模型部署+Gpu资源增删改查日志

pom.xml

@@ -18,7 +18,7 @@
 	<url/>
 
 	<properties>
-		<java.version>21</java.version>
+		<java.version>17</java.version>
 		<!-- 添加 Spring Cloud 版本控制 -->
 		<spring-cloud.version>2022.0.4</spring-cloud.version>
 	</properties>
@@ -126,10 +126,6 @@
 			<groupId>org.springframework.boot</groupId>
 			<artifactId>spring-boot-starter-validation</artifactId>
 		</dependency>
-		<dependency>
-			<groupId>org.springframework.boot</groupId>
-			<artifactId>spring-boot-starter-amqp</artifactId>
-		</dependency>
 
 		<dependency>
 			<groupId>org.apache.commons</groupId>
@@ -146,7 +142,15 @@
 		<dependency>
 			<groupId>org.springframework.boot</groupId>
 			<artifactId>spring-boot-starter-actuator</artifactId>
+			<exclusions>
+				<!-- 排除 RabbitMQ 自动配置 -->
+				<exclusion>
+					<groupId>org.springframework.boot</groupId>
+					<artifactId>spring-boot-starter-amqp</artifactId>
+				</exclusion>
+			</exclusions>
 		</dependency>
+
 		<dependency>
 			<groupId>com.baomidou</groupId>
 			<artifactId>mybatis-plus-generator</artifactId>

src/main/java/com/bipt/intelligentapplicationorchestrationservice/IntelligentApplicationOrchestrationServiceApplication.java

@@ -2,6 +2,7 @@ package com.bipt.intelligentapplicationorchestrationservice;
 
 import lombok.extern.slf4j.Slf4j;
 import org.mybatis.spring.annotation.MapperScan;
+import org.slf4j.Logger;
 import org.springframework.boot.SpringApplication;
 import org.springframework.boot.autoconfigure.SpringBootApplication;
 import org.springframework.cloud.client.discovery.EnableDiscoveryClient;
@@ -11,9 +12,9 @@ import org.springframework.transaction.annotation.EnableTransactionManagement;
 @SpringBootApplication
 @EnableTransactionManagement
 @EnableDiscoveryClient
-@Slf4j
+//@Slf4j
 public class IntelligentApplicationOrchestrationServiceApplication {
-
+	private static final Logger log = org.slf4j.LoggerFactory.getLogger(IntelligentApplicationOrchestrationServiceApplication.class);
 	public static void main(String[] args) {
 		SpringApplication.run(IntelligentApplicationOrchestrationServiceApplication.class, args);
 		log.info("server started");

src/main/java/com/bipt/intelligentapplicationorchestrationservice/cache/CacheSyncTask.java

@@ -2,7 +2,7 @@ package com.bipt.intelligentapplicationorchestrationservice.cache;
 
 import com.bipt.intelligentapplicationorchestrationservice.service.CacheManager;
 import com.bipt.intelligentapplicationorchestrationservice.mapper.GpuResourceDao;
-import com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 import org.springframework.beans.factory.annotation.Autowired;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/config/CacheAopConfig.java

@@ -2,7 +2,7 @@ package com.bipt.intelligentapplicationorchestrationservice.config;
 
 
 import com.bipt.intelligentapplicationorchestrationservice.service.CacheManager;
-import com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
 import org.aspectj.lang.JoinPoint;
 import org.aspectj.lang.annotation.AfterReturning;
 import org.aspectj.lang.annotation.Aspect;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/config/RedisConfig.java

@@ -15,6 +15,7 @@ import org.springframework.data.redis.connection.lettuce.LettuceConnectionFactor
 import org.springframework.data.redis.core.RedisTemplate;
 import org.springframework.data.redis.serializer.GenericJackson2JsonRedisSerializer;
 import org.springframework.data.redis.serializer.StringRedisSerializer;
+import org.springframework.web.client.RestTemplate;
 
 import java.time.Duration;
 
@@ -35,6 +36,11 @@ public class RedisConfig {
     @Value("${spring.data.redis.ssl:false}")
     private boolean useSsl;
 
+    @Bean
+    public RestTemplate restTemplate() {
+        return new RestTemplate();
+    }
+
     @Bean
     public RedisConnectionFactory redisConnectionFactory() {
         // 1. 创建 SocketOptions
@@ -83,12 +89,6 @@ public class RedisConfig {
         RedisTemplate<String, Object> template = new RedisTemplate<>();
         Logger log = (Logger) LoggerFactory.getLogger(RedisConfig.class);
         log.info("开始创建redis模板对象...");
-        //RedisTemplate redisTemplate = new RedisTemplate();
-        //设置redis的连接工厂对象
-        //redisTemplate.setConnectionFactory(redisConnectionFactory);
-        //设置redis key的序列化器
-        //redisTemplate.setKeySerializer(new StringRedisSerializer());
-        //RedisTemplate<String, GpuResource> template = new RedisTemplate<>();
         template.setConnectionFactory(redisConnectionFactory());
         template.setKeySerializer(new StringRedisSerializer());
         template.setValueSerializer(new GenericJackson2JsonRedisSerializer());

src/main/java/com/bipt/intelligentapplicationorchestrationservice/constant/ConfigConstants.java

@@ -1,4 +1,4 @@
-package com.bipt.intelligentapplicationorchestrationservice.utils;
+package com.bipt.intelligentapplicationorchestrationservice.constant;
 
 import org.springframework.beans.factory.annotation.Value;
 import org.springframework.stereotype.Component;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/controller/GpuResourceController.java

@@ -1,32 +1,26 @@
 package com.bipt.intelligentapplicationorchestrationservice.controller;
-
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuCreateDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuResponseDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuUpdateDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.vo.ResponseVO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuCreateDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuResponseDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuUpdateDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.ResponseVO;
 import com.bipt.intelligentapplicationorchestrationservice.service.GpuManageService;
 import jakarta.validation.Valid;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.web.bind.annotation.*;
-
 import java.util.List;
-
 @RestController
 @RequestMapping
 public class GpuResourceController {
     @Autowired
     private GpuManageService gpuManageService;
-
     @PostMapping
     public ResponseVO addGpu(@Valid @RequestBody GpuCreateDTO dto){
         return gpuManageService.createGpuResource(dto);
     }
-
     @DeleteMapping("/{gpuId}")
     public ResponseVO removeGpu(@PathVariable("gpuId") Long gpuId){
         return gpuManageService.deleteGpuResource(gpuId);
     }
-
     @PutMapping("/{gpuId}")
     public void updateGpuResource(
             @PathVariable Long gpuId,
@@ -34,15 +28,12 @@ public class GpuResourceController {
         dto.setGPUId(gpuId);
         gpuManageService.updateGpuResource(dto);
     }
-
     @GetMapping("/search")
     public ResponseVO<List<GpuResponseDTO>> searchGpuResources(
             @RequestParam(required = false) String model,
             @RequestParam(required = false) Integer memorySize,
             @RequestParam(required = false) String ip){
-
         List<GpuResponseDTO> resources = gpuManageService.searchByCriteria(model, memorySize,ip);
-
         return ResponseVO.success(resources);
     }
 }

src/main/java/com/bipt/intelligentapplicationorchestrationservice/deploy/entity/DeploymentResource.java

@@ -1,12 +0,0 @@
-package com.bipt.intelligentapplicationorchestrationservice.deploy.entity;
-
-import com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource;
-import lombok.AllArgsConstructor;
-import lombok.Getter;
-
-@Getter
-@AllArgsConstructor
-public class DeploymentResource {
-    private final GpuResource gpu;
-    private final String url;
-}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/entity/DeployRequest.java

