From d404678d4cc38363efbfc239fa20a71084cb599a Mon Sep 17 00:00:00 2001 From: GUARDiA Date: Fri, 3 Jul 2026 23:27:28 +0900 Subject: [PATCH] =?UTF-8?q?feat(ai):=20Claude=20=EC=A0=84=ED=99=98=20+=20D?= =?UTF-8?q?uckDB=20=ED=95=99=EC=8A=B5=EC=A0=80=EC=9E=A5=EC=86=8C?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- backend/pom.xml | 3 + .../java/com/zioinfo/hrm/ai/AiService.java | 44 +-- .../hrm/ai/controller/AiConfigController.java | 55 ++++ .../hrm/ai/controller/FeedbackController.java | 64 +++++ .../com/zioinfo/hrm/ai/dto/AiConfigDto.java | 18 ++ .../hrm/ai/dto/AiConfigUpdateRequest.java | 14 + .../zioinfo/hrm/ai/dto/FeedbackRequest.java | 18 ++ .../ai/learning/CentralFeedbackForwarder.java | 95 ++++++ .../hrm/ai/learning/LearningStore.java | 133 +++++++++ .../zioinfo/hrm/ai/learning/PiiMasker.java | 51 ++++ .../hrm/ai/service/AiConfigService.java | 271 ++++++++++++++++++ .../zioinfo/hrm/ai/service/AiTextRouter.java | 72 +++++ .../hrm/common/ai/ClaudeTextClient.java | 171 +++++++++++ .../hrm/common/ai/OllamaTextClient.java | 71 +++++ .../zioinfo/hrm/common/ai/TextAiClient.java | 27 ++ backend/src/main/resources/application.yml | 12 +- .../main/resources/db/104_seed_ai_config.sql | 27 ++ .../static/assets/index-B1fHWJij.css | 1 - .../static/assets/index-Bcwr7v00.css | 1 + .../resources/static/assets/index-DMna-z4N.js | 189 ------------ .../resources/static/assets/index-fwjGAGOv.js | 229 +++++++++++++++ backend/src/main/resources/static/index.html | 4 +- doc/guardia-hrm_아키텍처설계서_v1.0.pptx | Bin 0 -> 52303 bytes frontend/src/App.tsx | 4 + frontend/src/api/adminAiConfig.ts | 67 +++++ frontend/src/pages/AiPlatformSettings.tsx | 209 ++++++++++++++ 26 files changed, 1627 insertions(+), 223 deletions(-) create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/controller/AiConfigController.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/controller/FeedbackController.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/dto/AiConfigDto.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/dto/AiConfigUpdateRequest.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/dto/FeedbackRequest.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/learning/CentralFeedbackForwarder.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/learning/LearningStore.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/learning/PiiMasker.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/service/AiConfigService.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/ai/service/AiTextRouter.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/common/ai/ClaudeTextClient.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/common/ai/OllamaTextClient.java create mode 100644 backend/src/main/java/com/zioinfo/hrm/common/ai/TextAiClient.java create mode 100644 backend/src/main/resources/db/104_seed_ai_config.sql delete mode 100644 backend/src/main/resources/static/assets/index-B1fHWJij.css create mode 100644 backend/src/main/resources/static/assets/index-Bcwr7v00.css delete mode 100644 backend/src/main/resources/static/assets/index-DMna-z4N.js create mode 100644 backend/src/main/resources/static/assets/index-fwjGAGOv.js create mode 100644 doc/guardia-hrm_아키텍처설계서_v1.0.pptx create mode 100644 frontend/src/api/adminAiConfig.ts create mode 100644 frontend/src/pages/AiPlatformSettings.tsx diff --git a/backend/pom.xml b/backend/pom.xml index fa16c7c..eab92c0 100644 --- a/backend/pom.xml +++ b/backend/pom.xml @@ -42,6 +42,9 @@ org.postgresqlpostgresql${postgresql.version} + + org.duckdbduckdb_jdbc1.1.3 + io.jsonwebtokenjjwt-api${jjwt.version} io.jsonwebtokenjjwt-impl${jjwt.version}runtime diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/AiService.java b/backend/src/main/java/com/zioinfo/hrm/ai/AiService.java index cb2df98..9325dcc 100644 --- a/backend/src/main/java/com/zioinfo/hrm/ai/AiService.java +++ b/backend/src/main/java/com/zioinfo/hrm/ai/AiService.java @@ -1,37 +1,27 @@ package com.zioinfo.hrm.ai; +import com.zioinfo.hrm.ai.service.AiTextRouter; +import com.zioinfo.hrm.common.ai.TextAiClient.GenResult; import lombok.RequiredArgsConstructor; import lombok.extern.slf4j.Slf4j; -import org.springframework.beans.factory.annotation.Value; import org.springframework.stereotype.Service; -import org.springframework.web.reactive.function.client.WebClient; -import java.time.Duration; import java.util.HashMap; import java.util.List; import java.util.Map; /** - * Ollama 온프레미스 AI 인사 분석 서비스. - * 외부 AI API 절대 금지 — localhost:11434 만 사용. - * Ollama 응답 실패 시 Java 폴백 로직으로 대체. + * AI 인사 분석 서비스. 텍스트 생성은 {@link AiTextRouter} 경유(provider 선택: Claude ↔ Ollama). + * 외부 AI API 는 소유자 승인 예외인 Claude(api.anthropic.com) 만 허용, 그 외 온프레미스 Ollama 전용. + * Claude/Ollama 응답 실패 시 Java 폴백 로직으로 대체(무회귀). */ @Slf4j @Service @RequiredArgsConstructor public class AiService { - @Value("${guardia.ollama-url:http://localhost:11434}") - private String ollamaUrl; - - @Value("${guardia.ollama-text-model:llama3}") - private String textModel; - - private WebClient ollamaClient() { - return WebClient.builder().baseUrl(ollamaUrl) - .codecs(c -> c.defaultCodecs().maxInMemorySize(4 * 1024 * 1024)) - .build(); - } + /** provider 라우터(Claude→Ollama 폴백 + 추론 로그). 기존 Ollama 직접호출을 대체. */ + private final AiTextRouter aiTextRouter; public Map predictTurnover(Long empId) { try { @@ -117,16 +107,12 @@ public class AiService { } private Map callOllama(String prompt) { - Map body = Map.of("model", textModel, "prompt", prompt, "stream", false); - @SuppressWarnings("unchecked") - Map resp = ollamaClient().post().uri("/api/generate") - .bodyValue(body) - .retrieve() - .bodyToMono(Map.class) - .timeout(Duration.ofSeconds(30)) - .block(); - if (resp == null) return fallbackTurnover(); - String response = (String) resp.getOrDefault("response", "{}"); + // provider 라우터 경유: provider=claude·키설정·활성 → Claude, 실패/그외 → Ollama(선택모델) 폴백. + GenResult gr = aiTextRouter.generate(prompt); + if (gr.degraded() || gr.text() == null || gr.text().isBlank()) { + return fallbackTurnover(); + } + String response = gr.text(); // JSON 추출 int start = response.indexOf('{'); int end = response.lastIndexOf('}'); @@ -134,10 +120,10 @@ public class AiService { // 간단 파싱: 실제로는 Jackson 사용 Map r = new HashMap<>(); r.put("raw", response.substring(start, end + 1)); - r.put("source", "ollama"); + r.put("source", "ai"); return r; } - return Map.of("response", response, "source", "ollama"); + return Map.of("response", response, "source", "ai"); } private Map fallbackTurnover() { diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/controller/AiConfigController.java b/backend/src/main/java/com/zioinfo/hrm/ai/controller/AiConfigController.java new file mode 100644 index 0000000..4c14fb3 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/controller/AiConfigController.java @@ -0,0 +1,55 @@ +package com.zioinfo.hrm.ai.controller; + +import com.zioinfo.hrm.ai.dto.AiConfigDto; +import com.zioinfo.hrm.ai.dto.AiConfigUpdateRequest; +import com.zioinfo.hrm.ai.service.AiConfigService; +import com.zioinfo.hrm.common.ApiResponse; +import com.zioinfo.hrm.common.AuthSupport; +import lombok.RequiredArgsConstructor; +import org.springframework.security.core.Authentication; +import org.springframework.web.bind.annotation.GetMapping; +import org.springframework.web.bind.annotation.PostMapping; +import org.springframework.web.bind.annotation.PutMapping; +import org.springframework.web.bind.annotation.RequestBody; +import org.springframework.web.bind.annotation.RequestMapping; +import org.springframework.web.bind.annotation.RestController; + +/** + * AI 플랫폼(LLM provider) 설정 관리(ADMIN). [GUARDiA-HRM] + * SecurityConfig {@code /api/hrm/admin/**} = hasRole(SUPERADMIN) 게이트로 보호된다. + * + *

hrm_settings(key='ai.*')에 저장된 런타임 설정을 조회/갱신/테스트한다. API 키는 환경변수 + * (ANTHROPIC_API_KEY)로만 주입되어 응답·로그에 노출되지 않는다(GET 은 {@code claudeKeySet} 불리언만). + * 설정 변경은 재기동 없이 다음 AI 호출부터 반영된다. + * + *

