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8 Commits
808d285888
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nh
Author | SHA1 | Date | |
---|---|---|---|
ae97005a7c | |||
fb2ee66b5b | |||
5ef521438a | |||
e6e1bee8df | |||
d3c81412b9 | |||
ed4cd0643a | |||
02538ef4f4 | |||
d219fbc92a |
@ -102,5 +102,31 @@ public class ModelController {
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return OptResult.success(datasetList);
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return OptResult.success(datasetList);
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}
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}
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@Operation(summary = "获取模型训练信息")
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@GetMapping("/getModelTrainInfo")
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public OptResult getModelTrainInfo(Long id){
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log.info("获取模型训练信息");
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ModelTrainInfoVO modelTrainInfo = modelService.getModelTrainInfo(id);
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return OptResult.success(modelTrainInfo);
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}
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@Operation(summary = "模型修改成训练中")
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@PutMapping("/updateModelTrain")
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public OptResult updateModelTrain(Long id){
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log.info("模型修改成训练中");
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modelService.updateModelTrain(id);
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return OptResult.success();
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}
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@Operation(summary = "模型更新小版本")
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@PutMapping("/updateModelVersionMinor")
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public OptResult updateModelVersionMinor(@RequestBody ModelVersionDTO dto){
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log.info("模型更新小版本");
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modelService.updateModelVersionMinor(dto);
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return OptResult.success();
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}
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}
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}
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@ -1,12 +1,16 @@
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package com.bipt.intelligentapplicationorchestrationservice.controller;
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package com.bipt.intelligentapplicationorchestrationservice.controller;
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import com.bipt.intelligentapplicationorchestrationservice.config.IpConfig;
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import com.bipt.intelligentapplicationorchestrationservice.config.IpConfig;
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import com.bipt.intelligentapplicationorchestrationservice.entity.DeployRequest;
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import com.bipt.intelligentapplicationorchestrationservice.mapper.ModelMapper;
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import com.bipt.intelligentapplicationorchestrationservice.pojo.*;
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import com.bipt.intelligentapplicationorchestrationservice.pojo.*;
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import com.bipt.intelligentapplicationorchestrationservice.service.ModelDeployer;
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import com.bipt.intelligentapplicationorchestrationservice.service.PublishService;
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import com.bipt.intelligentapplicationorchestrationservice.service.PublishService;
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import com.bipt.intelligentapplicationorchestrationservice.util.NacosServiceUtil;
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import com.bipt.intelligentapplicationorchestrationservice.util.NacosServiceUtil;
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import io.swagger.v3.oas.annotations.Operation;
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import io.swagger.v3.oas.annotations.Operation;
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import io.swagger.v3.oas.annotations.tags.Tag;
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import io.swagger.v3.oas.annotations.tags.Tag;
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import lombok.extern.slf4j.Slf4j;
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import lombok.extern.slf4j.Slf4j;
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import org.springframework.beans.BeanUtils;
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import org.springframework.beans.factory.annotation.Autowired;
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import org.springframework.beans.factory.annotation.Autowired;
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import org.springframework.data.redis.core.RedisTemplate;
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import org.springframework.data.redis.core.RedisTemplate;
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import org.springframework.transaction.annotation.Transactional;
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import org.springframework.transaction.annotation.Transactional;
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@ -27,17 +31,29 @@ public class PublishController {
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@Autowired
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@Autowired