@@ -0,0 +1,87 @@
+package com.bipt.intelligentapplicationorchestrationservice.entity;
+
+import java.util.Objects;
+
+public class DeployRequest {
+    private String modelId;
+    private int requiredMemory;
+    private DeployType deployType;
+    private ModelInfo modelInfo;
+
+    // 部署类型枚举
+    public enum DeployType {
+        NORMAL,
+        GRAY
+    }
+    // 默认构造函数
+    public DeployRequest() {
+    }
+
+    public DeployRequest(String modelId, int requiredMemory, DeployType deployType, ModelInfo modelInfo) {
+        this.modelId = modelId;
+        this.requiredMemory = requiredMemory;
+        this.deployType = deployType;
+        this.modelInfo = modelInfo;
+    }
+
+    // Getter & Setter 方法
+    public String getModelId() {
+        return modelId;
+    }
+
+    public void setModelId(String modelId) {
+        this.modelId = modelId;
+    }
+
+    public int getRequiredMemory() {
+        return requiredMemory;
+    }
+
+    public void setRequiredMemory(int requiredMemory) {
+        this.requiredMemory = requiredMemory;
+    }
+
+    public DeployType getDeployType() {
+        return deployType;
+    }
+
+    public void setDeployType(DeployType deployType) {
+        this.deployType = deployType;
+    }
+
+    public ModelInfo getModelInfo() {
+        return modelInfo;
+    }
+
+    public void setModelInfo(ModelInfo modelInfo) {
+        this.modelInfo = modelInfo;
+    }
+
+    // Equals 和 HashCode 方法
+    @Override
+    public boolean equals(Object o) {
+        if (this == o) return true;
+        if (o == null || getClass() != o.getClass()) return false;
+        DeployRequest that = (DeployRequest) o;
+        return requiredMemory == that.requiredMemory &&
+                Objects.equals(modelId, that.modelId) &&
+                deployType == that.deployType &&
+                Objects.equals(modelInfo, that.modelInfo);
+    }
+
+    @Override
+    public int hashCode() {
+        return Objects.hash(modelId, requiredMemory, deployType, modelInfo);
+    }
+
+    // toString 方法
+    @Override
+    public String toString() {
+        return "DeployRequest{" +
+                "modelId='" + modelId + '\'' +
+                ", requiredMemory=" + requiredMemory +
+                ", deployType=" + deployType +
+                ", modelInfo=" + modelInfo +
+                '}';
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/entity/DeployResponse.java

@@ -1,4 +1,4 @@
-package com.bipt.intelligentapplicationorchestrationservice.deploy.entity;
+package com.bipt.intelligentapplicationorchestrationservice.entity;
 
 public class DeployResponse<T> {
     private boolean isSuccess;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/entity/DeploymentResource.java

@@ -0,0 +1,15 @@
+package com.bipt.intelligentapplicationorchestrationservice.entity;
+
+import lombok.Getter;
+
+@Getter
+//@AllArgsConstructor
+public class DeploymentResource {
+    private final GpuResource gpu;
+    private final String url;
+
+    public DeploymentResource(GpuResource gpu, String url) {
+        this.gpu = gpu;
+        this.url = url;
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/entity/GpuResource.java

@@ -1,4 +1,4 @@
-package com.bipt.intelligentapplicationorchestrationservice.entity.entity;
+package com.bipt.intelligentapplicationorchestrationservice.entity;
 
 import com.baomidou.mybatisplus.annotation.TableField;
 import lombok.Data;
@@ -18,6 +18,34 @@ public class GpuResource {
     @TableField("GPUModel")
     private String GPUModel;
 
+    public Integer getGPUMemorySize() {
+        return GPUMemorySize;
+    }
+
+    public Long getGPUId() {
+        return GPUId;
+    }
+
+    public String getGPUModel() {
+        return GPUModel;
+    }
+
+    public String getIp() {
+        return Ip;
+    }
+
+    public LocalDateTime getCreateTime() {
+        return CreateTime;
+    }
+
+    public LocalDateTime getUpdateTime() {
+        return UpdateTime;
+    }
+
+    public Integer getGPUMaxMemory() {
+        return GPUMaxMemory;
+    }
+
     @Getter
     @TableField("GPUMemorySize")
     private Integer GPUMemorySize;
@@ -65,32 +93,33 @@ public class GpuResource {
 
     public GpuResource() {}
 
-//    public void setGPUId(Long GPUId) {
-//        this.GPUId = GPUId;
-//    }
-//
-//    public void setGPUModel(String GPUModel) {
-//        this.GPUModel = GPUModel;
-//    }
-//
-//    public void setGPUMemorySize(Integer GPUMemorySize) {
-//        this.GPUMemorySize = GPUMemorySize;
-//    }
-//
-//    public void setIsDeleted(Integer isDeleted) {
-//        this.isDeleted = isDeleted;
-//    }
-//
-//    public void setIp(String ip) {
-//        Ip = ip;
-//    }
-//
-//    public void setCreateTime(LocalDateTime createTime) {
-//        CreateTime = createTime;
-//    }
-//
-//    public void setUpdateTime(LocalDateTime updateTime) {
-//        UpdateTime = updateTime;
-//    }
+    public void setGPUId(Long GPUId) {
+        this.GPUId = GPUId;
+    }
+
+    public void setGPUModel(String GPUModel) {
+        this.GPUModel = GPUModel;
+    }
+
+    public void setGPUMemorySize(Integer GPUMemorySize) {
+        this.GPUMemorySize = GPUMemorySize;
+    }
+
+    public void setIsDeleted(Integer isDeleted) {
+        this.isDeleted = isDeleted;
+    }
+
+    public void setIp(String ip) {
+        Ip = ip;
+    }
+
+    public void setCreateTime(LocalDateTime createTime) {
+        CreateTime = createTime;
+    }
+
+    public void setUpdateTime(LocalDateTime updateTime) {
+        UpdateTime = updateTime;
+    }
+
 
 }

src/main/java/com/bipt/intelligentapplicationorchestrationservice/entity/GpuResourceRepository.java

@@ -0,0 +1,79 @@
+package com.bipt.intelligentapplicationorchestrationservice.entity;
+
+import com.bipt.intelligentapplicationorchestrationservice.service.RedisCacheService;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Repository;
+
+import java.util.List;
+import java.util.Objects;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+@Repository
+public class GpuResourceRepository {
+    // Redis键定义
+    // Redis键模式定义
+    private static final String GPU_KEY_PREFIX = "gpu:";
+
+    private final RedisCacheService redisCacheService;
+
+    @Autowired
+    public GpuResourceRepository(RedisCacheService redisCacheService) {
+        this.redisCacheService = redisCacheService;
+    }
+
+    /**
+     * 保存或更新GPU资源
+     * @param resource GPU资源对象
+     */
+    public void save(GpuResource resource) {
+        redisCacheService.put(resource.getGPUId().toString(), resource);
+    }
+
+    /**
+     * 按ID查询GPU资源
+     * @param id GPU资源ID
+     * @return GPU资源对象（可能为null）
+     */
+    public GpuResource findById(Long id) {
+        return redisCacheService.get(id.toString());
+    }
+
+    /**
+    public List<GpuResource> findByStatus(Status status) {
+        // 由于Redis存储结构不支持直接按属性查询，需要通过keys + 过滤方式实现
+        // 注意：生产环境中应考虑使用RedisSCAN替代KEYS（此处为简写）
+        Set<String> keys = redisCacheService.scanKeys(GPU_KEY_PREFIX + "*");
+
+        List<GpuResource> result = new ArrayList<>();
+        keys.forEach(key -> {
+            String gpuId = key.substring(GPU_KEY_PREFIX.length());
+            GpuResource resource = redisCacheService.get(gpuId);
+            if (resource != null && resource.getStatus() == status) {
+                result.add(resource);
+            }
+        });
+
+        return result;
+    }
+
+    public void updateStatus(Long gpuId, Status newStatus) {
+        GpuResource resource = findById(gpuId);
+        if (resource != null) {
+            resource.setStatus(newStatus);
+            save(resource);
+        }
+    }
+    */
+    public List<GpuResource> findAll() {
+        Set<String> keys = redisCacheService.scanKeys("gpu:*");
+        return keys.stream()
+                .map(key -> {
+                    String gpuId = key.substring(4); // 去除"gpu:"前缀
+                    return redisCacheService.get(gpuId);
+                })
+                .filter(Objects::nonNull)
+                .collect(Collectors.toList());
+    }
+}
+

src/main/java/com/bipt/intelligentapplicationorchestrationservice/entity/ModelInfo.java

