package kr.re.etri.autoflow.controllers; import io.swagger.v3.oas.annotations.Operation; import io.swagger.v3.oas.annotations.Parameter; import io.swagger.v3.oas.annotations.tags.Tag; import jakarta.transaction.Transactional; import kr.re.etri.autoflow.entity.ExperimentsEntity; import kr.re.etri.autoflow.payload.request.ProjectBaseSearchRequest; import kr.re.etri.autoflow.service.ExperimentsService; import lombok.RequiredArgsConstructor; import lombok.extern.slf4j.Slf4j; import org.springdoc.core.annotations.ParameterObject; import org.springframework.beans.factory.annotation.Value; import org.springframework.data.domain.Page; import org.springframework.http.MediaType; import org.springframework.http.ResponseEntity; import org.springframework.web.bind.annotation.*; import org.springframework.web.reactive.function.client.WebClient; import reactor.core.publisher.Mono; import java.time.Instant; import java.time.OffsetDateTime; import java.time.ZoneId; import java.time.ZoneOffset; import java.time.format.DateTimeFormatter; import java.util.HashMap; import java.util.List; import java.util.Map; @Tag(name = "Experiments", description = "Kubeflow 및 MLflow Experiment API") @RestController @RequestMapping("/api/experiments") @RequiredArgsConstructor @Slf4j public class ExperimentsController { private final ExperimentsService experimentsService; private final WebClient.Builder webClientBuilder; @Value("${kubeflow.url}") private String kubeflowBaseUrl; // 예: http://192.168.10.135:32473/ @Value("${mlflow.url}") private String mlflowBaseUrl; // 예: http://192.168.10.135:32473/ @Value("${mlflow.user}") private String mlflowUser; // 예: http://192.168.10.135:32473/ @Value("${mlflow.password}") private String mlflowPassword; // 예: http://192.168.10.135:32473/ @Operation(summary = "모든 Experiments 조회") @GetMapping public ResponseEntity> getAllExperiments() { return ResponseEntity.ok(experimentsService.findAll()); } @Operation(summary = "Experiment 단건 조회") @GetMapping("/{id}") public ResponseEntity getExperiment( @Parameter(description = "Experiment ID", example = "1") @PathVariable("id") Long id) { return experimentsService.findById(id) .map(ResponseEntity::ok) .orElse(ResponseEntity.notFound().build()); } @Operation(summary = "Experiment 검색 및 페이지네이션") @GetMapping("/search") public ResponseEntity> searchExperiments( @ParameterObject @ModelAttribute ProjectBaseSearchRequest request) { Page page = experimentsService.search(request); return ResponseEntity.ok(page); } // @Operation(summary = "Experiment 등록") // @PostMapping // public Mono> createExperiment(@RequestBody ExperimentsEntity experiment) { // // // 1️⃣ DB 저장 // ExperimentsEntity saved = experimentsService.save(experiment); // // // 2️⃣ Kubeflow POST 요청 payload // Map payload = new HashMap<>(); // payload.put("display_name", saved.getDisplayName()); // payload.put("description", saved.getDescription()); // payload.put("namespace", "default"); // 필요에 따라 변경 // // // 3️⃣ WebClient POST // return webClientBuilder.build() // .post() // .uri(kubeflowBaseUrl + "/apis/v2beta1/experiments") // .contentType(MediaType.APPLICATION_JSON) // .bodyValue(payload) // .retrieve() // .bodyToMono(Map.class) // Kubeflow 응답 // .map(resp -> { // // resp에서 필요한 값 추출 후 entity에 반영 // if(resp.get("id") != null) { // saved.setKubeFlowId(resp.get("id").toString()); // } // // if (resp.get("storage_state") != null) { // saved.setKubeflowStorageState(resp.get("storage_state").toString()); // } // // if (resp.get("created_at") != null) { // String lastRunStr = resp.get("created_at").toString(); // OffsetDateTime odt = OffsetDateTime.parse(lastRunStr); // saved.setKubeflowCreatedAt(odt.withOffsetSameInstant(ZoneId.of("Asia/Seoul").getRules().getOffset(odt.toInstant())) // .toLocalDateTime()); // } // // if (resp.get("last_run_created_at") != null) { // String lastRunStr = resp.get("last_run_created_at").toString(); // OffsetDateTime odt = OffsetDateTime.parse(lastRunStr); // saved.setKubeflowLastRunCreatedAt(odt.withOffsetSameInstant(ZoneId.of("Asia/Seoul").getRules().getOffset(odt.toInstant())) // .toLocalDateTime()); // } // return saved; // }) // .map(ResponseEntity::ok) // .doOnError(e -> log.error("Kubeflow experiment 등록 실패", e)); // } @PostMapping @Transactional public Mono> createExperiment(@RequestBody ExperimentsEntity experiment) { // DB에 미리 저장하지 않고, 메모리에 보관 ExperimentsEntity saved = new ExperimentsEntity(); saved.setDisplayName(experiment.getDisplayName()); saved.setDescription(experiment.getDescription()); Map kubeflowPayload = new HashMap<>(); kubeflowPayload.put("display_name", saved.getDisplayName()); kubeflowPayload.put("description", saved.getDescription()); kubeflowPayload.put("namespace", "default"); return webClientBuilder.build() // 1️⃣ Kubeflow 등록 .post() .uri(kubeflowBaseUrl + "/apis/v2beta1/experiments") .contentType(MediaType.APPLICATION_JSON) .bodyValue(kubeflowPayload) .retrieve() .bodyToMono(Map.class) .flatMap(kubeflowResp -> { if (kubeflowResp.containsKey("experiment_id")) { saved.setKubeFlowId((String) kubeflowResp.get("experiment_id")); } if (kubeflowResp.containsKey("created_at")) { saved.setKubeflowCreatedAt( Instant.parse((String) kubeflowResp.get("created_at")) .atZone(ZoneId.of("Asia/Seoul")) .toLocalDateTime() ); } log.info("Kubeflow experiment 등록 완료: {}", kubeflowResp); // 2️⃣ MLflow 등록 Map mlflowPayload = new HashMap<>(); mlflowPayload.put("name", saved.getDisplayName()); mlflowPayload.put("artifact_location", "/default/artifacts"); return webClientBuilder.build() .post() .uri(mlflowBaseUrl + "/ajax-api/2.0/mlflow/experiments/create") .headers(headers -> headers.setBasicAuth(mlflowUser, mlflowPassword)) .contentType(MediaType.APPLICATION_JSON) .bodyValue(mlflowPayload) .retrieve() .bodyToMono(Map.class) .flatMap(createResp -> { log.info("MLflow experiment 등록 완료: {}", createResp); String mlflowExpId = (String) createResp.get("experiment_id"); return webClientBuilder.build() .get() .uri(mlflowBaseUrl + "/ajax-api/2.0/mlflow/experiments/get?experiment_id=" + mlflowExpId) .headers(headers -> headers.setBasicAuth(mlflowUser, mlflowPassword)) .retrieve() .bodyToMono(Map.class) .map(getResp -> { if (getResp.containsKey("experiment")) { Map exp = (Map) getResp.get("experiment"); saved.setMlFlowId((String) exp.get("experiment_id")); saved.setMlflow_artifactLocation((String) exp.get("artifact_location")); saved.setMlflowLifecycleStage((String) exp.get("lifecycle_stage")); } // DB 저장은 외부 호출이 모두 성공한 이후 ExperimentsEntity finalSaved = experimentsService.save(saved); return ResponseEntity.ok(finalSaved); }); }); }) .doOnError(e -> log.error("Experiment 등록 실패", e)); } @Operation(summary = "Experiment 수정") @PutMapping("/{id}") public ResponseEntity updateExperiment( @Parameter(description = "Experiment ID", example = "1") @PathVariable("id") Long id, @RequestBody ExperimentsEntity experiment) { return experimentsService.findById(id) .map(existing -> { experiment.setId(id); return ResponseEntity.ok(experimentsService.save(experiment)); }) .orElse(ResponseEntity.notFound().build()); } @Operation(summary = "Experiment 삭제") @DeleteMapping("/{id}") public ResponseEntity deleteExperiment( @Parameter(description = "Experiment ID", example = "1") @PathVariable("id") Long id) { if (experimentsService.deleteById(id)) { return ResponseEntity.noContent().build(); } return ResponseEntity.notFound().build(); } }