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private NacosServiceUtil nacosServiceUtil;
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private NacosServiceUtil nacosServiceUtil;
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@Autowired
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private ModelMapper modelMapper;
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@Autowired
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@Autowired
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private IpConfig ipConfig;
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private IpConfig ipConfig;
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@Autowired
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private ModelDeployer modelDeployer;
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@PostMapping
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@PostMapping
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@Operation(summary ="新增发布请求")
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@Operation(summary ="新增发布请求")
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@Transactional
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@Transactional
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public OptResult<List<ServicePublishVO>> save(@RequestBody ServicePublishDTO servicePublishDTO) {
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public OptResult<List<ServicePublishVO>> save(@RequestBody ServicePublishDTO servicePublishDTO) {
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log.info("模型发布请求:{}", servicePublishDTO);
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log.info("模型发布请求:{}", servicePublishDTO);
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publishService.save(servicePublishDTO);
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publishService.save(servicePublishDTO);
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//todo 调用模型部署
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//调用模型部署
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DeployRequest request = new DeployRequest();
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Long modelId = servicePublishDTO.getModelId();
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ModelVersion modelVersion = modelMapper.selectById(modelId);
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String modelConfig = modelVersion.getModelConfig();
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//假设modelConfig只存GPU数据
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request.setModelId(String.valueOf(modelId));
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request.setRequiredMemory(Integer.parseInt(modelConfig));
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modelDeployer.deploy(request);
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// 获取前端传来的IP字符串
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// 获取前端传来的IP字符串
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String ipListStr = servicePublishDTO.getIp();
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String ipListStr = servicePublishDTO.getIp();
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if (ipListStr == null || ipListStr.trim().isEmpty()) {
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if (ipListStr == null || ipListStr.trim().isEmpty()) {
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@ -5,14 +5,14 @@ import com.bipt.intelligentapplicationorchestrationservice.pojo.ModelLogVO;
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public interface EvaluationMapper {
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public interface EvaluationMapper {
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/*
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/*
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* 查询模型评估日志详情
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* 查询模型评估日志详情
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* @param id 模型评估日志id
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* @param id 模型版本id
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* @return 模型评估日志详情
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* @return 模型评估日志详情
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*/
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*/
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ModelLogVO selectLogDetail(Long id);
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ModelLogVO selectLogDetail(Long id);
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/*
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/*
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* 更新模型评估日志状态(评估通过则上线)
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* 更新模型评估日志状态(评估通过则上线)
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* @param id 模型评估日志id
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* @param id 模型版本id
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* @param status 模型评估日志状态
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* @param status 模型评估日志状态
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*/
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*/
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void update(Long id, Integer status);
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void update(Long id, Integer status);
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@ -76,4 +76,11 @@ public interface ModelMapper {
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*/
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*/
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@Select("select dataset_id,dataset_name from dataset")
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@Select("select dataset_id,dataset_name from dataset")
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List<DatasetEntity> listDataset();
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List<DatasetEntity> listDataset();