@@ -0,0 +1,102 @@
+package com.bipt.intelligentapplicationorchestrationservice.entity;
+
+import java.util.Objects;
+
+public class ModelInfo {
+    private String modelId;
+    private String modelName;
+    private String modelType;
+    private String preprocessScript;
+    private String modelFilePath;
+    private String storageLocation;
+
+    public String getModelId() {
+        return modelId;
+    }
+
+    public void setModelId(String modelId) {
+        this.modelId = modelId;
+    }
+
+    // Getter & Setter 方法
+    public String getModelName() {
+        return modelName;
+    }
+
+    public void setModelName(String modelName) {
+        this.modelName = modelName;
+    }
+
+    public String getModelType() {
+        return modelType;
+    }
+
+    public void setModelType(String modelType) {
+        this.modelType = modelType;
+    }
+
+    public String getPreprocessScript() {
+        return preprocessScript;
+    }
+
+    public void setPreprocessScript(String preprocessScript) {
+        this.preprocessScript = preprocessScript;
+    }
+
+    public String getModelFilePath() {
+        return modelFilePath;
+    }
+
+    public void setModelFilePath(String modelFilePath) {
+        this.modelFilePath = modelFilePath;
+    }
+
+    public void setStorageLocation(String storageLocation) {
+        // 验证路径格式
+        if (storageLocation != null && !isValidStoragePath(storageLocation)) {
+            throw new IllegalArgumentException("无效的存储路径: " + storageLocation);
+        }
+        this.storageLocation = storageLocation;
+    }
+
+    private boolean isValidStoragePath(String path) {
+        // 1. 基本非空检查
+        if (path == null || path.trim().isEmpty()) return false;
+
+        // 2. 防止路径遍历攻击
+        if (path.contains("..")) return false;
+
+        // 3. 仅允许合法路径格式
+        return path.startsWith("/") ||
+                path.startsWith("s3://") ||
+                path.matches("[a-zA-Z]:\\\\"); // Windows 路径
+    }
+
+    // Equals 和 HashCode 方法
+    @Override
+    public boolean equals(Object o) {
+        if (this == o) return true;
+        if (o == null || getClass() != o.getClass()) return false;
+        ModelInfo modelInfo = (ModelInfo) o;
+        return Objects.equals(modelName, modelInfo.modelName) &&
+                Objects.equals(modelType, modelInfo.modelType) &&
+                Objects.equals(preprocessScript, modelInfo.preprocessScript) &&
+                Objects.equals(modelFilePath, modelInfo.modelFilePath);
+    }
+
+    @Override
+    public int hashCode() {
+        return Objects.hash(modelName, modelType, preprocessScript, modelFilePath);
+    }
+
+    // toString 方法
+    @Override
+    public String toString() {
+        return "ModelInfo{" +
+                "modelName='" + modelName + '\'' +
+                ", modelType='" + modelType + '\'' +
+                ", preprocessScript='" + preprocessScript + '\'' +
+                ", modelFilePath='" + modelFilePath + '\'' +
+                '}';
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/enumeration/ErrorCodeEnum.java

@@ -1,4 +1,4 @@
-package com.bipt.intelligentapplicationorchestrationservice.entity.enums;
+package com.bipt.intelligentapplicationorchestrationservice.enumeration;
 
 import lombok.Getter;
 
@@ -19,7 +19,8 @@ public enum ErrorCodeEnum {
     DB_CONNECTION_FAILED(701, "数据库连接错误"),
     VALIDATION_ERROR(801,"参数校验异常" ),
 
-    CACHE_INIT_ERROR(901, "缓存初始化失败");
+    CACHE_INIT_ERROR(901, "缓存初始化失败"),
+    INTERNAL_SERVER_ERROR(201,"内部服务出错" );
 
     public int getCode() {
         return code;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/exception/DeployException.java

@@ -0,0 +1,27 @@
+package com.bipt.intelligentapplicationorchestrationservice.exception;
+
+public class DeployException extends RuntimeException{
+    // 错误代码
+    private int errorCode = 500;
+
+    public DeployException(String message) {
+        super(message);
+    }
+
+    public DeployException(String message, Throwable cause) {
+        super(message, cause);
+    }
+
+    public DeployException(Throwable cause) {
+        super(cause);
+    }
+
+    public DeployException(String message, int errorCode) {
+        super(message);
+        this.errorCode = errorCode;
+    }
+
+    public int getErrorCode() {
+        return errorCode;
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/exception/EvaluationFailedException.java

@@ -0,0 +1,13 @@
+package com.bipt.intelligentapplicationorchestrationservice.exception;
+
+public class EvaluationFailedException extends DeployException{
+    public EvaluationFailedException(String message) {
+        super(message);
+    }
+    public EvaluationFailedException(String message, Throwable cause) {
+        super(message, cause);
+    }
+    public EvaluationFailedException() {
+        super("模型评估未通过，无法部署");
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/exception/GpuGlobalException.java

@@ -1,7 +1,7 @@
 package com.bipt.intelligentapplicationorchestrationservice.exception;
 
-import com.bipt.intelligentapplicationorchestrationservice.entity.enums.ErrorCodeEnum;
-import com.bipt.intelligentapplicationorchestrationservice.entity.vo.ResponseVO;
+import com.bipt.intelligentapplicationorchestrationservice.enumeration.ErrorCodeEnum;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.ResponseVO;
 import org.springframework.dao.DataAccessResourceFailureException;
 import org.springframework.web.bind.MethodArgumentNotValidException;
 import org.springframework.web.bind.annotation.ExceptionHandler;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/exception/PermissionDeniedException.java

@@ -1,6 +1,6 @@
 package com.bipt.intelligentapplicationorchestrationservice.exception;
 
-import com.bipt.intelligentapplicationorchestrationservice.entity.enums.ErrorCodeEnum;
+import com.bipt.intelligentapplicationorchestrationservice.enumeration.ErrorCodeEnum;
 import lombok.Getter;
 
 @Getter

src/main/java/com/bipt/intelligentapplicationorchestrationservice/mapper/GpuMapper.java

@@ -1,13 +1,13 @@
 package com.bipt.intelligentapplicationorchestrationservice.mapper;
 
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuCreateDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuResponseDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuUpdateDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuCreateDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuResponseDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuUpdateDTO;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
 import org.mapstruct.Mapper;
 import org.mapstruct.MappingConstants;
 
