diff --git a/backend/pom.xml b/backend/pom.xml index 54b4888..f241ef8 100644 --- a/backend/pom.xml +++ b/backend/pom.xml @@ -22,6 +22,7 @@ 2.6.0 3.0.3 42.7.7 + 1.1.3 @@ -42,6 +43,10 @@ org.postgresqlpostgresql${postgresql.version} + + + org.duckdbduckdb_jdbc${duckdb.version}runtime + io.jsonwebtokenjjwt-api${jjwt.version} io.jsonwebtokenjjwt-impl${jjwt.version}runtime diff --git a/backend/src/main/java/com/zioinfo/mes/ai/AiService.java b/backend/src/main/java/com/zioinfo/mes/ai/AiService.java index d38c564..6cd39db 100644 --- a/backend/src/main/java/com/zioinfo/mes/ai/AiService.java +++ b/backend/src/main/java/com/zioinfo/mes/ai/AiService.java @@ -1,5 +1,7 @@ package com.zioinfo.mes.ai; +import com.zioinfo.mes.ai.service.AiTextRouter; +import com.zioinfo.mes.common.ai.TextAiClient.GenResult; import lombok.RequiredArgsConstructor; import lombok.extern.slf4j.Slf4j; import org.springframework.stereotype.Service; @@ -31,11 +33,19 @@ import java.util.Map; public class AiService { private final OllamaClient ollama; + /** provider 라우팅(Claude→Ollama 폴백) + 로컬 학습 로그 경유. 기존 OllamaClient 직접 호출을 대체. */ + private final AiTextRouter aiTextRouter; public boolean ollamaAvailable() { return ollama.available(); } + /** 라우터 경유 텍스트 생성 — degraded 면 null(호출부가 Java 폴백 수행). */ + private String routeGenerate(String prompt) { + GenResult r = aiTextRouter.generate(prompt); + return (r != null && !r.degraded()) ? r.text() : null; + } + // 1. 불량 원인 분석 (공정/설비/자재 상관) public Map defectRootCause(String defectCode, List> context) { Map result = new LinkedHashMap<>(); @@ -44,11 +54,11 @@ public class AiService { "당신은 제조 품질 엔지니어입니다. 불량코드 '%s' 와 관련 공정/설비/자재 데이터: %s. " + "가장 가능성 높은 추정 원인 1가지와 권고 조치를 'CAUSE: ...\\nACTION: ...' 형식 한국어로 출력.", defectCode, ctx); - String out = ollama.generate(prompt); + String out = routeGenerate(prompt); if (out != null && !out.isBlank()) { result.put("cause", firstNonBlank(extractLine(out, "CAUSE:"), out)); result.put("action", extractLine(out, "ACTION:")); - result.put("source", "ollama"); + result.put("source", "ai"); return result; } // Java 폴백: 불량코드 분류 규칙 @@ -156,12 +166,12 @@ public class AiService { Map filter = new LinkedHashMap<>(); if (naturalQuery == null || naturalQuery.isBlank()) return filter; String prompt = "다음 질의에서 검색 필터를 'STATUS:..\\nITEM:..\\nDATE:..' 형식으로만 추출:\\n" + naturalQuery; - String out = ollama.generate(prompt); + String out = routeGenerate(prompt); if (out != null && !out.isBlank()) { putIf(filter, "status", extractLine(out, "STATUS:")); putIf(filter, "item", extractLine(out, "ITEM:")); putIf(filter, "date", extractLine(out, "DATE:")); - if (!filter.isEmpty()) { filter.put("source", "ollama"); return filter; } + if (!filter.isEmpty()) { filter.put("source", "ai"); return filter; } } // Java 폴백: 키워드 매칭 String q = naturalQuery.toLowerCase(); diff --git a/backend/src/main/java/com/zioinfo/mes/ai/OllamaClient.java b/backend/src/main/java/com/zioinfo/mes/ai/OllamaClient.java index 2677f22..10dab85 100644 --- a/backend/src/main/java/com/zioinfo/mes/ai/OllamaClient.java +++ b/backend/src/main/java/com/zioinfo/mes/ai/OllamaClient.java @@ -34,11 +34,20 @@ public class OllamaClient { this.visionModel = visionModel; } - /** 프롬프트로 텍스트 생성. 실패 시 빈 문자열 반환(예외 없음). */ - @SuppressWarnings("unchecked") + /** 프롬프트로 텍스트 생성(기본 텍스트 모델). 실패 시 빈 문자열 반환(예외 없음). */ public String generate(String prompt) { + return generate(prompt, textModel); + } + + /** + * 지정 모델로 텍스트 생성(AiTextRouter 의 provider 별 소형 모델 선택 경유). 실패 시 빈 문자열. + * 기존 {@link #generate(String)} 계약 보존 — 본 오버로드만 추가. + */ + @SuppressWarnings("unchecked") + public String generate(String prompt, String model) { + String useModel = (model == null || model.isBlank()) ? textModel : model.trim(); try { - Map body = Map.of("model", textModel, "prompt", prompt, "stream", false); + Map body = Map.of("model", useModel, "prompt", prompt, "stream", false); Map res = builder.baseUrl(ollamaUrl).build() .post().uri("/api/generate") .bodyValue(body) diff --git a/backend/src/main/java/com/zioinfo/mes/ai/controller/AiConfigController.java b/backend/src/main/java/com/zioinfo/mes/ai/controller/AiConfigController.java new file mode 100644 index 0000000..63b4070 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/mes/ai/controller/AiConfigController.java @@ -0,0 +1,54 @@ +package com.zioinfo.mes.ai.controller; + +import com.zioinfo.mes.admin.AuditService; +import com.zioinfo.mes.ai.dto.AiConfigDto; +import com.zioinfo.mes.ai.dto.AiConfigUpdateRequest; +import com.zioinfo.mes.ai.service.AiConfigService; +import com.zioinfo.mes.common.ApiResponse; +import lombok.RequiredArgsConstructor; +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-MES] + * SecurityConfig {@code /api/admin/** hasRole(SUPERADMIN)} 게이트로 보호된다. + * + *