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/**
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* 获取模型训练信息
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* @param id 模型版本表id
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* 返回模型训练信息
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*/
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ModelTrainInfoVO getModelTrainInfo(Long id);
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}
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}
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@ -17,7 +17,7 @@ import java.time.LocalDateTime;
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@AllArgsConstructor
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@AllArgsConstructor
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public class ModelEvaluation implements Serializable {
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public class ModelEvaluation implements Serializable {
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private Long id; // 评估记录id
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private Long id; // 评估记录id
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private Long modelId; // 关联模型id
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private Long modelVersionId; // 关联模型id,后续修改成了模型版本id
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private LocalDateTime evaluationTime; // 评估时间
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private LocalDateTime evaluationTime; // 评估时间
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private String evaluationResult; // 评估结果
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private String evaluationResult; // 评估结果
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private String operator; // 评估操作人员
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private String operator; // 评估操作人员
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@ -0,0 +1,18 @@
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package com.bipt.intelligentapplicationorchestrationservice.pojo;
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import lombok.AllArgsConstructor;
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import lombok.Builder;
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import lombok.Data;
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import lombok.NoArgsConstructor;
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@Data
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@Builder
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@AllArgsConstructor
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@NoArgsConstructor
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public class ModelTrainInfoVO {
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private Long id;
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private Integer datasetId; // 数据集id
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private String modelConfig; // 模型配置信息
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private String dsPath;// 版本信息表id
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private String dataPreHandleFile; // 数据预处理文件存储路径
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}
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@ -12,6 +12,7 @@ import java.time.LocalDateTime;
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@AllArgsConstructor
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@AllArgsConstructor
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public class ModelVersionDTO {
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public class ModelVersionDTO {
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private Long id; // 模型版本id
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private Long id; // 模型版本id
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private Long modelId; // 模型id
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private String version; // 模型版本
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private String version; // 模型版本
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private Integer datasetId; // 数据集id
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private Integer datasetId; // 数据集id
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private String modelConfig; // 模型配置信息
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private String modelConfig; // 模型配置信息
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@ -3,8 +3,10 @@ package com.bipt.intelligentapplicationorchestrationservice.service;
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import com.bipt.intelligentapplicationorchestrationservice.mapper.GpuResourceDao;
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import com.bipt.intelligentapplicationorchestrationservice.mapper.GpuResourceDao;
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import com.bipt.intelligentapplicationorchestrationservice.exception.CacheInitException;
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import com.bipt.intelligentapplicationorchestrationservice.exception.CacheInitException;
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import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
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import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import jakarta.annotation.PostConstruct;
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import jakarta.annotation.PostConstruct;
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import org.slf4j.Logger;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import org.springframework.beans.factory.annotation.Autowired;
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import org.springframework.beans.factory.annotation.Autowired;
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import org.springframework.beans.factory.annotation.Value;