    + *
  • GET /api/hrm/admin/ai-config 현재 효과 설정(키 값 제외, keySet 불리언만)
    • + *
  • PUT /api/hrm/admin/ai-config provider/모델 갱신(화이트리스트 검증)
    • + *
  • POST /api/hrm/admin/ai-config/test 저장 설정 기준 선택 provider 연결 테스트(요약 결과만)
    • + *
+ */ +@RestController +@RequestMapping("/api/hrm/admin/ai-config") +@RequiredArgsConstructor +public class AiConfigController { + + private final AiConfigService service; + + @GetMapping + public ApiResponse get() { + return ApiResponse.ok(service.getConfig()); + } + + @PutMapping + public ApiResponse update(@RequestBody AiConfigUpdateRequest req, Authentication auth) { + return ApiResponse.ok(service.update(req, AuthSupport.actor(auth))); + } + + @PostMapping("/test") + public ApiResponse test() { + AiConfigService.TestResult result = service.test(); + return result.ok() + ? ApiResponse.ok(result) + : new ApiResponse<>(false, result.message(), result); + } +} diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/controller/FeedbackController.java b/backend/src/main/java/com/zioinfo/hrm/ai/controller/FeedbackController.java new file mode 100644 index 0000000..fee179c --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/controller/FeedbackController.java @@ -0,0 +1,64 @@ +package com.zioinfo.hrm.ai.controller; + +import com.zioinfo.hrm.ai.dto.FeedbackRequest; +import com.zioinfo.hrm.ai.learning.CentralFeedbackForwarder; +import com.zioinfo.hrm.ai.learning.LearningStore; +import com.zioinfo.hrm.ai.learning.PiiMasker; +import com.zioinfo.hrm.common.ApiResponse; +import lombok.RequiredArgsConstructor; +import org.springframework.security.core.Authentication; +import org.springframework.web.bind.annotation.PostMapping; +import org.springframework.web.bind.annotation.RequestBody; +import org.springframework.web.bind.annotation.RequestMapping; +import org.springframework.web.bind.annotation.RestController; + +import java.util.LinkedHashMap; +import java.util.Map; + +/** + * AI 답변 피드백 수집(인증 사용자). [GUARDiA-HRM] + * + *

{@code POST /api/hrm/ai/feedback} — 👍/👎 + 교정문을 ①로컬 DuckDB({@link LearningStore}) 적재 + + * ②중앙 guardia-rag {@code /feedback} 전달(둘 다). 텍스트는 적재/전달 전 {@link PiiMasker} 로 마스킹된다 + * (인사 데이터 특성상 필수). DuckDB 미가용 시에도 중앙 전달은 시도하며, 어느 쪽 실패도 사용자 흐름을 + * 막지 않는다(무회귀). + */ +@RestController +@RequestMapping("/api/hrm/ai") +@RequiredArgsConstructor +public class FeedbackController { + + private final LearningStore learningStore; + private final CentralFeedbackForwarder forwarder; + + @PostMapping("/feedback") + public ApiResponse> feedback(@RequestBody FeedbackRequest req, Authentication auth) { + String verdict = normalizeVerdict(req.verdict()); + String user = auth != null ? auth.getName() : "anon"; + + // 로컬 DuckDB 적재(내부에서 PII 마스킹). + boolean stored = learningStore.recordFeedback( + req.feature(), req.question(), req.answer(), verdict, req.correction(), user); + + // 중앙 rag 전달(마스킹된 값만). + forwarder.forward( + req.feature(), + PiiMasker.mask(req.question()), + PiiMasker.mask(req.answer()), + verdict, + PiiMasker.mask(req.correction())); + + Map out = new LinkedHashMap<>(); + out.put("storedLocal", stored); + out.put("verdict", verdict); + return ApiResponse.ok(out); + } + + private static String normalizeVerdict(String v) { + if (v == null) { + return "up"; + } + String s = v.trim().toLowerCase(); + return "down".equals(s) ? "down" : "up"; + } +} diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/dto/AiConfigDto.java b/backend/src/main/java/com/zioinfo/hrm/ai/dto/AiConfigDto.java new file mode 100644 index 0000000..697c1f1 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/dto/AiConfigDto.java @@ -0,0 +1,18 @@ +package com.zioinfo.hrm.ai.dto; + +/** + * AI 설정 조회 DTO — API 키 값 미반환(claudeKeySet 으로 설정 여부만). [GUARDiA-HRM] + * + * @param provider 효과 provider(ollama/claude/qwen3/deepseek/glm) + * @param ollamaTextModel 효과 Ollama 텍스트 모델(provider 별 해석 결과) + * @param claudeModel 효과 Claude 모델 ID + * @param claudeKeySet 서버 환경변수 ANTHROPIC_API_KEY 존재 여부(값/길이/마스킹 일절 미포함) + * @param aiEnabled 전역 AI 사용 여부(off 시 규칙 기반 degraded) + */ +public record AiConfigDto( + String provider, + String ollamaTextModel, + String claudeModel, + boolean claudeKeySet, + boolean aiEnabled) { +} diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/dto/AiConfigUpdateRequest.java b/backend/src/main/java/com/zioinfo/hrm/ai/dto/AiConfigUpdateRequest.java new file mode 100644 index 0000000..6961da1 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/dto/AiConfigUpdateRequest.java @@ -0,0 +1,14 @@ +package com.zioinfo.hrm.ai.dto; + +/** + * AI 설정 저장 요청 — 화이트리스트 검증. [GUARDiA-HRM] + * + * @param provider ollama/claude/qwen3/deepseek/glm (필수) + * @param claudeModel Claude 모델 ID(선택, 미제공 시 기존 유지) + * @param ollamaTextModel Ollama 텍스트 모델(선택, 미제공 시 기존 유지) + */ +public record AiConfigUpdateRequest( + String provider, + String claudeModel, + String ollamaTextModel) { +} diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/dto/FeedbackRequest.java b/backend/src/main/java/com/zioinfo/hrm/ai/dto/FeedbackRequest.java new file mode 100644 index 0000000..03e94bf --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/dto/FeedbackRequest.java @@ -0,0 +1,18 @@ +package com.zioinfo.hrm.ai.dto; + +/** + * AI 답변 피드백 요청. [GUARDiA-HRM] + * + * @param feature 피드백 대상 기능(turnover/performance/insights 등, 표시용) + * @param question 원 질문/프롬프트(적재 전 PII 마스킹) + * @param answer AI 답변(적재 전 PII 마스킹) + * @param verdict up | down + * @param correction 교정문(선택, 적재 전 PII 마스킹) + */ +public record FeedbackRequest( + String feature, + String question, + String answer, + String verdict, + String correction) { +} diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/learning/CentralFeedbackForwarder.java b/backend/src/main/java/com/zioinfo/hrm/ai/learning/CentralFeedbackForwarder.java new file mode 100644 index 0000000..e5c3538 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/learning/CentralFeedbackForwarder.java @@ -0,0 +1,95 @@ +package com.zioinfo.hrm.ai.learning; + +import lombok.extern.slf4j.Slf4j; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Component; + +import java.net.URI; +import java.net.http.HttpClient; +import java.net.http.HttpRequest; +import java.net.http.HttpResponse; +import java.time.Duration; + +/** + * 피드백을 중앙 guardia-rag {@code /feedback} 로 best-effort 전달(통합 학습·평가 게이트). [GUARDiA-HRM] + * + *