mes_setting(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/admin/ai-config 현재 효과 설정(키 값 제외, keySet 불리언만)
    • + *
  • PUT /api/admin/ai-config provider/모델 갱신(화이트리스트 검증)
    • + *
  • POST /api/admin/ai-config/test 저장 설정 기준 선택 provider 연결 테스트(요약 결과만)
    • + *
+ */ +@RestController +@RequestMapping("/api/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) { + return ApiResponse.ok(service.update(req, AuditService.currentActor())); + } + + @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/mes/ai/dto/AiConfigDto.java b/backend/src/main/java/com/zioinfo/mes/ai/dto/AiConfigDto.java new file mode 100644 index 0000000..7371a38 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/mes/ai/dto/AiConfigDto.java @@ -0,0 +1,18 @@ +package com.zioinfo.mes.ai.dto; + +/** + * AI 설정 조회 DTO — API 키 값 미반환(claudeKeySet 으로 설정 여부만). [GUARDiA-MES] + * + * @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/mes/ai/dto/AiConfigUpdateRequest.java b/backend/src/main/java/com/zioinfo/mes/ai/dto/AiConfigUpdateRequest.java new file mode 100644 index 0000000..57d5748 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/mes/ai/dto/AiConfigUpdateRequest.java @@ -0,0 +1,14 @@ +package com.zioinfo.mes.ai.dto; + +/** + * AI 설정 저장 요청 — 화이트리스트 검증. [GUARDiA-MES] + * + * @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/mes/ai/learning/AiFeedbackController.java b/backend/src/main/java/com/zioinfo/mes/ai/learning/AiFeedbackController.java new file mode 100644 index 0000000..89ed5bf --- /dev/null +++ b/backend/src/main/java/com/zioinfo/mes/ai/learning/AiFeedbackController.java @@ -0,0 +1,97 @@ +package com.zioinfo.mes.ai.learning; + +import com.zioinfo.mes.admin.AuditService; +import com.zioinfo.mes.common.ApiResponse; +import lombok.RequiredArgsConstructor; +import lombok.extern.slf4j.Slf4j; +import org.springframework.beans.factory.annotation.Value; +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 org.springframework.web.reactive.function.client.WebClient; + +import java.time.Duration; +import java.util.LinkedHashMap; +import java.util.Map; + +/** + * AI 답변 피드백 수집(👍/👎 + 교정). [GUARDiA-MES] + * + *

{@code POST /api/ai/feedback} — ① 로컬 DuckDB({@link AiLearningStore}) 적재(오프라인 AI 분석/학습셋) + * + ② 중앙 guardia-rag {@code /feedback} 전달(통합 학습·평가 게이트). 둘 중 하나가 실패해도 200 을 유지한다. + * + *

