphak/maru_egg/question/api/QuestionController.java
@@ -39,7 +39,7 @@ public class QuestionController {
 		@ApiResponse(responseCode = "200", description = "질문 성공")
 	})
 	@CustomApiResponses({
-		@CustomApiResponse(error = "HttpMessageNotReadableException", status = 400, message = "Invalid input format: JSON parse error: Cannot deserialize value of type `mju.iphak.maru_egg.question.domain.QuestionType` from String \\\"SUSI 또는 PYEONIP 또는 JEONGSI 또는 JAEOEGUGMIN\\\": not one of the values accepted for Enum class: [SUSI, PYEONIP, JEONGSI, JAEOEGUGMIN]", description = "validation에 맞지 않은 요청을 할 경우"),
+		@CustomApiResponse(error = "HttpMessageNotReadableException", status = 400, message = "Invalid input format: JSON parse error: Cannot deserialize value of type `mju.iphak.maru_egg.question.domain.QuestionType` from String \\\"SUSI 또는 PYEONIP 또는 JEONGSI\\\": not one of the values accepted for Enum class: [SUSI, PYEONIP, JEONGSI]", description = "validation에 맞지 않은 요청을 할 경우"),
 		@CustomApiResponse(error = "EntityNotFoundException", status = 404, message = "type: SUSI, category: PAST_QUESTIONS, content: 수시 입학 요강에 대해 알려주세요.인 질문을 찾을 수 없습니다.", description = "질문 또는 답변을 찾지 못한 경우"),
 		@CustomApiResponse(error = "InternalServerError", status = 500, message = "내부 서버 오류가 발생했습니다.", description = "내부 서버 오류")
 	})
@@ -52,7 +52,7 @@ public QuestionResponse question(@Valid @RequestBody QuestionRequest request) {
 		@ApiResponse(responseCode = "200", description = "질문 성공")
 	})
 	@CustomApiResponses({
-		@CustomApiResponse(error = "HttpMessageNotReadableException", status = 400, message = "Invalid input format: JSON parse error: Cannot deserialize value of type `mju.iphak.maru_egg.question.domain.QuestionType` from String \\\"SUSI 또는 PYEONIP 또는 JEONGSI 또는 JAEOEGUGMIN\\\": not one of the values accepted for Enum class: [SUSI, PYEONIP, JEONGSI, JAEOEGUGMIN]", description = "validation에 맞지 않은 요청을 할 경우"),
+		@CustomApiResponse(error = "HttpMessageNotReadableException", status = 400, message = "Invalid input format: JSON parse error: Cannot deserialize value of type `mju.iphak.maru_egg.question.domain.QuestionType` from String \\\"SUSI 또는 PYEONIP 또는 JEONGSI\\\": not one of the values accepted for Enum class: [SUSI, PYEONIP, JEONGSI]", description = "validation에 맞지 않은 요청을 할 경우"),
 		@CustomApiResponse(error = "InternalServerError", status = 500, message = "내부 서버 오류가 발생했습니다.", description = "내부 서버 오류")
 	})
 	@GetMapping()
@@ -64,7 +64,7 @@ public List<QuestionListItemResponse> getQuestions(@Valid @ModelAttribute FindQu
 		@ApiResponse(responseCode = "200", description = "질문 자동완성 성공")
 	})
 	@CustomApiResponses({
-		@CustomApiResponse(error = "HttpMessageNotReadableException", status = 400, message = "Invalid input format: JSON parse error: Cannot deserialize value of type `mju.iphak.maru_egg.question.domain.QuestionType` from String \\\"SUSI 또는 PYEONIP 또는 JEONGSI 또는 JAEOEGUGMIN\\\": not one of the values accepted for Enum class: [SUSI, PYEONIP, JEONGSI, JAEOEGUGMIN]", description = "validation에 맞지 않은 요청을 할 경우"),
+		@CustomApiResponse(error = "HttpMessageNotReadableException", status = 400, message = "Invalid input format: JSON parse error: Cannot deserialize value of type `mju.iphak.maru_egg.question.domain.QuestionType` from String \\\"SUSI 또는 PYEONIP 또는 JEONGSI\\\": not one of the values accepted for Enum class: [SUSI, PYEONIP, JEONGSI]", description = "validation에 맞지 않은 요청을 할 경우"),
 		@CustomApiResponse(error = "InternalServerError", status = 500, message = "내부 서버 오류가 발생했습니다.", description = "내부 서버 오류")
 	})
 	@GetMapping("/search")