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import org.springframework.beans.factory.annotation.Value;
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import org.springframework.data.redis.RedisConnectionFailureException;
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import org.springframework.data.redis.RedisConnectionFailureException;
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@ -18,7 +20,6 @@ import java.util.List;
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import java.util.concurrent.TimeUnit;
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import java.util.concurrent.TimeUnit;
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import java.util.concurrent.locks.ReentrantLock;
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import java.util.concurrent.locks.ReentrantLock;
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@Transactional // 添加类级别事务管理
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@Component
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@Component
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public class CacheManager {
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public class CacheManager {
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@Autowired
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@Autowired
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@ -27,6 +28,9 @@ public class CacheManager {
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@Autowired
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@Autowired
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private GpuResourceDao gpuResourceDao;
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private GpuResourceDao gpuResourceDao;
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@Autowired
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private ObjectMapper objectMapper; // 注入ObjectMapper用于类型转换
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private final ReentrantLock lock = new ReentrantLock();
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private final ReentrantLock lock = new ReentrantLock();
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@Value("${cache.redis-key-prefix:gpu:}")
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@Value("${cache.redis-key-prefix:gpu:}")
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@ -38,9 +42,9 @@ public class CacheManager {
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@Value("${cache.init-batch-size:500}")
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@Value("${cache.init-batch-size:500}")
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private int initBatchSize;
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private int initBatchSize;
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private static final Logger log = org.slf4j.LoggerFactory.getLogger(CacheManager.class);
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private static final Logger log = LoggerFactory.getLogger(CacheManager.class);
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// 全量加载(带分页和分布式锁)
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// 全量加载(带分页和分布式锁)
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@Transactional(propagation = Propagation.REQUIRED) // 方法级别覆盖
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@PostConstruct
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@PostConstruct
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public void loadFullCache() {
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public void loadFullCache() {
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if (tryLock()) {
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if (tryLock()) {
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@ -82,16 +86,12 @@ public class CacheManager {
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// 带随机TTL的缓存设置
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// 带随机TTL的缓存设置
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private void setCacheWithTTL(GpuResource entity) {
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private void setCacheWithTTL(GpuResource entity) {
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String key = buildKey(entity.getGPUId().toString());
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String key = buildKey(entity.getGPUId().toString());
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GpuResource cached = (GpuResource) redisTemplate.opsForValue().get(key);
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// 保留原有内存字段值
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// 直接存储实体对象,确保类型一致性
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if (cached != null && cached.getGPUMemorySize() != null) {
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entity.setGPUMemorySize(cached.getGPUMemorySize());
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}
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redisTemplate.opsForValue().set(
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redisTemplate.opsForValue().set(
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key,
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key,
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entity,
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entity,
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ttlBase + (int)(Math.random() * 600), // 随机TTL防止雪崩
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ttlBase + (int)(Math.random() * 600),
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TimeUnit.SECONDS
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TimeUnit.SECONDS
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);
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);
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}
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}
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@ -114,6 +114,7 @@ public class CacheManager {