인증: {@code /api/ai/**} 는 SecurityConfig 의 {@code anyRequest().authenticated()} 로 로그인 사용자면 + * 누구나 피드백 가능(관리자 전용 아님). PII/자격증명은 로컬 적재 전 마스킹된다. + * 보안 불변: 중앙 rag 는 온프레미스 루프백 전용. 외부 전달 없음. 응답에 키/스택트레이스 미포함. + */ +@Slf4j +@RestController +@RequestMapping("/api/ai/feedback") +@RequiredArgsConstructor +public class AiFeedbackController { + + private final AiLearningStore store; + private final WebClient.Builder webClientBuilder; + + @Value("${guardia.rag.base-url:http://127.0.0.1:8020}") + private String ragBaseUrl; + + @Value("${guardia.rag.enabled:true}") + private boolean ragEnabled; + + @PostMapping + public ApiResponse> feedback(@RequestBody FeedbackRequest req) { + String actor = AuditService.currentActor(); + + // ① 로컬 DuckDB 적재(PII 마스킹은 store 내부에서 수행) + store.saveFeedback(req.feature(), req.question(), req.answer(), + req.verdict(), req.correction(), actor); + + // ② 중앙 guardia-rag 전달(fire-and-forget, 실패 무시 — 응답은 항상 200) + boolean forwarded = forwardToCentralRag(req); + + Map out = new LinkedHashMap<>(); + out.put("stored", store.isEnabled()); // 로컬 DuckDB 적재 가능 여부 + out.put("forwarded", forwarded); // 중앙 rag 전달 시도 여부 + return ApiResponse.ok(out); + } + + /** 중앙 guardia-rag /feedback 전달. 미가용/타임아웃/예외는 조용히 무시. */ + private boolean forwardToCentralRag(FeedbackRequest req) { + if (!ragEnabled) { + return false; + } + try { + Map body = new LinkedHashMap<>(); + body.put("solution", "mes"); + body.put("feature", req.feature()); + body.put("question", req.question()); + body.put("answer", req.answer()); + body.put("verdict", req.verdict()); + body.put("correction", req.correction()); + webClientBuilder.baseUrl(ragBaseUrl).build() + .post().uri("/feedback") + .bodyValue(body) + .retrieve() + .toBodilessEntity() + .timeout(Duration.ofSeconds(5)) + .subscribe( + ok -> {}, + err -> log.debug("중앙 rag /feedback 전달 실패(무시): {}", err.getClass().getSimpleName())); + return true; + } catch (Exception e) { + log.debug("중앙 rag /feedback 전달 예외(무시): {}", e.getClass().getSimpleName()); + return false; + } + } + + /** 피드백 요청 — verdict: up/down, correction: 교정문(선택). */ + public record FeedbackRequest( + String feature, + String question, + String answer, + String verdict, + String correction) { + } +} diff --git a/backend/src/main/java/com/zioinfo/mes/ai/learning/AiLearningStore.java b/backend/src/main/java/com/zioinfo/mes/ai/learning/AiLearningStore.java new file mode 100644 index 0000000..c992dea --- /dev/null +++ b/backend/src/main/java/com/zioinfo/mes/ai/learning/AiLearningStore.java @@ -0,0 +1,170 @@ +package com.zioinfo.mes.ai.learning; + +import jakarta.annotation.PostConstruct; +import jakarta.annotation.PreDestroy; +import lombok.extern.slf4j.Slf4j; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Component; + +import java.io.File; +import java.sql.Connection; +import java.sql.DriverManager; +import java.sql.PreparedStatement; +import java.sql.Statement; +import java.sql.Timestamp; +import java.time.Instant; +import java.util.regex.Pattern; + +/** + * MES AI 로컬 학습 저장소 — 임베디드 DuckDB(단일 파일). [GUARDiA-MES] + * + *

AI 피드백(👍/👎+교정)과 추론 로그를 솔루션 로컬 DuckDB 파일에 적재해 오프라인 AI 분석/학습 데이터셋으로 + * 사용한다(중앙 guardia-rag 로의 전달은 {@code AiFeedbackController} 가 별도로 수행 — 이 클래스는 로컬 적재만). + * + *