온프레미스 전용: base-url 은 서버 내부 루프백(127.0.0.1:8020) — 외부 URL 금지. + * 실패(미가용/타임아웃/비활성)는 조용히 무시한다 — 로컬 DuckDB 적재가 1차 저장소이므로 무회귀. + * 페이로드의 텍스트는 이미 {@link PiiMasker} 로 마스킹된 값만 전달한다. + * + *

레퍼런스: guardia-bi {@code ai.learning.CentralFeedbackForwarder} 미러(RagProperties→@Value). + */ +@Slf4j +@Component +public class CentralFeedbackForwarder { + + /** 중앙 guardia-rag 베이스 URL(서버 내부 루프백 기본). 외부 URL 설정 금지. */ + @Value("${guardia.rag.base-url:http://127.0.0.1:8020}") + private String ragBaseUrl; + + /** RAG 경유 마스터 스위치. false 면 전달 스킵(로컬 DuckDB 적재만). */ + @Value("${guardia.rag.enabled:true}") + private boolean ragEnabled; + + /** 중앙 rag 로 피드백 전달(마스킹된 값). 실패는 무시. */ + public void forward(String feature, String maskedQuestion, String maskedAnswer, + String verdict, String maskedCorrection) { + if (!ragEnabled) { + return; + } + try { + String url = trimTrailingSlash(ragBaseUrl) + "/feedback"; + String payload = "{" + + "\"solution\":\"" + LearningStore.SOLUTION + "\"," + + "\"feature\":" + json(feature) + "," + + "\"query\":" + json(maskedQuestion) + "," + + "\"answer\":" + json(maskedAnswer) + "," + + "\"verdict\":" + json(verdict) + "," + + "\"correction\":" + json(maskedCorrection) + + "}"; + HttpClient client = HttpClient.newBuilder() + .connectTimeout(Duration.ofSeconds(3)) + .build(); + HttpRequest req = HttpRequest.newBuilder() + .uri(URI.create(url)) + .timeout(Duration.ofSeconds(5)) + .header("content-type", "application/json") + .POST(HttpRequest.BodyPublishers.ofString(payload)) + .build(); + client.send(req, HttpResponse.BodyHandlers.discarding()); + } catch (Exception e) { + log.warn("중앙 rag 피드백 전달 실패(무시): {}", e.getClass().getSimpleName()); + } + } + + private static String trimTrailingSlash(String s) { + if (s == null || s.isBlank()) { + return "http://127.0.0.1:8020"; + } + return s.endsWith("/") ? s.substring(0, s.length() - 1) : s; + } + + private static String json(String s) { + if (s == null) { + return "\"\""; + } + StringBuilder sb = new StringBuilder("\""); + for (char c : s.toCharArray()) { + switch (c) { + case '"' -> sb.append("\\\""); + case '\\' -> sb.append("\\\\"); + case '\n' -> sb.append("\\n"); + case '\r' -> sb.append("\\r"); + case '\t' -> sb.append("\\t"); + default -> { + if (c < 0x20) { + sb.append(String.format("\\u%04x", (int) c)); + } else { + sb.append(c); + } + } + } + } + return sb.append("\"").toString(); + } +} diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/learning/LearningStore.java b/backend/src/main/java/com/zioinfo/hrm/ai/learning/LearningStore.java new file mode 100644 index 0000000..938283e --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/learning/LearningStore.java @@ -0,0 +1,133 @@ +package com.zioinfo.hrm.ai.learning; + +import jakarta.annotation.PostConstruct; +import lombok.extern.slf4j.Slf4j; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Component; + +import java.nio.file.Files; +import java.nio.file.Path; +import java.nio.file.Paths; +import java.sql.Connection; +import java.sql.DriverManager; +import java.sql.PreparedStatement; +import java.sql.Statement; + +/** + * 로컬 임베디드 DuckDB 학습 저장소. [GUARDiA-HRM] + * + *

목적: AI 피드백(👍/👎+교정)·추론 로그를 솔루션 로컬 파일에 축적해 오프라인 AI 분석/학습 데이터셋 + * 근거로 삼는다(중앙 guardia-rag 전달과 병행). 파일 격리: {@code /opt/guardia-hrm/data/hrm_learning.duckdb} + * (env {@code guardia.learning.duckdb-path} 로 override). + * + *

스키마(멱등): + *

    + *
  • {@code ai_feedback(id, ts, solution, feature, question, answer, verdict, correction, user_masked)}
    • + *
  • {@code ai_infer_log(id, ts, provider, model, latency_ms, degraded)}
    • + *
+ * + *

안전성(무회귀): 어떤 사유로든(드라이버 미탑재·경로 생성 실패·잠금) 초기화 실패 시 저장소를 + * 비활성으로 두고 예외를 던지지 않는다 — 기록은 no-op 가 되며 AI 본 기능은 그대로 동작한다. + * PII 는 {@link PiiMasker} 로 적재 전 마스킹한다(인사 데이터 특성상 필수). + * + *

DuckDB 는 파일당 단일 read-write 커넥션만 허용하므로 한 커넥션을 보유하고 {@code synchronized} 로 + * 접근을 직렬화한다(피드백/추론 로그는 저빈도). + * + *

레퍼런스: guardia-bi {@code ai.learning.LearningStore} 미러(SOLUTION·경로 치환). + */ +@Slf4j +@Component +public class LearningStore { + + public static final String SOLUTION = "hrm"; + + @Value("${guardia.learning.duckdb-path:/opt/guardia-hrm/data/hrm_learning.duckdb}") + private String duckdbPath; + + private volatile boolean enabled = false; + private Connection conn; + + @PostConstruct + synchronized void init() { + try { + Path p = Paths.get(duckdbPath); + Path parent = p.getParent(); + if (parent != null) { + Files.createDirectories(parent); + } + // 드라이버 로드(신규 의존성 org.duckdb:duckdb_jdbc). 미탑재/환경 문제 시 비활성 폴백. + Class.forName("org.duckdb.DuckDBDriver"); + conn = DriverManager.getConnection("jdbc:duckdb:" + p.toAbsolutePath()); + try (Statement st = conn.createStatement()) { + st.execute("CREATE SEQUENCE IF NOT EXISTS ai_feedback_seq START 1"); + st.execute("CREATE SEQUENCE IF NOT EXISTS ai_infer_seq START 1"); + st.execute("CREATE TABLE IF NOT EXISTS ai_feedback (" + + "id BIGINT DEFAULT nextval('ai_feedback_seq') PRIMARY KEY," + + "ts TIMESTAMP DEFAULT now()," + + "solution VARCHAR, feature VARCHAR, question VARCHAR, answer VARCHAR," + + "verdict VARCHAR, correction VARCHAR, user_masked VARCHAR)"); + st.execute("CREATE TABLE IF NOT EXISTS ai_infer_log (" + + "id BIGINT DEFAULT nextval('ai_infer_seq') PRIMARY KEY," + + "ts TIMESTAMP DEFAULT now()," + + "provider VARCHAR, model VARCHAR, latency_ms BIGINT, degraded BOOLEAN)"); + } + enabled = true; + log.info("DuckDB 학습 저장소 활성: {}", p.toAbsolutePath()); + } catch (Throwable t) { // ClassNotFound·IO·SQL·잠금 등 — 조용히 비활성(무회귀) + enabled = false; + log.warn("DuckDB 학습 저장소 비활성(무회귀 폴백): {}", t.getClass().getSimpleName()); + } + } + + public boolean isEnabled() { + return enabled; + } + + /** 피드백 1건 적재(PII 마스킹). 실패 시 조용히 무시(false 반환). */ + public synchronized boolean recordFeedback(String feature, String question, String answer, + String verdict, String correction, String user) { + if (!enabled || conn == null) { + return false; + } + String sql = "INSERT INTO ai_feedback (solution, feature, question, answer, verdict, correction, user_masked)" + + " VALUES (?,?,?,?,?,?,?)"; + try (PreparedStatement ps = conn.prepareStatement(sql)) { + ps.setString(1, SOLUTION); + ps.setString(2, trunc(feature, 100)); + ps.setString(3, PiiMasker.mask(trunc(question, 4000))); + ps.setString(4, PiiMasker.mask(trunc(answer, 8000))); + ps.setString(5, trunc(verdict, 10)); + ps.setString(6, PiiMasker.mask(trunc(correction, 8000))); + ps.setString(7, PiiMasker.maskUser(user)); + ps.executeUpdate(); + return true; + } catch (Exception e) { + log.warn("DuckDB feedback 적재 실패(무시): {}", e.getClass().getSimpleName()); + return false; + } + } + + /** 추론 로그 1건 적재. 실패 시 조용히 무시. */ + public synchronized void recordInfer(String provider, String model, long latencyMs, boolean degraded) { + if (!enabled || conn == null) { + return; + } + String sql = "INSERT INTO ai_infer_log (provider, model, latency_ms, degraded) VALUES (?,?,?,?)"; + try (PreparedStatement ps = conn.prepareStatement(sql)) { + ps.setString(1, trunc(provider, 40)); + ps.setString(2, trunc(model, 60)); + ps.setLong(3, latencyMs); + ps.setBoolean(4, degraded); + ps.executeUpdate(); + } catch (Exception e) { + log.warn("DuckDB infer 적재 실패(무시): {}", e.getClass().getSimpleName()); + } + } + + private static String trunc(String s, int max) { + if (s == null) { + return null; + } + return s.length() <= max ? s : s.substring(0, max); + } +} diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/learning/PiiMasker.java b/backend/src/main/java/com/zioinfo/hrm/ai/learning/PiiMasker.java new file mode 100644 index 0000000..ed09e97 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/learning/PiiMasker.java @@ -0,0 +1,51 @@ +package com.zioinfo.hrm.ai.learning; + +/** + * 학습 저장소(DuckDB) 적재 전 PII·자격증명 마스킹. [GUARDiA-HRM] + * + *