-@Mapper(componentModel = MappingConstants.ComponentModel.SPRING)
+@Mapper(componentModel = "spring")
 public interface GpuMapper {
     GpuResource toEntity(GpuCreateDTO dto);
     GpuResource toEntity(GpuUpdateDTO dto);

src/main/java/com/bipt/intelligentapplicationorchestrationservice/mapper/GpuResourceDao.java

@@ -1,6 +1,6 @@
 package com.bipt.intelligentapplicationorchestrationservice.mapper;
 
-import com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
 import org.apache.ibatis.annotations.*;
 import org.apache.ibatis.jdbc.SQL;
 

src/main/java/com/bipt/intelligentapplicationorchestrationservice/pojo/GpuCreateDTO.java

@@ -1,4 +1,4 @@
-package com.bipt.intelligentapplicationorchestrationservice.entity.dto;
+package com.bipt.intelligentapplicationorchestrationservice.pojo;
 
 import jakarta.validation.constraints.NotBlank;
 import jakarta.validation.constraints.NotNull;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/pojo/GpuResponseDTO.java

@@ -1,4 +1,4 @@
-package com.bipt.intelligentapplicationorchestrationservice.entity.dto;
+package com.bipt.intelligentapplicationorchestrationservice.pojo;
 
 import lombok.Data;
 

src/main/java/com/bipt/intelligentapplicationorchestrationservice/pojo/GpuUpdateDTO.java

@@ -1,4 +1,4 @@
-package com.bipt.intelligentapplicationorchestrationservice.entity.dto;
+package com.bipt.intelligentapplicationorchestrationservice.pojo;
 
 import jakarta.validation.constraints.NotNull;
 import jakarta.validation.constraints.Pattern;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/pojo/ResponseVO.java

@@ -1,6 +1,6 @@
-package com.bipt.intelligentapplicationorchestrationservice.entity.vo;
+package com.bipt.intelligentapplicationorchestrationservice.pojo;
 
-import com.bipt.intelligentapplicationorchestrationservice.entity.enums.ErrorCodeEnum;
+import com.bipt.intelligentapplicationorchestrationservice.enumeration.ErrorCodeEnum;
 
 
 import java.io.Serializable;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/CacheManager.java

@@ -2,7 +2,7 @@ package com.bipt.intelligentapplicationorchestrationservice.service;
 
 import com.bipt.intelligentapplicationorchestrationservice.mapper.GpuResourceDao;
 import com.bipt.intelligentapplicationorchestrationservice.exception.CacheInitException;
-import com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
 import jakarta.annotation.PostConstruct;
 import org.slf4j.Logger;
 import org.springframework.beans.factory.annotation.Autowired;

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/GpuManageService.java

@@ -1,9 +1,10 @@
 package com.bipt.intelligentapplicationorchestrationservice.service;
 
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuCreateDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuResponseDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuUpdateDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.vo.ResponseVO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuCreateDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuResponseDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuUpdateDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.ResponseVO;
+import org.springframework.transaction.annotation.Transactional;
 
 import java.util.List;
 
@@ -12,4 +13,7 @@ public interface GpuManageService {
     public ResponseVO deleteGpuResource(Long gpuId);
     public void updateGpuResource(GpuUpdateDTO entity);
     public List<GpuResponseDTO> searchByCriteria(String model, Integer memorySize, String ip);
+
+    @Transactional
+    ResponseVO createGpuResourceWithTrace(GpuCreateDTO dto);
 }

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/GpuResourceService.java

@@ -0,0 +1,33 @@
+package com.bipt.intelligentapplicationorchestrationservice.service;
+
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResourceRepository;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.cache.annotation.Cacheable;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+import java.util.stream.Collectors;
+
+@Service
+public class GpuResourceService {
+    @Autowired
+    private GpuResourceRepository repository;
+
+    @Cacheable(value = "availableGpus")
+    public List<GpuResource> getAvailableResources() {
+// 获取所有未删除的资源
+        return repository.findAll().stream()
+                .filter(gpu -> gpu.getIsDeleted() == null || !gpu.getIsDeleted())
+                .collect(Collectors.toList());    }
+
+    public void markAsAllocated(Long gpuId, int allocatedMemory) {
+        GpuResource gpu = repository.findById(gpuId);
+        if (gpu != null) {
+            // 更新已使用内存
+            int currentMemory = gpu.getGPUMemorySize() != null ? gpu.getGPUMemorySize() : 0;
+            gpu.setGPUMemorySize(currentMemory + allocatedMemory);
+            repository.save(gpu);
+        }
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/GrayDeployService.java

@@ -0,0 +1,51 @@
+package com.bipt.intelligentapplicationorchestrationservice.service;
+
+import com.bipt.intelligentapplicationorchestrationservice.entity.DeployRequest;
+import com.bipt.intelligentapplicationorchestrationservice.entity.DeployResponse;
+import com.bipt.intelligentapplicationorchestrationservice.entity.DeploymentResource;
+import com.bipt.intelligentapplicationorchestrationservice.exception.EvaluationFailedException;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+@Service
+public class GrayDeployService {
+    @Autowired
+    private ModelEvaluator modelEvaluator;
+
+    @Autowired
+    private ResourceAllocator resourceAllocator;
+
+    @Autowired
+    private GpuResourceService gpuService;
+
+//    @Autowired
+//    private MQSender mqSender;
+
+    public DeployResponse process(DeployRequest request) {
+        // 检查评估状态
+        if (!modelEvaluator.isEvaluationPassed(request.getModelId())) {
+            throw new EvaluationFailedException("模型评估未通过");
+        }
+
+        // 分配资源并获取URL
+        DeploymentResource resource = resourceAllocator.allocate(
+                gpuService.getAvailableResources(),
+                request.getRequiredMemory(),
+                request.getModelId(),
+                true
+        );
+
+//        // 发送MQ灰度通知
+//        mqSender.sendGrayDeployNotification(
+//                resource.getUrl(),
+//                request.getModelId(),
+//                resource.getGpu().getGPUId()
+//        );
+        // 标记资源已分配（更新内存使用量）
+        gpuService.markAsAllocated(
+                resource.getGpu().getGPUId(),
+                request.getRequiredMemory()
+        );
+        return DeployResponse.success(resource.getUrl());
+
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/ModelDeployer.java