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: 드라이버는 리플렉션 로드(컴파일 타임 의존 0). 파일/디렉터리 미가용(로컬 개발 등)이면 + * {@code enabled=false} 로 조용히 비활성 — 절대 예외를 던지지 않아 AI 기능은 그대로 동작한다. + * 보안: 저장 전 PII(주민번호·카드·전화·이메일)·자격증명 마스킹. 솔루션별 파일 격리. + */ +@Slf4j +@Component +public class AiLearningStore { + + private static final String SOLUTION = "mes"; + + // PII 마스킹 패턴(수집 전 적용) + private static final Pattern RRN = Pattern.compile("\\d{6}[- ]?\\d{7}"); + private static final Pattern CARD = Pattern.compile("\\b(?:\\d[ -]?){13,16}\\b"); + private static final Pattern PHONE = Pattern.compile("01[016789][- ]?\\d{3,4}[- ]?\\d{4}"); + private static final Pattern EMAIL = Pattern.compile("[\\w.+-]+@[\\w.-]+\\.[A-Za-z]{2,}"); + private static final int MAX_TEXT = 4000; + + @Value("${mes.ai.duckdb-path:/opt/guardia-mes/data/mes_learning.duckdb}") + private String dbPath; + + private volatile boolean enabled = false; + private Connection conn; + private final Object lock = new Object(); + + @PostConstruct + void init() { + try { + Class.forName("org.duckdb.DuckDBDriver"); + File f = new File(dbPath); + File dir = f.getParentFile(); + if (dir != null && !dir.exists() && !dir.mkdirs()) { + log.warn("AiLearningStore(DuckDB) 비활성 — 디렉터리 생성 불가(로컬 AI 분석 저장 생략, AI 기능은 정상)"); + return; + } + conn = DriverManager.getConnection("jdbc:duckdb:" + dbPath); + try (Statement st = conn.createStatement()) { + st.execute("CREATE SEQUENCE IF NOT EXISTS ai_feedback_seq START 1"); + st.execute("CREATE TABLE IF NOT EXISTS ai_feedback (" + + "id BIGINT, ts TIMESTAMP, solution VARCHAR, feature VARCHAR, question VARCHAR, " + + "answer VARCHAR, verdict VARCHAR, correction VARCHAR, user_masked VARCHAR)"); + st.execute("CREATE SEQUENCE IF NOT EXISTS ai_infer_log_seq START 1"); + st.execute("CREATE TABLE IF NOT EXISTS ai_infer_log (" + + "id BIGINT, ts TIMESTAMP, provider VARCHAR, model VARCHAR, latency_ms BIGINT, degraded BOOLEAN)"); + } + enabled = true; + log.info("AiLearningStore(DuckDB) 준비 완료 (solution=mes)"); + } catch (Throwable t) { + enabled = false; // duckdb 미로딩/파일 미가용 — 조용히 비활성(AI 기능 무영향) + log.warn("AiLearningStore(DuckDB) 비활성 ({}) — 로컬 AI 학습 저장 생략, AI 기능은 정상 동작", + t.getClass().getSimpleName()); + } + } + + public boolean isEnabled() { + return enabled; + } + + /** 추론 1건 로그(provider/model/지연/폴백여부). 실패해도 예외 없음. */ + public void logInfer(String provider, String model, long latencyMs, boolean degraded) { + if (!enabled) { + return; + } + synchronized (lock) { + try (PreparedStatement ps = conn.prepareStatement( + "INSERT INTO ai_infer_log VALUES (nextval('ai_infer_log_seq'), ?, ?, ?, ?, ?)")) { + ps.setTimestamp(1, Timestamp.from(Instant.now())); + ps.setString(2, provider); + ps.setString(3, model); + ps.setLong(4, Math.max(0, latencyMs)); + ps.setBoolean(5, degraded); + ps.executeUpdate(); + } catch (Throwable t) { + log.debug("ai_infer_log insert skip: {}", t.getClass().getSimpleName()); + } + } + } + + /** 피드백 1건 저장(로컬). PII 마스킹 후 적재. 실패해도 예외 없음. */ + public void saveFeedback(String feature, String question, String answer, + String verdict, String correction, String actor) { + if (!enabled) { + return; + } + synchronized (lock) { + try (PreparedStatement ps = conn.prepareStatement( + "INSERT INTO ai_feedback VALUES (nextval('ai_feedback_seq'), ?, ?, ?, ?, ?, ?, ?, ?)")) { + ps.setTimestamp(1, Timestamp.from(Instant.now())); + ps.setString(2, SOLUTION); + ps.setString(3, clip(feature)); + ps.setString(4, mask(question)); + ps.setString(5, mask(answer)); + ps.setString(6, clip(verdict)); + ps.setString(7, mask(correction)); + ps.setString(8, maskActor(actor)); + ps.executeUpdate(); + } catch (Throwable t) { + log.debug("ai_feedback insert skip: {}", t.getClass().getSimpleName()); + } + } + } + + @PreDestroy + void close() { + if (conn != null) { + try { + conn.close(); + } catch (Throwable ignored) { + // best-effort + } + } + } + + // ── PII/자격증명 마스킹 ── + static String mask(String s) { + if (s == null || s.isBlank()) { + return null; + } + String v = s.length() > MAX_TEXT ? s.substring(0, MAX_TEXT) : s; + v = RRN.matcher(v).replaceAll("######-#######"); + v = CARD.matcher(v).replaceAll("****-****-****-****"); + v = PHONE.matcher(v).replaceAll("***-****-****"); + v = EMAIL.matcher(v).replaceAll("***@***"); + return v; + } + + /** 작성자 식별자는 앞 2자만 남기고 마스킹(감사 최소화). */ + static String maskActor(String actor) { + if (actor == null || actor.isBlank()) { + return "anon"; + } + String a = actor.trim(); + return a.length() <= 2 ? a.charAt(0) + "*" : a.substring(0, 2) + "***"; + } + + private static String clip(String s) { + if (s == null) { + return null; + } + return s.length() > 200 ? s.substring(0, 200) : s; + } +} diff --git a/backend/src/main/java/com/zioinfo/mes/ai/service/AiConfigService.java b/backend/src/main/java/com/zioinfo/mes/ai/service/AiConfigService.java new file mode 100644 index 0000000..6291cf3 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/mes/ai/service/AiConfigService.java @@ -0,0 +1,251 @@ +package com.zioinfo.mes.ai.service; + +import com.zioinfo.mes.admin.AuditService; +import com.zioinfo.mes.admin.dto.MesSetting; +import com.zioinfo.mes.admin.mapper.SettingMapper; +import com.zioinfo.mes.ai.OllamaClient; +import com.zioinfo.mes.ai.dto.AiConfigDto; +import com.zioinfo.mes.ai.dto.AiConfigUpdateRequest; +import com.zioinfo.mes.common.ai.ClaudeTextClient; +import com.zioinfo.mes.common.ai.TextAiClient.GenResult; +import lombok.RequiredArgsConstructor; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Service; + +import java.util.Set; + +/** + * AI provider 런타임 설정(mes_setting, key='ai.*') 단일 출처 서비스. [GUARDiA-MES] + * + *