인사(HR) 데이터 특성상 민감정보가 많다 — 피드백/추론 로그에 사용자가 입력한 질문·답변·교정문이 그대로 + * 남지 않도록 이메일·전화·주민번호·카드번호·IP 를 마스킹한다. 원문 복원 불가(단방향). 로컬 DuckDB·중앙 rag + * 전달 양쪽에 동일 적용. + */ +public final class PiiMasker { + + private PiiMasker() { + } + + private static final java.util.regex.Pattern EMAIL = + java.util.regex.Pattern.compile("[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\\.[A-Za-z]{2,}"); + private static final java.util.regex.Pattern RRN = + java.util.regex.Pattern.compile("\\b\\d{6}[-\\s]?\\d{7}\\b"); + private static final java.util.regex.Pattern CARD = + java.util.regex.Pattern.compile("\\b(?:\\d[ -]?){13,16}\\b"); + private static final java.util.regex.Pattern PHONE = + java.util.regex.Pattern.compile("\\b0\\d{1,2}[-\\s]?\\d{3,4}[-\\s]?\\d{4}\\b"); + private static final java.util.regex.Pattern IPV4 = + java.util.regex.Pattern.compile("\\b(?:\\d{1,3}\\.){3}\\d{1,3}\\b"); + + /** 텍스트의 PII 를 마스킹한다. null 은 null 로 통과. */ + public static String mask(String s) { + if (s == null || s.isBlank()) { + return s; + } + String out = s; + out = RRN.matcher(out).replaceAll("######-#######"); + out = CARD.matcher(out).replaceAll("****-****-****-****"); + out = EMAIL.matcher(out).replaceAll("***@***"); + out = PHONE.matcher(out).replaceAll("***-****-****"); + out = IPV4.matcher(out).replaceAll("***.***.***.***"); + return out; + } + + /** 사용자 식별자 마스킹(앞 2글자만 노출). */ + public static String maskUser(String user) { + if (user == null || user.isBlank()) { + return "anon"; + } + String u = user.trim(); + if (u.length() <= 2) { + return u.charAt(0) + "*"; + } + return u.substring(0, 2) + "*".repeat(Math.min(6, u.length() - 2)); + } +} diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/service/AiConfigService.java b/backend/src/main/java/com/zioinfo/hrm/ai/service/AiConfigService.java new file mode 100644 index 0000000..dfbd958 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/service/AiConfigService.java @@ -0,0 +1,271 @@ +package com.zioinfo.hrm.ai.service; + +import com.zioinfo.hrm.admin.AdminMapper; +import com.zioinfo.hrm.ai.dto.AiConfigDto; +import com.zioinfo.hrm.ai.dto.AiConfigUpdateRequest; +import com.zioinfo.hrm.common.ai.ClaudeTextClient; +import com.zioinfo.hrm.common.ai.OllamaTextClient; +import com.zioinfo.hrm.common.ai.TextAiClient.GenResult; +import lombok.RequiredArgsConstructor; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Service; + +import java.util.HashMap; +import java.util.Map; +import java.util.Set; + +/** + * AI provider 런타임 설정(hrm_settings, key='ai.*') 단일 출처 서비스. [GUARDiA-HRM] + * + *

해상도: DB(hrm_settings) 우선 → 미설정 시 기본값/env 폴백. 시드(db/104) 미적용/키 비움 + * 상태에서도 기존 Ollama 동작이 바이트 동일하게 유지된다(provider 기본 ollama, ollamaTextModel 미설정 시 + * {@code guardia.ollama-text-model} env 그대로). + * + *

보안: Claude API 키는 본 서비스가 다루지 않는다. {@code claudeKeySet} 은 + * {@link ClaudeTextClient#isConfigured()}(환경변수 존재 여부)만 반환 — 값/길이/마스킹 일절 미포함. + * + *

프로바이더: claude / qwen3 / deepseek / glm / ollama. Ollama 계열(qwen3·deepseek·glm·ollama)은 + * 각 해당 텍스트 모델로 generate. claude 는 Claude→실패 시 Ollama(선택모델) 폴백(라우터). + * glm(glm4:9b)은 서버 RAM 제약상 콜드로드 실패 가능 — 선택은 허용하되 실패 시 폴백(화면에 RAM 경고 배지). + * + *

설정 저장/감사는 HRM 기존 {@link AdminMapper}(hrm_settings + hrm_audit_log)를 재사용한다. + * + *