diff --git a/src/main/java/mju/iphak/maru_egg/question/application/QuestionProcessingService.java b/src/main/java/mju/iphak/maru_egg/question/application/QuestionProcessingService.java
@@ -34,6 +34,7 @@
 public class QuestionProcessingService {
 
 	private static final double STANDARD_SIMILARITY = 0.95;
+	private static final String UNCLASSIFIED = "";
 
 	private final QuestionRepository questionRepository;
 	private final AnswerService answerService;
@@ -60,22 +61,22 @@ public QuestionResponse question(final QuestionType type, final QuestionCategory
 
 	private QuestionResponse askNewQuestion(QuestionType type, QuestionCategory category, String content,
 		String contentToken) {
-		LLMAskQuestionRequest askQuestionRequest = LLMAskQuestionRequest.of(type.toString(),
+		LLMAskQuestionRequest askQuestionRequest = LLMAskQuestionRequest.of(type.getType(),
 			isCategoryNullThen(category),
 			content);
 
 		LLMAnswerResponse llmAnswerResponse = answerService.askQuestion(askQuestionRequest).block();
-
-		Question newQuestion = saveQuestion(type, category, content, contentToken);
+		Question newQuestion = saveQuestion(type,
+			QuestionCategory.convertToCategory(llmAnswerResponse.questionCategory()), content, contentToken);
 		Answer newAnswer = saveAnswer(newQuestion, llmAnswerResponse.answer());
 		return createQuestionResponse(newQuestion, newAnswer);
 	}
 
 	private static String isCategoryNullThen(final QuestionCategory category) {
-		if (category.toString() == null) {
-			return QuestionCategory.UNCLASSIFIED.getQuestionCategory();
+		if (category == null) {
+			return UNCLASSIFIED;
 		}
-		return category.toString();
+		return category.getCategory();
 	}
 
 	private Answer saveAnswer(final Question question, final String content) {

diff --git a/src/main/java/mju/iphak/maru_egg/question/domain/QuestionCategory.java b/src/main/java/mju/iphak/maru_egg/question/domain/QuestionCategory.java
@@ -11,14 +11,32 @@ public enum QuestionCategory {
 	ADMISSION_GUIDELINE("모집요강"),
 	PASSING_RESULT("입시결과"),
 	PAST_QUESTIONS("기출문제"),
-	UNIV_LIFE("대학생활"),
-	INTERVIEW_PRACTICAL_TEST("면접/실기"),
-	UNCLASSIFIED("미분류");
+	INTERVIEW_PRACTICAL_TEST("면접/실기");
 
-	private final String questionCategory;
+	private final String category;
 
 	@Override
 	public String toString() {
-		return this.questionCategory;
+		return this.category;
+	}
+
+	public static QuestionCategory convertToCategory(String category) {
+		if (category.equals(ADMISSION_GUIDELINE.getCategory())) {
+			return ADMISSION_GUIDELINE;
+		}
+
+		if (category.equals(PASSING_RESULT.getCategory())) {
+			return PASSING_RESULT;
+		}
+
+		if (category.equals(PAST_QUESTIONS.getCategory())) {
+			return PAST_QUESTIONS;
+		}
+
+		if (category.equals(INTERVIEW_PRACTICAL_TEST.getCategory())) {
+			return INTERVIEW_PRACTICAL_TEST;
+		}
+
+		return null;
 	}
 }
diff --git a/src/main/java/mju/iphak/maru_egg/question/domain/QuestionType.java b/src/main/java/mju/iphak/maru_egg/question/domain/QuestionType.java
@@ -1,20 +1,21 @@
 package mju.iphak.maru_egg.question.domain;
 
 import io.swagger.v3.oas.annotations.media.Schema;
+import lombok.Getter;
 import lombok.RequiredArgsConstructor;
 