@@ -0,0 +1,97 @@
+package com.bipt.intelligentapplicationorchestrationservice.service;
+
+import com.bipt.intelligentapplicationorchestrationservice.entity.DeployRequest;
+import com.bipt.intelligentapplicationorchestrationservice.entity.DeployResponse;
+import com.bipt.intelligentapplicationorchestrationservice.entity.ModelInfo;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
+import com.bipt.intelligentapplicationorchestrationservice.exception.DeployException;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+
+
+@Service
+public class ModelDeployer {
+
+    @Autowired
+    private ModelRepositoryClient modelRepositoryClient;
+
+    @Autowired
+    private ModelEvaluator modelEvaluationService;
+
+    @Autowired
+    private NormalDeployService normalDeployService;
+
+    @Autowired
+    private GrayDeployService grayDeployService;
+
+    @Autowired
+    private ResourceAllocator resourceAllocator;
+
+    @Autowired
+    private GpuResourceService gpuResourceService;
+
+    public DeployResponse deploy(DeployRequest request) {
+        try {
+            // 1. 获取完整模型信息
+            ModelInfo modelInfo = getModelInfo(request.getModelId());
+
+            // 2. 更新请求中的模型信息
+            request.setModelInfo(modelInfo);
+
+            // 3. 添加模型评估检查
+            if (!isEvaluationPassed(modelInfo)) {
+                return DeployResponse.fail(403,
+                        "模型[" + modelInfo.getModelName() + "]评估未通过，无法部署");
+            }
+            List<GpuResource> availableResources = gpuResourceService.getAvailableResources();
+            int requiredMemory = request.getRequiredMemory();
+            String modelId = request.getModelId();
+
+            if (!resourceAllocator.checkResourceQuota(availableResources, requiredMemory, modelId)){
+                return DeployResponse.fail(507, "资源配额不足。需要内存: " + requiredMemory + "MB\n");
+            }
+
+            // 4. 根据部署类型路由
+            if (request.getDeployType() == DeployRequest.DeployType.NORMAL) {
+                return normalDeployService.process(request);
+            } else {
+                return grayDeployService.process(request);
+            }
+        } catch (DeployException e) {
+            return DeployResponse.fail(404, "获取模型信息失败: " + e.getMessage());
+        } catch (Exception e) {
+            return DeployResponse.fail(500, "部署失败: " + e.getMessage());
+        }
+    }
+
+    /**
+     * 从模型仓库获取模型详细信息
+     */
+    private ModelInfo getModelInfo(String modelId) {
+        // 添加缓存和重试机制
+        ModelInfo modelInfo = modelRepositoryClient.getModelInfo(modelId);
+
+        // 验证关键字段
+        if (modelInfo.getModelFilePath() == null) {
+            throw new DeployException("模型文件路径未定义");
+        }
+
+        // 获取额外信息
+        modelInfo.setStorageLocation(
+                modelRepositoryClient.getModelStorageLocation(modelId)
+        );
+
+        return modelInfo;
+    }
+
+    /**
+     * 检查模型评估状态
+     */
+    private boolean isEvaluationPassed(ModelInfo modelInfo) {
+        return modelEvaluationService.isEvaluationPassed(
+                modelInfo.getModelId()
+        );
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/ModelEvaluator.java

@@ -0,0 +1,134 @@
+package com.bipt.intelligentapplicationorchestrationservice.service;
+
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.http.*;
+import org.springframework.stereotype.Component;
+import org.springframework.web.client.RestTemplate;
+
+import java.util.Collections;
+import java.util.HashMap;
+import java.util.Map;
+
+@Component
+public class ModelEvaluator {
+    @Value("${model.evaluation.service-url}")
+    private String evaluationServiceUrl;
+
+    @Value("${model.evaluation.api-timeout:3000}")
+    private int apiTimeout;
+
+    @Autowired
+    private RestTemplate restTemplate;
+
+    /**
+     * 检查模型评估是否通过
+     * @param modelId 模型ID
+     * @return 评估是否通过
+     */
+    public boolean isEvaluationPassed(String modelId) {
+        return isEvaluationPassed(modelId, null);
+    }
+
+    /**
+     * 检查模型评估是否通过（带版本号）
+     * @param modelId 模型ID
+     * @param version 模型版本
+     * @return 评估是否通过
+     */
+    public boolean isEvaluationPassed(String modelId, String version) {
+        // 1. 构建API调用参数
+        Map<String, String> params = new HashMap<>();
+        params.put("modelId", modelId);
+        if (version != null) {
+            params.put("version", version);
+        }
+
+        try {
+            // 2. 设置请求头和超时
+            HttpHeaders headers = new HttpHeaders();
+            headers.setAccept(Collections.singletonList(MediaType.APPLICATION_JSON));
+            headers.setContentType(MediaType.APPLICATION_JSON);
+            headers.set("X-Request-ID", generateRequestId(modelId));
+
+            // 3. 调用评估API
+            ResponseEntity<EvaluationResponse> response = restTemplate.exchange(
+                    buildEvaluationUrl(modelId, version),
+                    HttpMethod.GET,
+                    new HttpEntity<>(headers),
+                    EvaluationResponse.class
+            );
+
+            // 4. 处理响应
+            if (response.getStatusCode() == HttpStatus.OK && response.getBody() != null) {
+                return response.getBody().isPassed();
+            } else if (response.getStatusCode() == HttpStatus.NOT_FOUND) {
+                logEvaluationWarning(modelId, "模型未找到");
+            } else {
+                logEvaluationError(modelId, "评估服务返回非200状态: " + response.getStatusCode());
+            }
+        } catch (Exception e) {
+            logEvaluationError(modelId, "评估服务调用失败: " + e.getMessage());
+        }
+
+        // 5. 默认返回失败
+        return false;
+    }
+
+    // ================= 辅助方法 =================
+
+    /**
+     * 构建评估API URL
+     */
+    private String buildEvaluationUrl(String modelId, String version) {
+        String baseUrl = evaluationServiceUrl + "/models/" + modelId + "/evaluation";
+        return version != null ? baseUrl + "?version=" + version : baseUrl;
+    }
+
+    /**
+     * 生成请求ID（用于日志追踪）
+     */
+    private String generateRequestId(String modelId) {
+        return "eval-" + modelId + "-" + System.currentTimeMillis();
+    }
+
+    /**
+     * 记录评估错误日志
+     */
+    private void logEvaluationError(String modelId, String message) {
+        // 实际实现应使用日志框架（如SLF4J）
+        System.err.println("[" + modelId + "] 评估错误: " + message);
+    }
+
+    /**
+     * 记录评估警告日志
+     */
+    private void logEvaluationWarning(String modelId, String message) {
+        // 实际实现应使用日志框架
+        System.out.println("[" + modelId + "] 评估警告: " + message);
+    }
+
+    /**
+     * 评估响应内部类
+     */
+    private static class EvaluationResponse {
+        private boolean passed;
+        private String reason;
+        private String evaluatedAt;
+
+        // 需要默认构造方法用于JSON反序列化
+        public EvaluationResponse() {}
+
+        public boolean isPassed() {
+            return passed;
+        }
+
+        public String getReason() {
+            return reason;
+        }
+
+        public String getEvaluatedAt() {
+            return evaluatedAt;
+        }
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/ModelRepositoryClient.java