레퍼런스: guardia-bi {@code ai.service.AiConfigService} 미러(SettingMapper→AdminMapper, glm 포함). + */ +@Service +@RequiredArgsConstructor +public class AiConfigService { + + // --- hrm_settings 키 (db/104 시드와 일치) + public static final String K_PROVIDER = "ai.provider"; // ENUM: ollama|claude|qwen3|deepseek|glm + public static final String K_CLAUDE_MODEL = "ai.claude.model"; // ENUM: 화이트리스트 + public static final String K_OLLAMA_TEXT_MODEL = "ai.ollama.textModel"; // STRING (미설정 시 env 폴백) + public static final String K_ENABLED = "ai.enabled"; // BOOL (off=규칙기반 degraded) + + public static final String PROVIDER_OLLAMA = "ollama"; + public static final String PROVIDER_CLAUDE = "claude"; + public static final String PROVIDER_QWEN3 = "qwen3"; + public static final String PROVIDER_DEEPSEEK = "deepseek"; + public static final String PROVIDER_GLM = "glm"; + public static final String DEFAULT_CLAUDE_MODEL = "claude-sonnet-4-6"; + + // Ollama 계열 provider → 고정 소형/중형 모델(서버 RAM 제약 준수, glm 은 RAM 초과 가능) + public static final String MODEL_QWEN3 = "qwen3:1.7b"; + public static final String MODEL_DEEPSEEK = "deepseek-r1:1.5b"; + public static final String MODEL_GLM = "glm4:9b"; + + /** 허용 provider(임의 문자열 거부). */ + public static final Set ALLOWED_PROVIDERS = + Set.of(PROVIDER_OLLAMA, PROVIDER_CLAUDE, PROVIDER_QWEN3, PROVIDER_DEEPSEEK, PROVIDER_GLM); + /** 허용 Claude 모델 ID(임의 문자열 거부). */ + public static final Set ALLOWED_CLAUDE_MODELS = + Set.of("claude-sonnet-4-6", "claude-haiku-4-5", "claude-opus-4-8"); + /** 허용 Ollama 텍스트 모델(임의 문자열 거부). glm4:9b 은 RAM 초과 가능(선택 허용·콜드로드 실패 시 폴백). */ + public static final Set ALLOWED_OLLAMA_MODELS = + Set.of("qwen3:1.7b", "deepseek-r1:1.5b", "llama3.2:1b", "glm4:9b"); + + private final AdminMapper adminMapper; + private final ClaudeTextClient claudeClient; + private final OllamaTextClient ollamaTextClient; // 연결 테스트용 텍스트 generate + + /** 서버 기본 Ollama 텍스트 모델(application.yml guardia.ollama-text-model). */ + @Value("${guardia.ollama-text-model:llama3.2:1b}") + private String defaultOllamaTextModel; + + // ---------------------------------------------------------------- 효과값(DB 우선 → 기본) + + /** 효과 provider. DB 우선, 미설정/비허용 시 ollama. */ + public String provider() { + String v = dbVal(K_PROVIDER); + if (v != null) { + String p = v.trim().toLowerCase(); + if (ALLOWED_PROVIDERS.contains(p)) { + return p; + } + } + return PROVIDER_OLLAMA; + } + + /** 효과 Claude 모델 ID(DB 우선, 미설정/비허용 시 기본 sonnet-4-6). */ + public String claudeModel() { + String v = dbVal(K_CLAUDE_MODEL); + if (v != null) { + String m = v.trim(); + if (ALLOWED_CLAUDE_MODELS.contains(m)) { + return m; + } + } + return DEFAULT_CLAUDE_MODEL; + } + + /** + * 효과 Ollama 텍스트 모델. provider=qwen3/deepseek/glm 면 고정 모델, 그 외(ollama·claude 폴백)는 + * DB 설정(화이트리스트) 우선 → 미설정 시 env 기본. 라우터의 Ollama 경로·Claude 폴백 공용. + */ + public String ollamaTextModel() { + String p = provider(); + if (PROVIDER_QWEN3.equals(p)) { + return MODEL_QWEN3; + } + if (PROVIDER_DEEPSEEK.equals(p)) { + return MODEL_DEEPSEEK; + } + if (PROVIDER_GLM.equals(p)) { + return MODEL_GLM; + } + String v = dbVal(K_OLLAMA_TEXT_MODEL); + if (v != null && ALLOWED_OLLAMA_MODELS.contains(v.trim())) { + return v.trim(); + } + return defaultOllamaTextModel; + } + + /** 전역 AI 토글(ai.enabled). false 면 모든 AI 결과는 규칙기반(degraded). 기본 true. */ + public boolean aiEnabled() { + String v = dbVal(K_ENABLED); + return v == null || !"false".equalsIgnoreCase(v.trim()); + } + + /** Claude API 키가 환경변수로 설정되어 있는지(여부만). */ + public boolean claudeKeySet() { + return claudeClient.isConfigured(); + } + + /** + * 실제 호출이 Claude 경로로 가야 하는지: provider=claude · 키 설정됨 · AI 전역 활성. + * false 면 호출자는 Ollama 경로/폴백을 사용한다(키 미설정/실패 시 자동 폴백 정책 반영). + */ + public boolean isClaudeActive() { + return PROVIDER_CLAUDE.equals(provider()) && claudeKeySet() && aiEnabled(); + } + + // ---------------------------------------------------------------- ADMIN: 조회 / 갱신 + + /** 현재 효과 설정 조회. 키 값·길이·마스킹 일절 미포함(claudeKeySet 불리언만). */ + public AiConfigDto getConfig() { + return new AiConfigDto( + provider(), + ollamaTextModel(), + claudeModel(), + claudeKeySet(), + aiEnabled()); + } + + /** + * 설정 갱신(upsert). 화이트리스트 검증: provider∈{ollama,claude,qwen3,deepseek,glm}, claudeModel∈허용셋, + * ollamaTextModel(선택)∈허용셋. 재기동 없이 다음 호출부터 반영. + */ + public AiConfigDto update(AiConfigUpdateRequest req, String actor) { + String provider = req.provider() == null ? "" : req.provider().trim().toLowerCase(); + if (!ALLOWED_PROVIDERS.contains(provider)) { + throw new IllegalArgumentException("ERR-AI-400: provider 는 ollama/claude/qwen3/deepseek/glm 중 하나여야 합니다."); + } + upsertAudited(K_PROVIDER, provider, actor); + + if (req.claudeModel() != null && !req.claudeModel().isBlank()) { + String model = req.claudeModel().trim(); + if (!ALLOWED_CLAUDE_MODELS.contains(model)) { + throw new IllegalArgumentException("ERR-AI-400: 허용되지 않은 Claude 모델 ID 입니다."); + } + upsertAudited(K_CLAUDE_MODEL, model, actor); + } + + // ollamaTextModel 은 선택. 제공 시에만 갱신(미제공/공백 = 기존 유지). + if (req.ollamaTextModel() != null && !req.ollamaTextModel().isBlank()) { + String om = req.ollamaTextModel().trim(); + if (!ALLOWED_OLLAMA_MODELS.contains(om)) { + throw new IllegalArgumentException("ERR-AI-400: 허용되지 않은 Ollama 텍스트 모델입니다."); + } + upsertAudited(K_OLLAMA_TEXT_MODEL, om, actor); + } + return getConfig(); + } + + // ---------------------------------------------------------------- ADMIN: 연결 테스트 + + /** + * 저장된 설정 기준으로 선택 provider 에 짧은 ping 생성을 요청해 연결을 확인한다. + * 결과 메시지에는 키·스택트레이스·내부 IP 를 절대 포함하지 않는다(요약만). + */ + public TestResult test() { + if (isClaudeActive()) { + String model = claudeModel(); + long start = System.currentTimeMillis(); + GenResult r = claudeClient.generate("ping", model, 8); + long ms = System.currentTimeMillis() - start; + if (!r.degraded() && r.text() != null && !r.text().isBlank()) { + return new TestResult(true, false, "정상 · " + model + " · " + fmtMs(ms)); + } + return new TestResult(false, true, "Claude 연결 실패 · 모델/네트워크/키 설정을 확인하세요."); + } + // provider=claude 인데 키 미설정 → 실제로는 Ollama 폴백 동작 안내(혼선 방지). + if (PROVIDER_CLAUDE.equals(provider()) && !claudeKeySet()) { + return new TestResult(false, true, + "Claude API 키가 설정되지 않아 Ollama(온프레미스)로 폴백 동작합니다. 서버 환경변수 설정 후 다시 시도하세요."); + } + // Ollama 계열 경로(ollama/qwen3/deepseek/glm) + if (!aiEnabled()) { + return new TestResult(false, true, "AI 기능이 비활성 상태입니다. 모든 AI 결과는 규칙 기반(degraded)으로 동작합니다."); + } + String model = ollamaTextModel(); + long start = System.currentTimeMillis(); + String txt = ollamaTextClient.generate("ping", model); + long ms = System.currentTimeMillis() - start; + if (txt != null && !txt.isBlank()) { + return new TestResult(true, false, "정상 · " + model + " · " + fmtMs(ms)); + } + String hint = MODEL_GLM.equals(model) + ? "glm4:9b 미가용(RAM 증설 필요 가능) — 설정/서버 자원을 확인하세요." + : "Ollama 연결 실패 또는 모델 미가용 — 설정을 확인하세요."; + return new TestResult(false, true, hint); + } + + private static String fmtMs(long ms) { + return String.format("%.1fs", ms / 1000.0); + } + + /** 연결 테스트 결과(요약만 — 키/스택/IP 미노출). */ + public record TestResult(boolean ok, boolean degraded, String message) { + } + + // ---------------------------------------------------------------- helpers + + /** DB 값(공백/null 은 '미설정'으로 보고 null 반환 → 기본/env 폴백 유도). */ + private String dbVal(String key) { + Map row = adminMapper.findSetting(key); + if (row == null) { + return null; + } + Object v = row.get("value"); + if (v == null) { + return null; + } + String s = v.toString(); + return s.isBlank() ? null : s; + } + + /** hrm_settings upsert + 변경분만 hrm_audit_log 감사(값이 동일하면 생략). */ + private void upsertAudited(String key, String val, String actor) { + String prev = dbVal(key); + String prevShown = prev == null ? "(none)" : prev; + if (val.equals(prev)) { + return; // 변경 없음 → 감사 로그 생략 + } + String who = (actor == null || actor.isBlank()) ? "SYSTEM" : actor; + + Map setting = new HashMap<>(); + setting.put("key", key); + setting.put("value", val); + setting.put("updatedBy", who); + adminMapper.upsertSetting(setting); + + Map log = new HashMap<>(); + log.put("actor", who); + log.put("action", "AI_CONFIG_CHANGE"); + log.put("targetType", "ai.config"); + log.put("targetId", key); + log.put("detail", prevShown + " -> " + val); + log.put("ipAddr", null); + adminMapper.insertAuditLog(log); + } +} diff --git a/backend/src/main/java/com/zioinfo/hrm/ai/service/AiTextRouter.java b/backend/src/main/java/com/zioinfo/hrm/ai/service/AiTextRouter.java new file mode 100644 index 0000000..bb65c8e --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/ai/service/AiTextRouter.java @@ -0,0 +1,72 @@ +package com.zioinfo.hrm.ai.service; + +import com.zioinfo.hrm.ai.learning.LearningStore; +import com.zioinfo.hrm.common.ai.ClaudeTextClient; +import com.zioinfo.hrm.common.ai.OllamaTextClient; +import com.zioinfo.hrm.common.ai.TextAiClient; +import com.zioinfo.hrm.common.ai.TextAiClient.GenResult; +import lombok.RequiredArgsConstructor; +import lombok.extern.slf4j.Slf4j; +import org.springframework.stereotype.Service; + +/** + * AI provider 선택 라우팅(런타임). 평문 텍스트 생성 진입점(이직/성과 예측·인사이트 등). [GUARDiA-HRM] + * {@link AiConfigService#provider()} 를 읽어 Claude ↔ Ollama(qwen3/deepseek/glm/기존소형) 를 선택한다. + * + *