 @Schema(description = "질문 타입", enumAsRef = true)
+@Getter
 @RequiredArgsConstructor
 public enum QuestionType {
 	SUSI("수시"),
 	JEONGSI("정시"),
-	PYEONIP("편입학"),
-	JAEOEGUGMIN("재외국민");
+	PYEONIP("편입학");
 
-	private final String questionType;
+	private final String type;
 
 	@Override
 	public String toString() {
-		return this.questionType;
+		return this.type;
 	}
 }
diff --git a/src/main/java/mju/iphak/maru_egg/question/dto/request/FindQuestionsRequest.java b/src/main/java/mju/iphak/maru_egg/question/dto/request/FindQuestionsRequest.java
@@ -16,7 +16,7 @@ public record FindQuestionsRequest(
 	QuestionType type,
 
 	@Schema(description = "질문 카테고리(모집요강, 입시결과, 기출 문제)", allowableValues = {"ADMISSION_GUIDELINE", "PASSING_RESULT",
-		"PAST_QUESTIONS", "UNCLASSIFIED", "UNIV_LIFE", "INTERVIEW_PRACTICAL_TEST"})
+		"PAST_QUESTIONS", "INTERVIEW_PRACTICAL_TEST"})
 	QuestionCategory category
 ) {
 }
diff --git a/src/main/java/mju/iphak/maru_egg/question/dto/request/QuestionRequest.java b/src/main/java/mju/iphak/maru_egg/question/dto/request/QuestionRequest.java
@@ -8,8 +8,8 @@
 
 @Schema(description = "질문 생성 요청 DTO", example = """
 	{
-	  "type": "SUSI 또는 PYEONIP 또는 JEONGSI 또는 JAEOEGUGMIN",
-	  "category": "PAST_QUESTIONS 또는 UNIV_LIFE 또는 INTERVIEW_PRACTICAL_TEST 또는 PASSING_RESULT 또는 ADMISSION_GUIDELINE 또는 UNCLASSIFIED",
+	  "type": "SUSI 또는 PYEONIP 또는 JEONGSI",
+	  "category": "PAST_QUESTIONS 또는 INTERVIEW_PRACTICAL_TEST 또는 PASSING_RESULT 또는 ADMISSION_GUIDELINE",
 	  "content": "수시 입학 요강에 대해 알려주세요."
 	}
 	""")

diff --git a/src/main/resources/banner.txt b/src/main/resources/banner.txt
@@ -0,0 +1,12 @@
+
+
+                        ░▒▓██████████████▓▒░   ░▒▓██████▓▒░  ░▒▓███████▓▒░  ░▒▓█▓▒░░▒▓█▓▒░       ░▒▓████████▓▒░  ░▒▓██████▓▒░   ░▒▓██████▓▒░
+                        ░▒▓█▓▒░░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░       ░▒▓█▓▒░        ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░
+                        ░▒▓█▓▒░░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░       ░▒▓█▓▒░        ░▒▓█▓▒░        ░▒▓█▓▒░
+                        ░▒▓█▓▒░░▒▓█▓▒░░▒▓█▓▒░ ░▒▓████████▓▒░ ░▒▓███████▓▒░  ░▒▓█▓▒░░▒▓█▓▒░       ░▒▓██████▓▒░   ░▒▓█▓▒▒▓███▓▒░ ░▒▓█▓▒▒▓███▓▒░
+                        ░▒▓█▓▒░░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░       ░▒▓█▓▒░        ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░
+                        ░▒▓█▓▒░░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░       ░▒▓█▓▒░        ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░
+                        ░▒▓█▓▒░░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░ ░▒▓█▓▒░░▒▓█▓▒░  ░▒▓██████▓▒░        ░▒▓████████▓▒░  ░▒▓██████▓▒░   ░▒▓██████▓▒░
+
+
+[based on Spring Boot version ${spring-boot.version}]
diff --git a/src/test/java/mju/iphak/maru_egg/answer/application/AnswerServiceTest.java b/src/test/java/mju/iphak/maru_egg/answer/application/AnswerServiceTest.java
@@ -47,7 +47,7 @@ public class AnswerServiceTest extends MockTest {
 