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private void unlock() {
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private void unlock() {
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lock.unlock();
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lock.unlock();
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}
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}
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// 分页加载入口
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// 分页加载入口
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public void loadFullCache(int batchSize) {
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public void loadFullCache(int batchSize) {
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int page = 0;
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int page = 0;
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@ -121,12 +122,11 @@ public class CacheManager {
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List<GpuResource> batch = gpuResourceDao.findByPage(page * batchSize, batchSize);
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List<GpuResource> batch = gpuResourceDao.findByPage(page * batchSize, batchSize);
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if (batch.isEmpty()) break;
|
if (batch.isEmpty()) break;
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batch.forEach(this::refreshWithRetry); // 带重试的刷新逻辑
|
batch.forEach(this::refreshWithRetry);
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page++;
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page++;
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}
|
}
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||||||
}
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}
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|
|
||||||
|
|
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// 带重试机制的缓存刷新
|
// 带重试机制的缓存刷新
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public void refreshWithRetry(GpuResource entity) {
|
public void refreshWithRetry(GpuResource entity) {
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try {
|
try {
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@ -135,7 +135,7 @@ public class CacheManager {
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// 3次重试逻辑
|
// 3次重试逻辑
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for (int i = 0; i < 3; i++) {
|
for (int i = 0; i < 3; i++) {
|
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try {
|
try {
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log.info("重试第 {} 次", i + 1); // 添加日志
|
log.info("重试第 {} 次", i + 1);
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Thread.sleep(1000);
|
Thread.sleep(1000);
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setCacheWithTTL(entity);
|
setCacheWithTTL(entity);
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return;
|
return;
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@ -148,7 +148,6 @@ public class CacheManager {
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Thread.currentThread().interrupt();
|
Thread.currentThread().interrupt();
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
}
|
}
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||||||
}
|
}
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|
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@ -162,8 +161,35 @@ public class CacheManager {
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redisTemplate.delete(key);
|
redisTemplate.delete(key);
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}
|
}
|
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|
|
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|
// 修改获取缓存的方法,增加类型安全处理
|
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|
@SuppressWarnings("unchecked")
|
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public GpuResource getFromCache(String gpuId) {
|
public GpuResource getFromCache(String gpuId) {
|
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return (GpuResource) redisTemplate.opsForValue().get("gpu:" + gpuId);
|
String key = buildKey(gpuId);
|
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|
Object value = redisTemplate.opsForValue().get(key);
|
||||||
|
|
||||||
|
// 处理可能的类型不匹配问题
|
||||||
|
if (value == null) {
|
||||||
|
return null;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
try {
|
||||||
|
// 优先尝试直接转换
|
||||||
|
if (value instanceof GpuResource) {
|
||||||
|
return (GpuResource) value;
|
||||||
|
}
|
||||||
|
// 如果是LinkedHashMap,使用ObjectMapper转换
|
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|
else if (value instanceof java.util.LinkedHashMap) {
|
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|
return objectMapper.convertValue(value, GpuResource.class);
|
||||||
|
}
|
||||||
|
// 其他情况尝试序列化后反序列化(适用于JSON存储场景)
|
||||||
|
else {
|
||||||
|
// 先序列化为JSON字符串,再反序列化为对象
|
||||||
|
String json = objectMapper.writeValueAsString(value);
|
||||||
|
return objectMapper.readValue(json, GpuResource.class);
|
||||||
|
}
|
||||||
|
} catch (Exception e) {
|
||||||
|
log.error("获取缓存时类型转换失败,key: {}, valueType: {}", key, value.getClass().getName(), e);
|
||||||
|
return null;
|
||||||
|
}
|
||||||
|
}
|
||||||
}
|
}
|
@ -72,6 +72,10 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
return modelVOList;
|
return modelVOList;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 查询模型详情
|
||||||
|
* @param id
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public ModelVersion detail(Long id) {
|
public ModelVersion detail(Long id) {
|
||||||
log.info("查询模型详情");
|
log.info("查询模型详情");
|
||||||
@ -79,13 +83,23 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
return modelVersion;
|
return modelVersion;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 更新模型
|
||||||
|
* @param dto
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public void updateModel(ModelVersionDTO dto) {