선택/폴백 정책: + *

    + *
  • provider=claude · 키 설정됨 · AI 활성 → {@link ClaudeTextClient}. 실패(degraded)면 Ollama 자동 폴백(선택모델).
    • + *
  • provider=qwen3/deepseek/glm/ollama → 해당 Ollama 텍스트 모델로 generate.
    • + *
  • provider=claude 인데 키 미설정 → 곧장 Ollama(폴백모델).
    • + *
+ * 두 경로 모두 실패 시 {@code GenResult.degraded=true·text=null} → 호출자가 기존 규칙기반 폴백 유지(무회귀). + * + *

매 호출은 {@link LearningStore#recordInfer} 로 provider/model/latency/degraded 를 로컬 DuckDB 에 기록한다 + * (실패 시 no-op — 무회귀). + * + *

레퍼런스: guardia-bi {@code ai.service.AiTextRouter} 미러(OllamaClient→OllamaTextClient). + */ +@Slf4j +@Service +@RequiredArgsConstructor +public class AiTextRouter implements TextAiClient { + + private final AiConfigService aiConfig; + private final ClaudeTextClient claudeClient; + private final OllamaTextClient ollamaTextClient; // 온프레미스 평문 generate + private final LearningStore learningStore; // 추론 로그(로컬 DuckDB) + + /** + * 선택된 provider 로 텍스트를 생성한다. Claude 선택·실패 시 Ollama 폴백. 예외를 던지지 않는다. + */ + @Override + public GenResult generate(String prompt) { + if (aiConfig.isClaudeActive()) { + String model = aiConfig.claudeModel(); + long start = System.currentTimeMillis(); + GenResult r = claudeClient.generate(prompt, model); + if (!r.degraded() && r.text() != null && !r.text().isBlank()) { + learningStore.recordInfer("claude", model, System.currentTimeMillis() - start, false); + return r; + } + // claude 실패/빈응답 → 온프레미스 Ollama 자동 폴백(선택모델). + learningStore.recordInfer("claude", model, System.currentTimeMillis() - start, true); + log.warn("Claude path degraded -> Ollama fallback"); + return ollamaGenerate(prompt, aiConfig.provider(), aiConfig.ollamaTextModel()); + } + // provider = ollama / qwen3 / deepseek / glm → 해당 Ollama 모델 + return ollamaGenerate(prompt, aiConfig.provider(), aiConfig.ollamaTextModel()); + } + + /** Ollama 평문 generate 를 GenResult 로 래핑(실패 시 degraded) + 추론 로그. */ + private GenResult ollamaGenerate(String prompt, String provider, String model) { + long start = System.currentTimeMillis(); + String txt = ollamaTextClient.generate(prompt, model); + boolean degraded = (txt == null || txt.isBlank()); + learningStore.recordInfer(provider, model, System.currentTimeMillis() - start, degraded); + if (degraded) { + return new GenResult(null, true); + } + return new GenResult(txt, false); + } +} diff --git a/backend/src/main/java/com/zioinfo/hrm/common/ai/ClaudeTextClient.java b/backend/src/main/java/com/zioinfo/hrm/common/ai/ClaudeTextClient.java new file mode 100644 index 0000000..2687674 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/common/ai/ClaudeTextClient.java @@ -0,0 +1,171 @@ +package com.zioinfo.hrm.common.ai; + +import com.fasterxml.jackson.databind.JsonNode; +import com.fasterxml.jackson.databind.ObjectMapper; +import com.zioinfo.hrm.common.ai.TextAiClient.GenResult; +import lombok.extern.slf4j.Slf4j; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Service; + +import java.net.URI; +import java.net.http.HttpClient; +import java.net.http.HttpRequest; +import java.net.http.HttpResponse; +import java.time.Duration; + +/** + * 외부 Claude(Anthropic) Messages API 텍스트 생성 클라이언트. [ISSUER=GUARDiA-HRM] + * + *

외부 호출 예외 허용: 본 클라이언트는 소유자 승인(폐쇄망 아님)에 따라 {@code api.anthropic.com} + * 호출이 허용된 유일한 외부 경로다. 그 외 외부 API 호출은 여전히 금지(Ollama localhost 전용). + * + *

API 키 보안(최우선): 키는 환경변수 {@code ANTHROPIC_API_KEY} 에서만 로드하며 + * ({@code @Value("${ANTHROPIC_API_KEY:}")}), DB·코드·커밋·로그·응답·예외 메시지 어디에도 기록하지 않는다. + * 키는 오직 HTTP 헤더 {@code x-api-key} 로만 전달된다. 로그는 상태코드/예외 클래스명만 남긴다(본문·키 미기록). + * + *

실패 처리: 키 미설정/타임아웃/비200/예외 시 {@code GenResult.degraded=true·text=null} 반환 + * (예외를 던지지 않음 → 호출자는 Ollama 폴백). 신규 라이브러리 0 — JDK {@link HttpClient} 사용. + * + *

모델은 인자로 받는다(호출자가 화이트리스트 검증된 모델 ID 전달). 인터페이스 {@link TextAiClient}의 + * {@code generate(String)} 은 기본 모델로 위임한다(주로 라우터가 모델을 명시 호출). + * + *