@@ -0,0 +1,98 @@
+package com.bipt.intelligentapplicationorchestrationservice.service;
+
+import com.bipt.intelligentapplicationorchestrationservice.entity.ModelInfo;
+import com.bipt.intelligentapplicationorchestrationservice.exception.DeployException;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.http.*;
+import org.springframework.stereotype.Component;
+import org.springframework.web.client.RestTemplate;
+
+import java.util.Collections;
+
+
+@Component
+public class ModelRepositoryClient {
+
+    @Value("${model.repository.url}")
+    private String repositoryBaseUrl;
+
+    @Value("${model.repository.api-key}")
+    private String apiKey;
+
+    @Autowired
+    private RestTemplate restTemplate;
+
+    /**
+     * 从模型仓库获取模型信息
+     *
+     * @param modelId 模型唯一标识
+     * @return 完整的模型信息对象
+     */
+    public ModelInfo getModelInfo(String modelId) {
+        // 1. 构建请求URL
+        String url = repositoryBaseUrl + "/models/" + modelId + "/info";
+
+        // 2. 设置认证头
+        HttpHeaders headers = new HttpHeaders();
+        headers.setContentType(MediaType.APPLICATION_JSON);
+        headers.set("X-API-KEY", apiKey);
+        headers.set("Model-Id", modelId);
+
+        HttpEntity<?> entity = new HttpEntity<>(headers);
+
+        try {
+            // 3. 发送请求到模型仓库服务
+            ResponseEntity<ModelInfo> response = restTemplate.exchange(
+                    url,
+                    HttpMethod.GET,
+                    entity,
+                    ModelInfo.class
+            );
+
+            // 4. 处理响应
+            if (response.getStatusCode() == HttpStatus.OK && response.getBody() != null) {
+                return response.getBody();
+            } else if (response.getStatusCode() == HttpStatus.NOT_FOUND) {
+                throw new DeployException("模型未找到: " + modelId);
+            } else {
+                throw new DeployException("获取模型信息失败，状态码: " + response.getStatusCode());
+            }
+        } catch (Exception e) {
+            throw new DeployException("访问模型仓库失败: " + e.getMessage(), e);
+        }
+    }
+    public String getModelStorageLocation(String modelId) {
+        // 1. 构建请求URL
+        String url = repositoryBaseUrl + "/models/" + modelId + "/storage-location";
+
+        // 2. 设置认证头
+        HttpHeaders headers = new HttpHeaders();
+        headers.setContentType(MediaType.APPLICATION_JSON);
+        headers.set("X-API-KEY", apiKey);
+        headers.setAccept(Collections.singletonList(MediaType.TEXT_PLAIN));
+
+        HttpEntity<?> entity = new HttpEntity<>(headers);
+
+        try {
+            // 3. 发送请求到模型仓库服务
+            ResponseEntity<String> response = restTemplate.exchange(
+                    url,
+                    HttpMethod.GET,
+                    entity,
+                    String.class
+            );
+
+            // 4. 处理响应
+            if (response.getStatusCode() == HttpStatus.OK && response.getBody() != null) {
+                return response.getBody();
+            } else if (response.getStatusCode() == HttpStatus.NOT_FOUND) {
+                throw new DeployException("模型存储位置未找到: " + modelId);
+            } else {
+                throw new DeployException("获取存储位置失败，状态码: " + response.getStatusCode());
+            }
+        } catch (Exception e) {
+            throw new DeployException("访问模型仓库失败: " + e.getMessage(), e);
+        }
+    }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/NormalDeployService.java

@@ -0,0 +1,118 @@
+package com.bipt.intelligentapplicationorchestrationservice.service;
+
+import com.bipt.intelligentapplicationorchestrationservice.entity.DeployRequest;
+import com.bipt.intelligentapplicationorchestrationservice.entity.DeployResponse;
+import com.bipt.intelligentapplicationorchestrationservice.entity.DeploymentResource;
+import com.bipt.intelligentapplicationorchestrationservice.entity.ModelInfo;
+import com.bipt.intelligentapplicationorchestrationservice.exception.EvaluationFailedException;
+import com.bipt.intelligentapplicationorchestrationservice.util.TemplateParser;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.stereotype.Service;
+
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.nio.file.Paths;
+import java.nio.file.attribute.PosixFilePermission;
+import java.util.Set;
+import java.util.concurrent.TimeUnit;
+@Service
+public class NormalDeployService {
+        @Autowired
+        private ModelEvaluator modelEvaluator;
+
+        @Autowired
+        private ResourceAllocator resourceAllocator;
+
+        @Autowired
+        private GpuResourceService gpuService;
+
+        @Autowired
+        private TemplateParser templateParser;  // 使用模板解析器
+
+        @Value("${model.deploy.script-directory:/opt/deploy_scripts}")
+        private String scriptDirectory;
+
+        @Value("${model.deploy.script-timeout:300}")
+        private int scriptTimeout;
+
+        public DeployResponse process(DeployRequest request) {
+            try {
+                // 1. 检查模型评估状态（使用ModelInfo包含的模型ID）
+                ModelInfo modelInfo = request.getModelInfo();
+                if (!modelEvaluator.isEvaluationPassed(modelInfo != null ? modelInfo.getModelName() : "")) {
+                    throw new EvaluationFailedException("模型评估未通过");
+                }
+
+                // 2. 分配资源并获取URL
+                DeploymentResource resource = resourceAllocator.allocate(
+                        gpuService.getAvailableResources(),
+                        request.getRequiredMemory(),
+                        modelInfo != null ? modelInfo.getModelName() : "unknown",
+                        false
+                );
+
+                // 3. 使用ModelInfo生成部署脚本内容
+                String scriptContent = templateParser.generateDeploymentScript(
+                        request.getModelInfo(),
+                        resource.getUrl()
+                );
+
+                // 4. 执行部署脚本
+                executeDeploymentScript(scriptContent);
+
+                // 5. 标记资源已分配
+                gpuService.markAsAllocated(
+                        resource.getGpu().getGPUId(),
+                        request.getRequiredMemory()
+                );
+
+                return DeployResponse.success(resource.getUrl());
+
+            } catch (EvaluationFailedException e) {
+                return DeployResponse.fail(403, e.getMessage());
+            } catch (Exception e) {
+                return DeployResponse.fail(500, "部署失败: " + e.getMessage());
+            }
+        }
+
+        /**
+         * 执行部署脚本
+         */
+        private void executeDeploymentScript(String scriptContent) throws Exception {
+            // 创建脚本文件
+            Path scriptPath = Paths.get(scriptDirectory, "deploy_" + System.currentTimeMillis() + ".sh");
+            Files.write(scriptPath, scriptContent.getBytes());
+
+            // 设置执行权限 (754)
+            Set<PosixFilePermission> permissions = Set.of(
+                    PosixFilePermission.OWNER_READ,
+                    PosixFilePermission.OWNER_WRITE,
+                    PosixFilePermission.OWNER_EXECUTE,
+                    PosixFilePermission.GROUP_READ,
+                    PosixFilePermission.GROUP_EXECUTE,
+                    PosixFilePermission.OTHERS_READ
+            );
+            Files.setPosixFilePermissions(scriptPath, permissions);
+
+            // 执行脚本
+            Process process = new ProcessBuilder(scriptPath.toString())
+                    .directory(Paths.get(scriptDirectory).toFile())
+                    .start();
+
+            // 带超时等待
+            boolean completed = process.waitFor(scriptTimeout, TimeUnit.SECONDS);
+            if (!completed) {
+                process.destroyForcibly();
+                throw new RuntimeException("脚本执行超时（限制: " + scriptTimeout + "秒）");
+            }
+
+            // 检查退出码
+            if (process.exitValue() != 0) {
+                throw new RuntimeException("脚本执行失败，退出码: " + process.exitValue());
+            }
+
+            // 清理脚本文件
+            Files.deleteIfExists(scriptPath);
+        }
+}

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/RedisCacheService.java

@@ -1,16 +1,19 @@
 package com.bipt.intelligentapplicationorchestrationservice.service;
 
 
-import com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
+import org.apache.ibatis.cache.CacheException;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.beans.factory.annotation.Value;
+import org.springframework.data.redis.connection.RedisConnection;
+import org.springframework.data.redis.core.Cursor;
 import org.springframework.data.redis.core.RedisCallback;
 import org.springframework.data.redis.core.RedisTemplate;
+import org.springframework.data.redis.core.ScanOptions;
 import org.springframework.data.redis.serializer.RedisSerializer;
 import org.springframework.stereotype.Service;
 import java.nio.charset.StandardCharsets;
-import java.util.List;
-import java.util.Objects;
+import java.util.*;
 import java.util.concurrent.TimeUnit;
 
 @Service
@@ -124,4 +127,26 @@ public class RedisCacheService {
             return false;
         }
     }
+    public Set<String> scanKeys(String pattern) {
+        try (RedisConnection connection = Objects.requireNonNull(
+                redisTemplate.getConnectionFactory()).getConnection()) {
+
+            ScanOptions options = ScanOptions.scanOptions()
+                    .match(pattern)
+                    .count(100) // 批量扫描数量
+                    .build();
+
+            Set<String> keys = new HashSet<>();
+            Cursor<byte[]> cursor = connection.scan(options);
+
+            while (cursor.hasNext()) {
+                keys.add(new String(cursor.next(), StandardCharsets.UTF_8));
+            }
+
+            return keys;
+        } catch (Exception e) {
+            throw new CacheException("Keys scan failed", e);
+        }
+    }
+
 }