해상도: DB(mes_setting) 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 초과 가능 — 선택은 허용하되 콜드로드 실패 시 폴백(설정 화면 RAM 배지 표시). + * + *

레퍼런스: guardia-ocr {@code ai.service.AiConfigService} 미러(glm provider 추가). + */ +@Service +@RequiredArgsConstructor +public class AiConfigService { + + // --- mes_setting 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 텍스트 모델 + public static final String MODEL_QWEN3 = "qwen3:1.7b"; // 서버 pull·검증 완료(중국 top1 오픈소스) + public static final String MODEL_DEEPSEEK = "deepseek-r1:1.5b"; + public static final String MODEL_GLM = "glm4:9b"; // ★RAM 초과 가능 — 콜드로드 실패 시 폴백 + + /** 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). */ + public static final Set ALLOWED_OLLAMA_MODELS = + Set.of("qwen3:1.7b", "deepseek-r1:1.5b", "glm4:9b", "llama3.2:1b"); + + private final SettingMapper repo; + private final ClaudeTextClient claudeClient; + private final OllamaClient ollamaClient; // 연결 테스트용 텍스트 generate + private final AuditService auditService; + + /** 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(llama3.2:1b). 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 = ollamaClient.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) + ? "Ollama 연결 실패 또는 모델 미가용 — glm4:9b 는 RAM 여유가 필요합니다(설정 확인)." + : "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) { + MesSetting c = repo.findByKey(key); + if (c == null) { + return null; + } + String v = c.getValue(); + return (v != null && !v.isBlank()) ? v : null; + } + + private void upsertAudited(String key, String val, String actor) { + MesSetting before = repo.findByKey(key); + String prev = before == null ? "(none)" : before.getValue(); + if (val.equals(prev)) { + return; // 변경 없음 → 감사 로그 생략 + } + repo.upsert(key, val); + auditService.log(actor == null ? "SYSTEM" : actor, "AI_CONFIG_CHANGE", key, prev + " -> " + val); + } +} diff --git a/backend/src/main/java/com/zioinfo/mes/ai/service/AiTextRouter.java b/backend/src/main/java/com/zioinfo/mes/ai/service/AiTextRouter.java new file mode 100644 index 0000000..06b25ce --- /dev/null +++ b/backend/src/main/java/com/zioinfo/mes/ai/service/AiTextRouter.java @@ -0,0 +1,74 @@ +package com.zioinfo.mes.ai.service; + +import com.zioinfo.mes.ai.OllamaClient; +import com.zioinfo.mes.ai.learning.AiLearningStore; +import com.zioinfo.mes.common.ai.ClaudeTextClient; +import com.zioinfo.mes.common.ai.TextAiClient; +import com.zioinfo.mes.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(불량원인분석·자연어조회 등). [GUARDiA-MES] + * {@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). + * 각 호출의 provider/model/지연/degraded 는 로컬 DuckDB({@link AiLearningStore})에 기록(학습·오프라인 분석용). + * + *