레퍼런스: guardia-ocr {@code com.zioinfo.ocr.common.ai.ClaudeTextClient} 미러(패키지·ISSUER 치환). + */ +@Slf4j +@Service +public class ClaudeTextClient implements TextAiClient { + + /** Anthropic Messages API 엔드포인트(외부 호출 예외 허용 단일 경로). */ + private static final String API_URL = "https://api.anthropic.com/v1/messages"; + /** Anthropic 버전 헤더(고정). */ + private static final String ANTHROPIC_VERSION = "2023-06-01"; + /** 기본 모델(키 검증된 화이트리스트의 기본값). */ + static final String DEFAULT_MODEL = "claude-sonnet-4-6"; + /** 일반 생성 max_tokens. */ + private static final int DEFAULT_MAX_TOKENS = 1024; + /** 콜드 응답 대비 요청 타임아웃(초). Ollama timeout 과 동급. */ + private static final int TIMEOUT_SEC = 120; + private static final int CONNECT_TIMEOUT_SEC = 15; + + private static final ObjectMapper MAPPER = new ObjectMapper(); + + /** 환경변수 전용 주입. 미설정 시 빈 문자열(=미구성). 값은 절대 외부 노출/로그 금지. */ + @Value("${ANTHROPIC_API_KEY:}") + private String apiKey; + + /** API 키가 환경변수로 설정되어 있는지(여부만 — 값/길이/마스킹 일절 미노출). */ + public boolean isConfigured() { + return apiKey != null && !apiKey.isBlank(); + } + + /** {@link TextAiClient} 계약: 기본 모델로 생성. */ + @Override + public GenResult generate(String prompt) { + return generate(prompt, DEFAULT_MODEL); + } + + /** 지정 모델로 생성(라우터가 화이트리스트 검증된 모델 ID 전달). */ + public GenResult generate(String prompt, String model) { + return generate(prompt, model, DEFAULT_MAX_TOKENS); + } + + /** + * Anthropic Messages API 호출. 실패 시 {@code degraded=true·text=null}. + * 키·요청본문·응답본문은 로그에 남기지 않는다(상태코드/예외 클래스명만). + */ + public GenResult generate(String prompt, String model, int maxTokens) { + if (!isConfigured()) { + return new GenResult(null, true); + } + if (prompt == null || prompt.isBlank()) { + return new GenResult(null, true); + } + String useModel = (model == null || model.isBlank()) ? DEFAULT_MODEL : model.trim(); + int tokens = maxTokens > 0 ? maxTokens : DEFAULT_MAX_TOKENS; + try { + String payload = "{" + + "\"model\":" + str(useModel) + "," + + "\"max_tokens\":" + tokens + "," + + "\"messages\":[{\"role\":\"user\",\"content\":" + str(prompt) + "}]" + + "}"; + + HttpClient client = HttpClient.newBuilder() + .connectTimeout(Duration.ofSeconds(CONNECT_TIMEOUT_SEC)) + .build(); + HttpRequest req = HttpRequest.newBuilder() + .uri(URI.create(API_URL)) + .timeout(Duration.ofSeconds(TIMEOUT_SEC)) + .header("content-type", "application/json") + .header("x-api-key", apiKey) // 키는 헤더로만 — 로그/응답 미노출 + .header("anthropic-version", ANTHROPIC_VERSION) + .POST(HttpRequest.BodyPublishers.ofString(payload)) + .build(); + HttpResponse resp = client.send(req, HttpResponse.BodyHandlers.ofString()); + if (resp.statusCode() != 200) { + log.warn("Claude API status {} -> degraded fallback", resp.statusCode()); // 본문 미기록 + return new GenResult(null, true); + } + String text = extractText(resp.body()); + if (text == null || text.isBlank()) { + return new GenResult(null, true); + } + return new GenResult(text.trim(), false); + } catch (Exception e) { + log.warn("Claude API call failed -> degraded fallback: {}", e.getClass().getSimpleName()); // 메시지·키 미기록 + return new GenResult(null, true); + } + } + + /** Messages API 응답에서 content[].text(type=text) 추출·연결. */ + private static String extractText(String body) { + if (body == null || body.isBlank()) { + return null; + } + try { + JsonNode root = MAPPER.readTree(body); + JsonNode content = root.get("content"); + if (content == null || !content.isArray()) { + return null; + } + StringBuilder sb = new StringBuilder(); + for (JsonNode block : content) { + JsonNode type = block.get("type"); + if (type != null && "text".equals(type.asText())) { + JsonNode t = block.get("text"); + if (t != null && !t.isNull()) { + sb.append(t.asText()); + } + } + } + String out = sb.toString(); + return out.isBlank() ? null : out; + } catch (Exception e) { + return null; + } + } + + /** JSON 문자열 이스케이프. */ + private static String str(String s) { + if (s == null) { + return "\"\""; + } + StringBuilder sb = new StringBuilder("\""); + for (char c : s.toCharArray()) { + switch (c) { + case '"' -> sb.append("\\\""); + case '\\' -> sb.append("\\\\"); + case '\n' -> sb.append("\\n"); + case '\r' -> sb.append("\\r"); + case '\t' -> sb.append("\\t"); + default -> { + if (c < 0x20) { + sb.append(String.format("\\u%04x", (int) c)); + } else { + sb.append(c); + } + } + } + } + return sb.append("\"").toString(); + } +} diff --git a/backend/src/main/java/com/zioinfo/hrm/common/ai/OllamaTextClient.java b/backend/src/main/java/com/zioinfo/hrm/common/ai/OllamaTextClient.java new file mode 100644 index 0000000..c7a4012 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/common/ai/OllamaTextClient.java @@ -0,0 +1,71 @@ +package com.zioinfo.hrm.common.ai; + +import lombok.extern.slf4j.Slf4j; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Component; +import org.springframework.web.reactive.function.client.WebClient; + +import java.time.Duration; +import java.util.Map; + +/** + * 온프레미스 Ollama 평문 텍스트 생성 클라이언트. [GUARDiA-HRM] + * + *

기존 {@code AiService} 의 Ollama 호출 로직을 라우터/설정 테스트와 공용으로 쓰기 위해 분리한 얇은 + * 컴포넌트. {@code /api/generate}(stream=false) 로 호출하고 응답의 {@code response} 문자열만 반환한다. + * 실패(미가용/타임아웃/예외) 시 {@code null} 을 반환한다(예외 미전파 → 호출자 폴백). + * + *

보안 불변: base-url 은 온프레미스 Ollama(localhost:11434) 전용 — 외부 AI API 금지. + * 콜드로드(소형/중형 모델) 대비 타임아웃 120s. + */ +@Slf4j +@Component +public class OllamaTextClient { + + @Value("${guardia.ollama-url:http://localhost:11434}") + private String ollamaUrl; + + @Value("${guardia.ollama-text-model:llama3}") + private String defaultModel; + + private static final int TIMEOUT_SEC = 120; + + private WebClient client() { + return WebClient.builder().baseUrl(ollamaUrl) + .codecs(c -> c.defaultCodecs().maxInMemorySize(4 * 1024 * 1024)) + .build(); + } + + /** + * 평문 텍스트 생성. 실패 시 {@code null}(예외 미전파). + * + * @param prompt 프롬프트 + * @param model 모델 태그(null/blank 이면 서버 기본 모델) + * @return 생성 텍스트 또는 null + */ + @SuppressWarnings("unchecked") + public String generate(String prompt, String model) { + if (prompt == null || prompt.isBlank()) { + return null; + } + String useModel = (model == null || model.isBlank()) ? defaultModel : model.trim(); + try { + Map body = Map.of("model", useModel, "prompt", prompt, "stream", false); + Map resp = client().post().uri("/api/generate") + .bodyValue(body) + .retrieve() + .bodyToMono(Map.class) + .timeout(Duration.ofSeconds(TIMEOUT_SEC)) + .block(); + if (resp == null) { + return null; + } + Object r = resp.get("response"); + String out = r == null ? null : r.toString(); + return (out == null || out.isBlank()) ? null : out; + } catch (Exception e) { + log.warn("Ollama generate 실패(폴백): {}", e.getClass().getSimpleName()); + return null; + } + } +} diff --git a/backend/src/main/java/com/zioinfo/hrm/common/ai/TextAiClient.java b/backend/src/main/java/com/zioinfo/hrm/common/ai/TextAiClient.java new file mode 100644 index 0000000..5b3de37 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/hrm/common/ai/TextAiClient.java @@ -0,0 +1,27 @@ +package com.zioinfo.hrm.common.ai; + +/** + * 텍스트 생성 공용 인터페이스 (AI provider 추상화). [GUARDiA-HRM] + * + *

온프레미스 Ollama({@link OllamaTextClient})와 외부 Claude({@link ClaudeTextClient})를 동일 계약으로 + * 다루기 위한 얇은 추상화. 구현체는 어떤 사유로든(비활성/실패/타임아웃/키미설정) 실패 시 + * {@link GenResult#degraded()}=true · {@link GenResult#text()}=null 을 반환하고, 호출자가 폴백을 책임진다. + * + *