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/ResourceAllocator.java

@@ -1,8 +1,8 @@
-package com.bipt.intelligentapplicationorchestrationservice.deploy.deployment;
+package com.bipt.intelligentapplicationorchestrationservice.service;
 
-import com.bipt.intelligentapplicationorchestrationservice.deploy.entity.DeploymentResource;
-import com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource;
-import com.bipt.intelligentapplicationorchestrationservice.utils.ConfigConstants;
+import com.bipt.intelligentapplicationorchestrationservice.entity.DeploymentResource;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
+import com.bipt.intelligentapplicationorchestrationservice.constant.ConfigConstants;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Component;
 import org.springframework.web.client.ResourceAccessException;
@@ -16,6 +16,54 @@ public class ResourceAllocator {
     @Autowired
     private ConfigConstants config;
 
+    // 检查资源配额
+    public boolean checkResourceQuota(List<GpuResource> resources, int requiredMemory, String modelId) {
+        // 1. 检查全局资源是否充足
+        long totalFreeMemory = resources.stream()
+                .mapToInt(this::getRemainingMemory)
+                .sum();
+
+        // 全局内存不足
+        if (totalFreeMemory < requiredMemory) {
+            return false;
+        }
+
+        // 2. 检查单个GPU是否能满足需求
+        boolean canAllocate = resources.stream()
+                .anyMatch(gpu -> getRemainingMemory(gpu) >= requiredMemory);
+
+        if (!canAllocate) {
+            // 检查碎片化分配
+            return checkFragmentationAllocation(resources, requiredMemory);
+        }
+
+        return true;
+    }
+
+    // 检查碎片化分配可能性
+    private boolean checkFragmentationAllocation(List<GpuResource> resources, int requiredMemory) {
+        // 按碎片率排序（碎片小的优先）
+        resources.sort(Comparator.comparingDouble(
+                r -> (double)getRemainingMemory(r) / r.getGPUMaxMemory()
+        ));
+
+        // 检查碎片整合后是否可能满足需求
+        int accumulatedMemory = 0;
+        for (GpuResource gpu : resources) {
+            int fragment = getRemainingMemory(gpu);
+            // 如果单个碎片就足够，直接返回成功
+            if (fragment >= requiredMemory) return true;
+
+            // 累积碎片
+            accumulatedMemory += fragment;
+            if (accumulatedMemory >= requiredMemory) {
+                return true;
+            }
+        }
+
+        return false;
+    }
+
     //获取剩余内存
     private int getRemainingMemory(GpuResource resource){
         return resource.getGPUMaxMemory()-resource.getGPUMemorySize();

src/main/java/com/bipt/intelligentapplicationorchestrationservice/service/impl/GpuManageServiceImpl.java

@@ -1,14 +1,16 @@
-package com.bipt.intelligentapplicationorchestrationservice.service.Impl;
+package com.bipt.intelligentapplicationorchestrationservice.service.impl;
 
 import com.bipt.intelligentapplicationorchestrationservice.mapper.GpuResourceDao;
 import com.bipt.intelligentapplicationorchestrationservice.mapper.GpuMapper;
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuCreateDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuResponseDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.dto.GpuUpdateDTO;
-import com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource;
-import com.bipt.intelligentapplicationorchestrationservice.entity.enums.ErrorCodeEnum;
-import com.bipt.intelligentapplicationorchestrationservice.entity.vo.ResponseVO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuCreateDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuResponseDTO;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.GpuUpdateDTO;
+import com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource;
+import com.bipt.intelligentapplicationorchestrationservice.enumeration.ErrorCodeEnum;
+import com.bipt.intelligentapplicationorchestrationservice.pojo.ResponseVO;
 import com.bipt.intelligentapplicationorchestrationservice.service.GpuManageService;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
@@ -20,53 +22,128 @@ import java.util.stream.Collectors;
 
 @Service
 public class GpuManageServiceImpl implements GpuManageService {
+    private static final Logger logger = LoggerFactory.getLogger(GpuManageServiceImpl.class);
+
     @Autowired
     private GpuResourceDao gpuDao;
 
     @Autowired
     private GpuMapper gpuMapper;
-    @Autowired
-    private GpuResourceDao gpuResourceDao;
 
     @Transactional
-    //创建GPU资源
+    @Override
     public ResponseVO createGpuResource(GpuCreateDTO dto) {
-        GpuResource entity = gpuMapper.toEntity(dto);
-        gpuDao.insert(entity);
-        return ResponseVO.success(entity);
-    }
+        try {
+            logger.info("创建GPU资源请求: {}", dto);
 
-    @Transactional
-    //删除GPU资源（逻辑删除）
-    public ResponseVO deleteGpuResource(Long gpuId) {
-        GpuResource entity = gpuDao.selectById(gpuId);
-        if (entity == null) {
-            return ResponseVO.error(ErrorCodeEnum.GPU_NOT_FOUND);
+            GpuResource entity = gpuMapper.toEntity(dto);
+            gpuDao.insert(entity);
+
+            logger.info("创建GPU资源成功, ID: {}", entity.getGPUId());
+            return ResponseVO.success(entity);
+
+        } catch (Exception e) {
+            logger.error("创建GPU资源失败: {}, 参数: {}", e.getMessage(), dto, e);
+            return ResponseVO.error(ErrorCodeEnum.INTERNAL_SERVER_ERROR);
         }
-        gpuDao.isDeleted(gpuId);
-        return ResponseVO.success();
     }
 
     @Transactional
-    //更新GPU资源
+    @Override
+    public ResponseVO deleteGpuResource(Long gpuId) {
+        logger.info("删除GPU资源请求, ID: {}", gpuId);
+
+        try {
+            GpuResource entity = gpuDao.selectById(gpuId);
+            if (entity == null) {
+                logger.warn("GPU资源不存在, ID: {}", gpuId);
+                return ResponseVO.error(ErrorCodeEnum.GPU_NOT_FOUND);
+            }
+
+            gpuDao.isDeleted(gpuId);
+            logger.info("逻辑删除GPU资源成功, ID: {}", gpuId);
+            return ResponseVO.success();
+
+        } catch (Exception e) {
+            logger.error("删除GPU资源失败, ID: {}, 错误: {}", gpuId, e.getMessage(), e);
+            return ResponseVO.error(ErrorCodeEnum.INTERNAL_SERVER_ERROR);
+        }
+    }
+
+    @Transactional
+    @Override
     public void updateGpuResource(GpuUpdateDTO dto) {
-        GpuResource entity = gpuMapper.toEntity(dto);
-        gpuDao.updateById(entity);
+        logger.info("更新GPU资源请求: {}", dto);
+
+        try {
+            GpuResource entity = gpuMapper.toEntity(dto);
+            gpuDao.updateById(entity);
+            logger.info("更新GPU资源成功, ID: {}", entity.getGPUId());
+
+        } catch (Exception e) {
+            logger.error("更新GPU资源失败: {}, 参数: {}", e.getMessage(), dto, e);
+            throw new RuntimeException("更新GPU资源失败", e);
+        }
     }
 