비전 OCR 등 이미지 경로는 {@link OllamaClient#vision} 이 담당(이 텍스트 라우터를 거치지 않음). + * + *

레퍼런스: guardia-ocr {@code ai.service.AiTextRouter} 미러(glm provider·infer log 추가). + */ +@Slf4j +@Service +@RequiredArgsConstructor +public class AiTextRouter implements TextAiClient { + + private final AiConfigService aiConfig; + private final ClaudeTextClient claudeClient; + private final OllamaClient ollamaClient; // 온프레미스 평문 generate + private final AiLearningStore 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); + long ms = System.currentTimeMillis() - start; + if (!r.degraded() && r.text() != null && !r.text().isBlank()) { + learningStore.logInfer(AiConfigService.PROVIDER_CLAUDE, model, ms, false); + return r; + } + // claude 실패/빈응답 → 온프레미스 Ollama 자동 폴백(선택모델). + learningStore.logInfer(AiConfigService.PROVIDER_CLAUDE, model, ms, true); + log.warn("Claude path degraded -> Ollama fallback"); + return ollamaGenerate(prompt, aiConfig.ollamaTextModel()); + } + // provider = ollama / qwen3 / deepseek / glm → 해당 Ollama 모델 + return ollamaGenerate(prompt, aiConfig.ollamaTextModel()); + } + + /** Ollama 평문 generate 를 GenResult 로 래핑(실패 시 degraded). provider/model/지연 로컬 로그. */ + private GenResult ollamaGenerate(String prompt, String model) { + long start = System.currentTimeMillis(); + String txt = ollamaClient.generate(prompt, model); + long ms = System.currentTimeMillis() - start; + boolean degraded = (txt == null || txt.isBlank()); + learningStore.logInfer(aiConfig.provider(), model, ms, degraded); + if (degraded) { + return new GenResult(null, true); + } + return new GenResult(txt, false); + } +} diff --git a/backend/src/main/java/com/zioinfo/mes/common/ai/ClaudeTextClient.java b/backend/src/main/java/com/zioinfo/mes/common/ai/ClaudeTextClient.java new file mode 100644 index 0000000..d7d37bd --- /dev/null +++ b/backend/src/main/java/com/zioinfo/mes/common/ai/ClaudeTextClient.java @@ -0,0 +1,171 @@ +package com.zioinfo.mes.common.ai; + +import com.fasterxml.jackson.databind.JsonNode; +import com.fasterxml.jackson.databind.ObjectMapper; +import com.zioinfo.mes.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-MES] + * + *

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 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(프롬프트 직렬화 규칙). */ + 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/mes/common/ai/TextAiClient.java b/backend/src/main/java/com/zioinfo/mes/common/ai/TextAiClient.java new file mode 100644 index 0000000..2857b32 --- /dev/null +++ b/backend/src/main/java/com/zioinfo/mes/common/ai/TextAiClient.java @@ -0,0 +1,27 @@ +package com.zioinfo.mes.common.ai; + +/** + * 텍스트 생성 공용 인터페이스 (AI provider 추상화). [GUARDiA-MES] + * + *