 	@Before
 	public void setUp() {
-		question = Question.of("수시 일정 알려주세요.", "수시 일정", QuestionType.JEONGSI,
+		question = Question.of("수시 일정 알려주세요.", "수시 일정", QuestionType.SUSI,
 			QuestionCategory.ADMISSION_GUIDELINE);
 		answer = Answer.of(question,
 			"수시 일정은 2024년 12월 19일(목)부터 2024년 12월 26일(목) 18:00까지 최초합격자 발표가 있고, 2025년 2월 10일(월) 10:00부터 2025년 2월 12일(수) 15:00까지 문서등록 및 등록금 납부가 진행됩니다. 등록금 납부 기간은 2024년 12월 16일(월) 10:00부터 2024년 12월 18일(수) 15:00까지이며, 방법은 입학처 홈페이지를 통한 문서등록 및 등록금 납부를 하시면 됩니다. 상세 안내는 추후 입학처 홈페이지를 통해 공지될 예정입니다.");
@@ -61,7 +61,9 @@ public void setUp() {
 
 		ClientResponse clientResponse = ClientResponse.create(HttpStatusCode.valueOf(200))
 			.header("Content-Type", "application/json")
-			.body("{\"answer\":\"" + answer.getContent() + "\"}")
+			.body(String.format("{\"questionType\":\"%s\",\"questionCategory\":\"%s\",\"answer\":\"%s\"}",
+				question.getQuestionType().getType(), question.getQuestionCategory().getCategory(),
+				answer.getContent()))
 			.build();
 
 		when(exchangeFunction.exchange(any())).thenReturn(Mono.just(clientResponse));
@@ -99,12 +101,13 @@ public void setUp() {
 	@Test
 	public void LLM_질문_요청() {
 		// given
-		LLMAskQuestionRequest request = LLMAskQuestionRequest.of(QuestionType.SUSI.toString(),
-			QuestionCategory.ADMISSION_GUIDELINE.toString(),
+		LLMAskQuestionRequest request = LLMAskQuestionRequest.of(QuestionType.SUSI.getType(),
+			QuestionCategory.ADMISSION_GUIDELINE.getCategory(),
 			question.getContent());
 
 		// when
-		LLMAnswerResponse expectedResponse = LLMAnswerResponse.from(answer);
+		LLMAnswerResponse expectedResponse = LLMAnswerResponse.of(QuestionType.SUSI.getType(),
+			QuestionCategory.ADMISSION_GUIDELINE.getCategory(), answer);
 		LLMAnswerResponse result = answerService.askQuestion(request).block();
 
 		// then

diff --git a/src/test/java/mju/iphak/maru_egg/auth/api/AuthControllerTest.java b/src/test/java/mju/iphak/maru_egg/auth/api/AuthControllerTest.java
@@ -5,6 +5,7 @@
 import static org.springframework.test.web.servlet.result.MockMvcResultMatchers.*;
 
 import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.DisplayName;
 import org.junit.jupiter.api.Test;
 import org.mockito.InjectMocks;
 import org.springframework.beans.factory.annotation.Autowired;
@@ -50,8 +51,9 @@ void setUp() {
 		userRepository.save(user);
 	}
 
+	@DisplayName("회원가입 성공")
 	@Test
-	void testSignUp() throws Exception {
+	void 회원가입_성공() throws Exception {
 		// given
 		SignUpRequest signUpRequest = new SignUpRequest("[email protected]", "Password123!");
 

diff --git a/src/test/java/mju/iphak/maru_egg/question/application/QuestionProcessingServiceTest.java b/src/test/java/mju/iphak/maru_egg/question/application/QuestionProcessingServiceTest.java
@@ -67,7 +67,8 @@ private LLMAnswerResponse mockAskQuestion(LLMAskQuestionRequest request) {
 		formData.add("question", request.question());
 		Question testQuestion = Question.of("새로운 질문입니다.", "새로운 질문", QuestionType.SUSI,
 			QuestionCategory.ADMISSION_GUIDELINE);
-		LLMAnswerResponse expectedResponse = LLMAnswerResponse.from(Answer.of(testQuestion, "새로운 답변입니다."));
+		LLMAnswerResponse expectedResponse = LLMAnswerResponse.of(QuestionType.SUSI.getType(),
+			QuestionCategory.ADMISSION_GUIDELINE.getCategory(), Answer.of(testQuestion, "새로운 답변입니다."));
 