     @Override
-    //模糊匹配查询
     public List<GpuResponseDTO> searchByCriteria(String model, Integer memorySize, String ip) {
-        // PermissionCheckUtil.checkTenantAccess();
-
         Map<String, Object> params = new HashMap<>();
-        if(model != null) params.put("model","%" + model + "%");
-        if(memorySize!=null) params.put("memorySize", memorySize);
-        if(ip!=null) params.put("ip", ip);
+        if(model != null) params.put("model", "%" + model + "%");
+        if(memorySize != null) params.put("memorySize", memorySize);
+        if(ip != null) params.put("ip", ip);
 
-        List<GpuResource> entities = gpuResourceDao.selectByFields(params);
+        logger.info("查询GPU资源条件: {}", params);
 
-        return entities.stream().map(gpuMapper::toDTO).collect(Collectors.toList());
+        try {
+            List<GpuResource> entities = gpuDao.selectByFields(params);
+            logger.info("查询到 {} 条GPU资源", entities.size());
 
+            return entities.stream()
+                    .map(gpuMapper::toDTO)
+                    .collect(Collectors.toList());
+
+        } catch (Exception e) {
+            logger.error("查询GPU资源失败, 条件: {}, 错误: {}", params, e.getMessage(), e);
+            throw new RuntimeException("查询GPU资源失败", e);
+        }
+    }
+
+    // ========== 新增的日志追踪方法 ==========
+
+    private void logOperation(String methodName, Object... details) {
+        if (logger.isDebugEnabled()) {
+            StringBuilder logBuilder = new StringBuilder(methodName);
+            for (Object detail : details) {
+                logBuilder.append(" | ").append(detail);
+            }
+            logger.debug(logBuilder.toString());
+        }
+    }
+
+    private void logDuration(String methodName, long startTime, boolean success) {
+        long duration = System.currentTimeMillis() - startTime;
+        String status = success ? "成功" : "失败";
+        logger.info("方法 {} 执行{} | 耗时: {}ms", methodName, status, duration);
+    }
+
+    // ========== 增强的日志版本 ==========
+
+    @Transactional
+    @Override
+    public ResponseVO createGpuResourceWithTrace(GpuCreateDTO dto) {
+        long start = System.currentTimeMillis();
+        try {
+            logOperation("createGpuResource", "请求参数", dto);
+
+            ResponseVO result = createGpuResource(dto);
+
+            logDuration("createGpuResource", start, true);
+            return result;
+
+        } catch (Exception e) {
+            logDuration("createGpuResource", start, false);
+            throw e;
+        }
     }
 }

src/main/java/com/bipt/intelligentapplicationorchestrationservice/util/TemplateParser.java

@@ -0,0 +1,78 @@
+package com.bipt.intelligentapplicationorchestrationservice.util;
+
+import com.bipt.intelligentapplicationorchestrationservice.entity.ModelInfo;
+import org.springframework.stereotype.Service;
+
+import java.text.MessageFormat;
+import java.util.HashMap;
+import java.util.Map;
+
+@Service
+public class TemplateParser {
+    // 使用静态模板避免硬编码（可根据需要扩展为读取外部配置文件）
+    private static final Map<String, String> DEPLOYMENT_TEMPLATES = new HashMap<>() {{
+        put("tensorflow", "#!/bin/bash\n"
+                + "# TensorFlow Serving Deployment\n"
+                + "docker run -d --name {0}-service \\\n"
+                + "  -p {1} \\\n"
+                + "  -v {2}:/models/{0} \\\n"
+                + "  -e MODEL_NAME={0} \\\n"
+                + "  tensorflow/serving:latest\n"
+                + "# Preprocessing\n"
+                + "{3} $1");
+
+        put("pytorch", "#!/bin/bash\n"
+                + "# TorchServe Deployment\n"
+                + "torch-model-archiver --model-name {0} \\\n"
+                + "  --version 1.0 \\\n"
+                + "  --serialized-file {2} \\\n"
+                + "  --handler {3} \\\n"
+                + "  --export-path model_store\n"
+                + "torchserve --start \\\n"
+                + "  --model-store model_store \\\n"
+                + "  --models {0}.mar \\\n"
+                + "  --ncs \\\n"
+                + "  --ts-config config.properties");
+    }};
+
+    public String generateDeploymentScript(ModelInfo modelInfo, String endpointUrl) {
+        // 提取URL端口号 (假设URL格式为 http://host:port)
+        String port = extractPortFromUrl(endpointUrl);
+
+        // 获取基础模板
+        String template = DEPLOYMENT_TEMPLATES.getOrDefault(
+                modelInfo.getModelType().toLowerCase(),
+                getDefaultTemplate()
+        );
+
+        // 安全处理空值
+        String safeModelName = modelInfo.getModelName() != null ? modelInfo.getModelName() : "unnamed";
+        String safeFilePath = modelInfo.getModelFilePath() != null ? modelInfo.getModelFilePath() : "";
+        String safeScript = modelInfo.getPreprocessScript() != null ? modelInfo.getPreprocessScript() : "echo 'No preprocessing'";
+
+        // 填充模板参数
+        return MessageFormat.format(template,
+                safeModelName,
+                port,
+                safeFilePath,
+                safeScript
+        );
+    }
+    private String extractPortFromUrl(String url) {
+        if (url == null) return "8080";  // 默认端口
+        try {
+            return url.split(":")[2].replaceAll("[^0-9]", "");
+        } catch (Exception e) {
+            return "8080";
+        }
+    }
+
+    private String getDefaultTemplate() {
+        return "#!/bin/bash\n"
+                + "# Universal Deployment Template\n"
+                + "echo \"Deploying model: {0} at endpoint {1}\"\n"
+                + "echo \"Model path: {2}\"\n"
+                + "echo \"Running preprocessing: {3}\"\n"
+                + "# Add custom deployment logic here";
+    }
+}

src/main/resources/application.properties

@@ -32,9 +32,15 @@ spring.cloud.gateway.routes[0].uri=lb://intelligent-application-orchestration-se
 spring.cloud.gateway.routes[0].predicates[0]=Path=/request
 
 
-
 logging.level.org.springframework.web=DEBUG
 
+# ????????
+model.evaluation.service-url=http://evaluation-service:8080/api/v1
+model.evaluation.api-timeout=3000
+# ????????
+model.repository.url=https://model-repo.example.com/api/v1
+model.repository.api-key=SECURE_API_KEY_12345
+model.repository.timeout=5000
 
 #SQL ????????
 logging.level.com.bipt.intelligentapplicationorchestrationservice.mapper=DEBUG

src/main/resources/mapper/GpuResourceMapper.xml

@@ -5,7 +5,7 @@
 
     <!-- 动态条件查询 -->
     <select id="selectByFields"
-            resultType="com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource">
+            resultType="com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource">
         SELECT *
         FROM Ipz.public.gpu_resource
         <where>
@@ -28,7 +28,7 @@
 
     <!-- 分页查询 -->
     <select id="findByPage"
-            resultType="com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource">
+            resultType="com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource">
         SELECT *
         FROM gpu_resource
         WHERE is_deleted = 0
@@ -38,7 +38,7 @@
 
     <!-- 增量同步查询 -->
     <select id="findModifiedSince"
-            resultType="com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource">
+            resultType="com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource">
         SELECT *, is_deleted
         FROM gpu_resource
         WHERE update_time &gt; #{since}
@@ -47,7 +47,7 @@
 
     <!-- 带锁查询 -->
     <select id="selectByIdWithLock"
-            resultType="com.bipt.intelligentapplicationorchestrationservice.entity.entity.GpuResource">
+            resultType="com.bipt.intelligentapplicationorchestrationservice.entity.GpuResource">
         SELECT *
         FROM gpu_resource
         WHERE GPUId = #{gpuId}