온프레미스 Ollama({@code ai.OllamaClient#generate})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 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 5568360..2d2c4ee 100644 --- a/backend/src/main/resources/application.yml +++ b/backend/src/main/resources/application.yml @@ -18,8 +18,8 @@ spring: # UIWS 이식: 91_uiws_port.sql(tb_uiws_* + mes_user 2FA ALTER, 전부 멱등)만 부팅 시 적용. # 기존 schema.sql 은 deploy_server 가 psql 로 별도 적용(비멱등 시드 충돌 회피). mode: ${SQL_INIT_MODE:always} - # 91=업무/2FA(tb_uiws_* + mes_user ALTER), 92=권한관리 system(tb_uiws_sys_user/role/menu...). 전부 멱등. - schema-locations: classpath:db/91_uiws_port.sql,classpath:db/92_uiws_system.sql + # 91=업무/2FA(tb_uiws_* + mes_user ALTER), 92=권한관리 system, 104=AI 플랫폼 설정 시드(멱등). 전부 멱등. + schema-locations: 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: @@ -50,6 +50,9 @@ mes: mode: ${UIWS_MAIL_MODE:log} # LogMailSender 폴백(외부 API 0). 운영 smtp 시 별도 빈 upload: upload-dir: ${UIWS_UPLOAD_DIR:./uploads/uiws} + # ── AI 로컬 학습 저장소(임베디드 DuckDB) — 피드백/추론 로그. 미가용 시 조용히 비활성(AI 기능 무영향) ── + ai: + duckdb-path: ${MES_DUCKDB_PATH:/opt/guardia-mes/data/mes_learning.duckdb} guardia: erp-url: ${ERP_URL:http://localhost:8003} @@ -64,6 +67,7 @@ guardia: enabled: ${RAG_ENABLED:true} solution: mes # 보안 불변 규칙: Ollama 온프레미스만 허용. 외부 AI API 절대 금지. + # (예외: Claude 는 소유자 승인으로 api.anthropic.com 단일 경로 허용 — 키는 ANTHROPIC_API_KEY env 로만 주입) ollama-url: ${OLLAMA_URL:http://localhost:11434} ollama-text-model: ${OLLAMA_TEXT_MODEL:llama3.2:1b} ollama-vision-model: ${OLLAMA_VISION_MODEL:moondream} 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..841f8a7 --- /dev/null +++ b/backend/src/main/resources/db/104_seed_ai_config.sql @@ -0,0 +1,34 @@ +-- ===================================================================== +-- GUARDiA MES — 104. AI 플랫폼(LLM provider) 설정 시드 (멱등) +-- 대상 DB : mes_db (테이블 mes_setting) +-- 적용 : application.yml spring.sql.init.mode=always + schema-locations 에 본 파일 등재. +-- mode:always + continue-on-error 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, llama3.2:1b) +-- * 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 : 테이블 IF NOT EXISTS + INSERT ... ON CONFLICT (key) DO NOTHING. +-- ===================================================================== + +SET client_encoding = 'UTF8'; + +-- mes_setting 이 (schema.sql 미적용 환경에서도) 존재하도록 멱등 생성. +CREATE TABLE IF NOT EXISTS mes_setting ( + key VARCHAR(200) PRIMARY KEY, + value TEXT, + updated_at TIMESTAMP DEFAULT NOW() +); + +INSERT INTO mes_setting (key, value) VALUES + ('ai.provider', 'ollama'), + ('ai.claude.model', 'claude-sonnet-4-6'), + ('ai.ollama.textModel', ''), + ('ai.enabled', 'true') +ON CONFLICT (key) DO NOTHING; + +-- end 104_seed_ai_config.sql diff --git a/backend/src/main/resources/static/assets/index-BMixRD2-.css b/backend/src/main/resources/static/assets/index-BMixRD2-.css new file mode 100644 index 0000000..0af33d6 --- /dev/null +++ b/backend/src/main/resources/static/assets/index-BMixRD2-.css @@ -0,0 +1 @@ +*,: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: 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\`/\`\` and will default to "${qd}"`),null):e}function m5(e,t){let n,r,a,i,l;if(c5(e)){let o=e.getAttribute("action");r=o?Ca(o,t):null,n=e.getAttribute("method")||Ud,a=Xy(e.getAttribute("enctype"))||qd,i=new FormData(e)}else if(o5(e)||u5(e)&&(e.type==="submit"||e.type==="image")){let o=e.form;if(o==null)throw new Error('Cannot submit a + + + {err && ( +
+ {err} +
+ )} + + {(showKeyFallback || showDisabledFallback) && ( +
+ {showKeyFallback + ? 'Claude API 키가 설정되지 않아 Ollama(온프레미스)로 폴백 동작합니다. 서버 환경변수 ANTHROPIC_API_KEY 설정 후 사용하세요.' + : 'AI 기능이 비활성 상태입니다. 모든 AI 결과는 규칙 기반(degraded)으로 동작합니다.'} +
+ )} + + {isGlm && ( +
+ + + GLM(glm4:9b)은 약 5.5GB 로드가 필요해 현재 서버 RAM(≈2.1GB)에서는 콜드로드가 실패할 수 있습니다. + 선택은 허용되지만 실패 시 자동으로 폴백(degraded)됩니다. RAM 증설 후 사용을 권장합니다. + +
+ )} + +
+ {/* ── 제공자 & 모델 ── */} +
+