|
public void updateModel(ModelVersionDTO dto) {
|
||||||
// 更新模型还需要更新操作人和时间
|
// TODO: 更新模型还需要更新操作人和时间
|
||||||
log.info("更新模型");
|
log.info("更新模型");
|
||||||
|
dto.setCreateTime(LocalDateTime.now());
|
||||||
|
dto.setUpdateTime(LocalDateTime.now());
|
||||||
modelMapper.update(dto);
|
modelMapper.update(dto);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 删除模型版本
|
||||||
|
* @param id
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public void deleteModelVersion(Long id) {
|
public void deleteModelVersion(Long id) {
|
||||||
log.info("删除模型版本");
|
log.info("删除模型版本");
|
||||||
@ -149,6 +163,9 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
log.info("模型生命周期更新成功,新状态为: {}", targetLifeCycle);
|
log.info("模型生命周期更新成功,新状态为: {}", targetLifeCycle);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取模型生命周期列表
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public List<Map<String, String>> listLifeCycle() {
|
public List<Map<String, String>> listLifeCycle() {
|
||||||
return Arrays.stream(ModelLifecycle.values())
|
return Arrays.stream(ModelLifecycle.values())
|
||||||
@ -159,6 +176,9 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
.collect(Collectors.toList());
|
.collect(Collectors.toList());
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取模型数据集列表
|
||||||
|
*/
|
||||||
@Override
|
@Override
|
||||||
public List<DatasetEntity> listDataset() {
|
public List<DatasetEntity> listDataset() {
|
||||||
List<DatasetEntity> datasetEntityList = modelMapper.listDataset();
|
List<DatasetEntity> datasetEntityList = modelMapper.listDataset();
|
||||||
@ -166,4 +186,41 @@ public class ModelServiceImpl implements ModelService {
|
|||||||
|
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 获取模型训练信息
|
||||||
|
* @param id
|
||||||
|
*/
|
||||||
|
@Override
|
||||||
|
public ModelTrainInfoVO getModelTrainInfo(Long id) {
|
||||||
|
ModelTrainInfoVO modelTrainInfoVO = modelMapper.getModelTrainInfo(id);
|
||||||
|
return modelTrainInfoVO;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 模型训练(把模型修改成训练中)
|
||||||
|
* @param id
|
||||||
|
*/
|
||||||
|
@Override
|
||||||
|
public void updateModelTrain(Long id) {
|
||||||
|
// 更新当前模型的生命周期为训练中
|
||||||
|
modelMapper.updateLifeCycleById(id, ModelLifecycle.TRAINING.getDbValue());
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* 模型小版本更新
|
||||||
|
* @param dto
|
||||||
|
*/
|
||||||
|
@Override
|
||||||
|
public void updateModelVersionMinor(ModelVersionDTO dto) {
|
||||||
|
// 更新模型小版本(其实是新增一个小版本)
|
||||||
|
ModelVersion modelVersion = new ModelVersion();
|
||||||
|
BeanUtils.copyProperties(dto, modelVersion, "id", "modelId");
|
||||||
|
modelVersion.setModelId(dto.getModelId()); // 把模型id设置成该模型版本关联的模型id
|
||||||
|
modelVersion.setCreateTime(LocalDateTime.now());
|
||||||
|
modelVersion.setUpdateTime(LocalDateTime.now());
|
||||||
|
modelVersion.setOperateUser("zs");
|
||||||
|
// TODO: 后续可能还需要更新操作人
|
||||||
|
modelMapper.insertModelVersion(modelVersion);
|
||||||
|
}
|
||||||
|
|
||||||
}
|
}
|
||||||
|
@ -23,4 +23,10 @@ public interface ModelService {
|
|||||||
List<Map<String, String>> listLifeCycle();
|
List<Map<String, String>> listLifeCycle();
|
||||||
|
|
||||||
List<DatasetEntity> listDataset();
|
List<DatasetEntity> listDataset();
|
||||||
|
|
||||||
|
ModelTrainInfoVO getModelTrainInfo(Long id);
|
||||||
|
|
||||||
|
void updateModelTrain(Long id);
|
||||||
|
|
||||||
|
void updateModelVersionMinor(ModelVersionDTO dto);
|
||||||
}
|
}
|
||||||
|
5
src/main/resources/application-dev.properties
Normal file
5
src/main/resources/application-dev.properties
Normal file
@ -0,0 +1,5 @@
|
|||||||
|
# 阿里云OSS配置
|
||||||
|
aliyun.oss.endpoint=oss-cn-beijing.aliyuncs.com
|
||||||
|
aliyun.oss.bucketName=ipz-nh
|
||||||
|
aliyun.oss.accessKeyId=LTAI5tBeto7V7BPWBcCjeP7A
|
||||||
|
aliyun.oss.accessKeySecret=bjQGt2G4J5yetxuY5cT5ZnKnIOqe4O
|
@ -9,7 +9,7 @@
|
|||||||
from model_log m1,
|
from model_log m1,
|
||||||
model_info m2,
|
model_info m2,
|
||||||
model_version m3
|
model_version m3
|
||||||
where m1.model_id=m2.id and m3.model_id=m2.id and m1.model_id = #{id}
|
where m1.model_version_id=m3.id and m3.model_id=m2.id and m1.model_version_id = #{id}
|
||||||
</select>
|
</select>
|
||||||
|
|
||||||
<!--更新模型信息(目前只更新模型是否上线,后续如果更多需求可优化>-->
|
<!--更新模型信息(目前只更新模型是否上线,后续如果更多需求可优化>-->
|
||||||
|
@ -31,8 +31,8 @@
|
|||||||
<!--查询模型详细信息-->
|
<!--查询模型详细信息-->
|
||||||
<select id="selectById" resultType="com.bipt.intelligentapplicationorchestrationservice.pojo.ModelVersion">
|
<select id="selectById" resultType="com.bipt.intelligentapplicationorchestrationservice.pojo.ModelVersion">
|
||||||
SELECT
|
SELECT
|
||||||
t1.model_name,
|
t1.model_name, t1.id modelId,
|
||||||
t2.version, t2.dataset_id, t2.model_config,
|
t2.version, t2.dataset_id, t2.model_config, t2.id,
|
||||||
t2.model_path, t2.status, t2.create_time, t2.update_time, t2.model_size,
|
t2.model_path, t2.status, t2.create_time, t2.update_time, t2.model_size,
|
||||||
t2.data_pre_handle_file, t2.model_super_args, t2.model_args_size, t2.model_source_code_url, t2.model_file,
|
t2.data_pre_handle_file, t2.model_super_args, t2.model_args_size, t2.model_source_code_url, t2.model_file,
|
||||||
t2.model_design_document, t2.life_cycle, t2.operate_user
|
t2.model_design_document, t2.life_cycle, t2.operate_user
|
||||||
@ -62,4 +62,15 @@
|
|||||||
</set>
|
</set>
|
||||||
WHERE id = #{id}
|
WHERE id = #{id}
|
||||||
</update>
|
</update>
|
||||||
|
|
||||||
|
<!--获取模型训练信息-->
|
||||||
|
<select id="getModelTrainInfo" resultType="com.bipt.intelligentapplicationorchestrationservice.pojo.ModelTrainInfoVO">
|
||||||
|
select m1.dataset_id,
|
||||||
|
m1.id,
|
||||||
|
m1.model_config,
|
||||||
|
d2.ds_path,
|
||||||
|
m1.data_pre_handle_file
|
||||||
|
from model_version m1,dataset d2
|
||||||
|
where m1.dataset_id=d2.dataset_id and m1.id=#{id}
|
||||||
|
</select>
|
||||||
</mapper>
|
</mapper>
|
Reference in New Issue
Block a user