provider 선택/폴백 라우팅은 {@code ai.service.AiTextRouter} 가 담당한다(이 인터페이스를 구현). + * + *

레퍼런스: guardia-ocr {@code com.zioinfo.ocr.common.ai.TextAiClient} 미러(패키지·ISSUER 치환). + */ +public interface TextAiClient { + + /** + * 프롬프트로 텍스트를 생성한다. 실패 시 {@code degraded=true·text=null}(예외를 던지지 않음). + * + * @param prompt 한국어 지시문(컨텍스트 포함) + * @return 생성 결과(텍스트 또는 degraded 폴백 신호) + */ + GenResult generate(String prompt); + + /** 생성 결과: 텍스트(폴백 시 null) + degraded(폴백 여부). */ + record GenResult(String text, boolean degraded) { + } +} diff --git a/backend/src/main/resources/application.yml b/backend/src/main/resources/application.yml index 911b642..82211b8 100644 --- a/backend/src/main/resources/application.yml +++ b/backend/src/main/resources/application.yml @@ -19,7 +19,8 @@ spring: # 91_uiws_port.sql: 업무 모듈 tb_uiws_* + hrm_users 2FA/로그인보조 컬럼 ALTER(멱등). # 92_uiws_system.sql: UIWS system(권한관리) tb_uiws_* 10테이블(부서/회사/코드/사용자/역할/메뉴/프로그램, 멱등). mode: ${SQL_INIT_MODE:always} - schema-locations: classpath:db/schema.sql,classpath:db/91_uiws_port.sql,classpath:db/92_uiws_system.sql + # 104_seed_ai_config.sql: AI 플랫폼(provider/모델) 설정 시드 hrm_settings ai.* (멱등 ON CONFLICT DO NOTHING). + schema-locations: classpath:db/schema.sql,classpath:db/91_uiws_port.sql,classpath:db/92_uiws_system.sql,classpath:db/104_seed_ai_config.sql continue-on-error: true servlet: multipart: @@ -42,9 +43,16 @@ guardia: erp-url: ${ERP_URL:http://localhost:8003} itsm-url: ${ITSM_URL:http://localhost:9001} groupware-url: ${GROUPWARE_URL:http://localhost:8009} - # 보안 불변 규칙: Ollama 온프레미스만 허용. 외부 AI API 절대 금지. + # 보안 불변 규칙: Ollama 온프레미스만 허용. 외부 AI API 절대 금지(Claude 는 소유자 승인 예외). ollama-url: ${OLLAMA_URL:http://localhost:11434} ollama-text-model: ${OLLAMA_TEXT_MODEL:llama3} + # 중앙 guardia-rag 연동(피드백 전달). base-url 은 서버 내부 루프백 전용 — 외부 URL 금지. + rag: + base-url: ${RAG_URL:http://127.0.0.1:8020} + enabled: ${RAG_ENABLED:true} + # 로컬 임베디드 DuckDB 학습 저장소 파일 경로(솔루션별 격리). + learning: + duckdb-path: ${HRM_LEARNING_DUCKDB:/opt/guardia-hrm/data/hrm_learning.duckdb} crypto: secret: ${HRM_CRYPTO_SECRET:guardia-hrm-aes-256-gcm-master-key-2026-zioinfo} jwt: diff --git a/backend/src/main/resources/db/104_seed_ai_config.sql b/backend/src/main/resources/db/104_seed_ai_config.sql new file mode 100644 index 0000000..5f9c7c1 --- /dev/null +++ b/backend/src/main/resources/db/104_seed_ai_config.sql @@ -0,0 +1,27 @@ +-- ===================================================================== +-- GUARDiA HRM — 104. AI 플랫폼(LLM provider) 설정 시드 (멱등) +-- 대상 DB : hrm_db (테이블 hrm_settings — schema.sql 에서 생성) +-- 적용 : application.yml spring.sql.init.mode=always + schema-locations 에 본 파일 등재. +-- mode:always 재실행 안전(ON CONFLICT DO NOTHING). +-- 설명 : 외부 Claude(Anthropic) API 를 온프레미스 Ollama 와 병행·선택형으로 추가. +-- 관리자(SUPERADMIN)가 런타임으로 provider/모델을 선택(재기동 불요, AiConfigService). +-- * ai.provider : ollama(기본) / claude / qwen3 / deepseek / glm +-- * ai.claude.model : claude-sonnet-4-6(기본) / claude-haiku-4-5 / claude-opus-4-8 +-- * ai.ollama.textModel: 빈값(=서버 프로퍼티 guardia.ollama-text-model 폴백) +-- * ai.enabled : true(기본, off=규칙기반 degraded) +-- 보안 : Claude API 키는 DB 에 저장하지 않는다 — 서버 환경변수 ANTHROPIC_API_KEY 로만 주입. +-- 본 시드에 키/시크릿/IP/비밀번호 일절 미포함. +-- 무회귀 : 기본 provider=ollama → 설정 미변경 시 기존 Ollama 동작과 바이트 동일. +-- 멱등 : INSERT ... ON CONFLICT (key) DO NOTHING. +-- ===================================================================== + +SET client_encoding = 'UTF8'; + +INSERT INTO hrm_settings (key, value, description) VALUES + ('ai.provider', 'ollama', 'AI provider(ollama/claude/qwen3/deepseek/glm)'), + ('ai.claude.model', 'claude-sonnet-4-6', 'Claude 모델 ID(화이트리스트)'), + ('ai.ollama.textModel', '', 'Ollama 텍스트 모델(빈값=서버 기본 폴백)'), + ('ai.enabled', 'true', '전역 AI 사용 여부(off=규칙기반 degraded)') +ON CONFLICT (key) DO NOTHING; + +-- end 104_seed_ai_config.sql diff --git a/backend/src/main/resources/static/assets/index-B1fHWJij.css b/backend/src/main/resources/static/assets/index-B1fHWJij.css deleted file mode 100644 index 6957ee8..0000000 --- a/backend/src/main/resources/static/assets/index-B1fHWJij.css +++ /dev/null @@ -1 +0,0 @@ -*,:before,:after{--tw-border-spacing-x: 0;--tw-border-spacing-y: 0;--tw-translate-x: 0;--tw-translate-y: 0;--tw-rotate: 0;--tw-skew-x: 0;--tw-skew-y: 0;--tw-scale-x: 1;--tw-scale-y: 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All component children of must be a or `),We(!r.props.index||!r.props.children,"An index route cannot have child routes.");let l={id:r.props.id||i.join("-"),caseSensitive:r.props.caseSensitive,element:r.props.element,Component:r.props.Component,index:r.props.index,path:r.props.path,middleware:r.props.middleware,loader:r.props.loader,action:r.props.action,hydrateFallbackElement:r.props.hydrateFallbackElement,HydrateFallback:r.props.HydrateFallback,errorElement:r.props.errorElement,ErrorBoundary:r.props.ErrorBoundary,hasErrorBoundary:r.props.hasErrorBoundary===!0||r.props.ErrorBoundary!=null||r.props.errorElement!=null,shouldRevalidate:r.props.shouldRevalidate,handle:r.props.handle,lazy:r.props.lazy};r.props.children&&(l.children=ay(r.props.children,i)),n.push(l)}),n}var Tc="get",Nc="application/x-www-form-urlencoded";function kd(e){return typeof HTMLElement<"u"&&e instanceof HTMLElement}function BD(e){return kd(e)&&e.tagName.toLowerCase()==="button"}function zD(e){return kd(e)&&e.tagName.toLowerCase()==="form"}function UD(e){return kd(e)&&e.tagName.toLowerCase()==="input"}function ID(e){return!!(e.metaKey||e.altKey||e.ctrlKey||e.shiftKey)}function HD(e,t){return e.button===0&&(!t||t==="_self")&&!ID(e)}var Zu=null;function qD(){if(Zu===null)try{new FormData(document.createElement("form"),0),Zu=!1}catch{Zu=!0}return Zu}var GD=new Set(["application/x-www-form-urlencoded","multipart/form-data","text/plain"]);function jp(e){return e!=null&&!GD.has(e)?(Yn(!1,`"${e}" is not a valid \`encType\` for \`

\`/\`\` and will default to "${Nc}"`),null):e}function YD(e,t){let n,r,a,i,l;if(zD(e)){let o=e.getAttribute("action");r=o?Pr(o,t):null,n=e.getAttribute("method")||Tc,a=jp(e.getAttribute("enctype"))||Nc,i=new FormData(e)}else if(BD(e)||UD(e)&&(e.type==="submit"||e.type==="image")){let o=e.form;if(o==null)throw new Error('Cannot submit a + ) + })} + + + {provider === 'glm' && ( +
+ glm4:9b 은 약 5.5GB 로드 — 현재 서버 RAM 여유 부족 시 콜드로드 실패하여 폴백될 수 있습니다. +
+ )} + + {provider === 'claude' && ( +
+
Claude 모델
+ + {cfg && !cfg.claudeKeySet && ( +
+ 서버에 ANTHROPIC_API_KEY 미설정 — 저장은 되나 실제로는 Ollama 로 폴백 동작합니다. +
+ )} +
+ )} + +
+ + +
+ + {test && ( +
+ {test.ok ? '정상' : '주의'} · {test.message} +
+ )} + + + {/* AI 답변 피드백(학습 루프) */} +
+
AI 답변 피드백 (학습 루프)
+

+ 피드백은 로컬 DuckDB(ai_feedback)에 적재되고 중앙 guardia-rag 로 전달됩니다. 입력 텍스트는 서버에서 PII 마스킹 후 저장됩니다(인사 데이터 보호). +

+
+
+ + +
+
+