+ 제공자 & 모델 +

+ +
+ {PROVIDERS.map(p => ( + + ))} +
+ + {/* Ollama 계열 — 텍스트 모델 읽기 전용 표시 */} + {!isClaude && ( +
+ +
+ {ollamaTextModel || 'llama3.2:1b'} +
+

+ 온프레미스 모델 — provider 별 고정. 외부 호출 없음. +

+
+ )} + + {/* Claude — 모델 셀렉트 + 키 배지(값 비노출) */} + {isClaude && ( + <> +
+ + +
+
+ + + {claudeKeySet ? '설정됨' : '미설정'} + +

+ 키는 서버 환경변수(ANTHROPIC_API_KEY)로만 주입되며 화면·응답·로그에 노출되지 않습니다. +

+
+ + )} + +
+ + {saved && 저장됨} +
+
+ + {/* ── 연결 테스트 ── */} +
+

+ 연결 테스트 +

+

+ 저장된 설정 기준으로 선택한 제공자에 짧은 ping 을 보내 연결을 확인합니다(요약 결과만). +

+
+ + {testResult && ( + + {testResult.message} + + )} +
+

+ 먼저 변경 사항을 저장한 뒤 테스트하세요. Claude 실패 시 Ollama 로 자동 폴백합니다. +

+
+
+ + ) +} diff --git a/frontend/src/pages/AiTools.tsx b/frontend/src/pages/AiTools.tsx index 8ab9c74..8de8a1f 100644 --- a/frontend/src/pages/AiTools.tsx +++ b/frontend/src/pages/AiTools.tsx @@ -8,7 +8,7 @@ import { Card, Btn, Field } from '../components/ui' import { getAiStatus, aiDefectRootCause, aiForecast, aiPredictiveMaintenance, aiSpcAnomaly, aiParseQuery, aiSafetyStock, aiScheduleOptimize, - ragDefectAnalysis, ragPredictAnalysis, ragFeedback, + ragDefectAnalysis, ragPredictAnalysis, ragFeedback, postAiFeedback, } from '../api/client' /** 적용된 기법 배지 — 응답의 applied metadata 를 시각화(토글 effect 관측). */ @@ -49,6 +49,25 @@ function FeedbackBar({ answerId, query }: { answerId?: string; query?: string }) ) } +/** 👍/👎 로컬 학습 피드백 (POST /api/ai/feedback → 로컬 DuckDB + 중앙 rag). 결과가 있을 때만 노출. */ +function LocalFeedbackBar({ feature, question, answer }: { feature: string; question?: string; answer?: any }) { + const [done, setDone] = useState('') + if (answer == null) return null + const ans = typeof answer === 'string' ? answer : JSON.stringify(answer) + const send = async (verdict: 'up' | 'down') => { + try { await postAiFeedback({ feature, question, answer: ans, verdict }); setDone(verdict === 'up' ? '👍 반영됨' : '👎 반영됨') } + catch { setDone('전송 실패') } + } + return ( +
+ 이 결과가 도움이 됐나요? + + + {done && {done}} +
+ ) +} + function Output({ data }: { data: any }) { if (data == null) return null if (typeof data === 'string') return 
{data}
@@ -179,6 +198,7 @@ function DefectTool() {