 		mockWebServer.enqueue(new MockResponse()
 			.setHeader("Content-type", MediaType.APPLICATION_JSON_VALUE)
@@ -205,7 +206,8 @@ void setUp() {
 		String contentToken = PhraseExtractionUtils.extractPhrases(content);
 		Question testQuestion = Question.of(content, contentToken, type, category);
 		Answer testAnswer = Answer.of(testQuestion, "새로운 답변입니다.");
-		LLMAnswerResponse expectedResponse = LLMAnswerResponse.from(testAnswer);
+		LLMAnswerResponse expectedResponse = LLMAnswerResponse.of(QuestionType.SUSI.getType(),
+			QuestionCategory.ADMISSION_GUIDELINE.getCategory(), testAnswer);
 
 		when(questionRepository.searchQuestionsByContentTokenAndTypeAndCategory(contentToken, type, category))
 			.thenReturn(Optional.of(Collections.emptyList()));
@@ -229,12 +231,13 @@ void setUp() {
 	public void MOCK_LLM_질문_요청() {
 		// given
 		startServer(new ReactorClientHttpConnector());
-		LLMAskQuestionRequest request = LLMAskQuestionRequest.of(QuestionType.SUSI.toString(),
-			QuestionCategory.ADMISSION_GUIDELINE.toString(),
+		LLMAskQuestionRequest request = LLMAskQuestionRequest.of(QuestionType.SUSI.getType(),
+			QuestionCategory.ADMISSION_GUIDELINE.getCategory(),
 			question.getContent());
 		Question testQuestion = Question.of("새로운 질문입니다.", "새로운 질문", QuestionType.SUSI,
 			QuestionCategory.ADMISSION_GUIDELINE);
-		LLMAnswerResponse expectedResponse = LLMAnswerResponse.from(Answer.of(testQuestion, "새로운 답변입니다."));
+		LLMAnswerResponse expectedResponse = LLMAnswerResponse.of(QuestionType.SUSI.getType(),
+			QuestionCategory.ADMISSION_GUIDELINE.getCategory(), Answer.of(testQuestion, "새로운 답변입니다."));
 
 		// when
 		LLMAnswerResponse result = mockAskQuestion(request);

diff --git a/src/test/java/mju/iphak/maru_egg/question/application/QuestionServiceTest.java b/src/test/java/mju/iphak/maru_egg/question/application/QuestionServiceTest.java
@@ -68,7 +68,8 @@ private LLMAnswerResponse mockAskQuestion(LLMAskQuestionRequest request) {
 		formData.add("question", request.question());
 		Question testQuestion = Question.of("새로운 질문입니다.", "새로운 질문", QuestionType.SUSI,
 			QuestionCategory.ADMISSION_GUIDELINE);
-		LLMAnswerResponse expectedResponse = LLMAnswerResponse.from(Answer.of(testQuestion, "새로운 답변입니다."));
+		LLMAnswerResponse expectedResponse = LLMAnswerResponse.of(QuestionType.SUSI.getType(),
+			QuestionCategory.ADMISSION_GUIDELINE.getCategory(), Answer.of(testQuestion, "새로운 답변입니다."));
 
 		mockWebServer.enqueue(new MockResponse()
 			.setHeader("Content-type", MediaType.APPLICATION_JSON_VALUE)

diff --git a/src/test/java/mju/iphak/maru_egg/question/repository/QuestionRepositoryTest.java b/src/test/java/mju/iphak/maru_egg/question/repository/QuestionRepositoryTest.java
@@ -42,7 +42,7 @@ public void setUp() throws Exception {
 			QuestionCategory.ADMISSION_GUIDELINE);
 		questionRepository.save(additionalQuestion3);
 		Question additionalQuestionUNCLASSIFIED = Question.of("추가4 테스트 질문 예시입니다.", "추가 테스트 질문 예시", QuestionType.SUSI,
-			QuestionCategory.UNCLASSIFIED);
+			null);
 		questionRepository.save(additionalQuestionUNCLASSIFIED);
 
 		answer = Answer.of(question, "테스트 답변입니다.");