feat: integrate SAA Python sandbox with dynamic dependencies

data-agent-management/pom.xml

@@ -83,6 +83,10 @@
             <groupId>org.apache.commons</groupId>
             <artifactId>commons-lang3</artifactId>
         </dependency>
+        <dependency>
+            <groupId>com.google.guava</groupId>
+            <artifactId>guava</artifactId>
+        </dependency>
         <dependency>
             <groupId>com.mysql</groupId>
             <artifactId>mysql-connector-j</artifactId>
@@ -269,6 +273,16 @@
             <artifactId>spring-ai-alibaba-graph-core</artifactId>
             <version>${spring-ai-alibaba.version}</version>
         </dependency>
+        <dependency>
+            <groupId>com.alibaba.cloud.ai</groupId>
+            <artifactId>spring-ai-alibaba-sandbox</artifactId>
+            <version>${spring-ai-alibaba.version}</version>
+        </dependency>
+        <dependency>
+            <groupId>org.tomlj</groupId>
+            <artifactId>tomlj</artifactId>
+            <version>${tomlj.version}</version>
+        </dependency>
         <dependency>
             <groupId>org.springframework.ai</groupId>
             <artifactId>spring-ai-starter-model-chat-memory-repository-jdbc</artifactId>
@@ -371,16 +385,6 @@
             <artifactId>easyexcel</artifactId>
             <version>3.3.4</version>
         </dependency>
-        <!-- Docker Java Client -->
-        <dependency>
-            <groupId>com.github.docker-java</groupId>
-            <artifactId>docker-java-core</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>com.github.docker-java</groupId>
-            <artifactId>docker-java-transport-zerodep</artifactId>
-        </dependency>
-
     </dependencies>
     <repositories>
         <repository>

data-agent-management/src/main/java/com/alibaba/cloud/ai/dataagent/config/DataAgentConfiguration.java

@@ -19,9 +19,6 @@
 import com.alibaba.cloud.ai.dataagent.properties.DataAgentProperties;
 import com.alibaba.cloud.ai.dataagent.properties.FileStorageProperties;
 import com.alibaba.cloud.ai.dataagent.properties.OssStorageProperties;
-import com.alibaba.cloud.ai.dataagent.service.code.CodePoolExecutorService;
-import com.alibaba.cloud.ai.dataagent.service.code.CodePoolExecutorServiceFactory;
-import com.alibaba.cloud.ai.dataagent.service.code.docker.DockerExecutorFactory;
 import com.alibaba.cloud.ai.dataagent.service.file.FileStorageService;
 import com.alibaba.cloud.ai.dataagent.service.file.FileStorageServiceFactory;
 import com.alibaba.cloud.ai.dataagent.service.llm.LlmService;
@@ -127,13 +124,6 @@ public FileStorageService fileStorageService(FileStorageProperties properties,
 		return new FileStorageServiceFactory(properties, ossStorageProperties).getObject();
 	}
 
-	@Bean
-	@ConditionalOnMissingBean(CodePoolExecutorService.class)
-	public CodePoolExecutorService codePoolExecutorService(CodeExecutorProperties properties, LlmService llmService,
-			DockerExecutorFactory dockerExecutorFactory) {
-		return new CodePoolExecutorServiceFactory(properties, llmService, dockerExecutorFactory).getObject();
-	}
-
 	@Bean
 	@ConditionalOnMissingBean(RestClientCustomizer.class)
 	public RestClientCustomizer restClientCustomizer(@Value("${rest.connect.timeout:600}") long connectTimeout,

data-agent-management/src/main/java/com/alibaba/cloud/ai/dataagent/properties/CodeExecutorProperties.java

@@ -15,11 +15,12 @@
  */
 package com.alibaba.cloud.ai.dataagent.properties;
 
-import com.alibaba.cloud.ai.dataagent.enums.CodePoolExecutorEnum;
 import lombok.Getter;
 import lombok.Setter;
 import org.springframework.boot.context.properties.ConfigurationProperties;
 
+import java.time.Duration;
+
 import static com.alibaba.cloud.ai.dataagent.constant.Constant.PROJECT_PROPERTIES_PREFIX;
 
 /**
@@ -34,94 +35,59 @@ public class CodeExecutorProperties {
 	public static final String CONFIG_PREFIX = PROJECT_PROPERTIES_PREFIX + ".code-executor";
 
 	/**
-	 * Specify implementation class of code container pool runtime service
+	 * Maximum container memory, in MB
 	 */
-	CodePoolExecutorEnum codePoolExecutor = CodePoolExecutorEnum.DOCKER;
+	Long limitMemory = 500L;
 
 	/**
-	 * Service host, use default address if null
+	 * Number of container CPU cores
 	 */
-	String host = null;
+	Long cpuCore = 1L;
 
 	/**
-	 * Image name, can customize image with common third-party dependencies to replace
-	 * this configuration
+	 * Python code execution time limit
 	 */
-	String imageName = "continuumio/anaconda3:latest";
+	Duration codeTimeout = Duration.ofSeconds(60);
 
 	/**
-	 * Container name prefix
+	 * Python执行的最大重试次数
 	 */
-	String containerNamePrefix = "nl2sql-python-exec-";
+	Integer pythonMaxTriesCount = 5;
 
-	/**
-	 * Task blocking queue size
-	 */
-	Integer taskQueueSize = 5;
+	private Sandbox sandbox = new Sandbox();
 
-	/**
-	 * Maximum number of core containers
-	 */
-	Integer coreContainerNum = 2;
+	@Getter
+	@Setter
+	public static class Sandbox {
 
-	/**
-	 * Maximum number of temporary containers
-	 */
-	Integer tempContainerNum = 2;
+		String dockerHost = "unix:///var/run/docker.sock";
 
-	/**
-	 * Core thread count of thread pool
-	 */
-	Integer coreThreadSize = 5;
+		String imageName = "agentscope-registry.ap-southeast-1.cr.aliyuncs.com/agentscope/runtime-sandbox-base:latest";
 
-	/**
-	 * Maximum thread count of thread pool
-	 */
-	Integer maxThreadSize = 5;
+		String containerPrefix = "dataagent-sandbox-";
 
-	/**
-	 * Survival time of temporary containers, in minutes
-	 */
-	Integer tempContainerAliveTime = 5;
+		Integer maxConcurrency = 4;
 
-	/**
-	 * Task survival time of thread pool, in seconds
-	 */
-	Long keepThreadAliveTime = 60L;
+		Integer queueCapacity = 10;
 
-	/**
-	 * Task blocking queue size of thread pool
-	 */
-	Integer threadQueueSize = 10;
+		Integer maxCodeBytes = 256 * 1024;
 
-	/**
-	 * Maximum container memory, in MB
-	 */
-	Long limitMemory = 500L;
+		Integer maxInputBytes = 10 * 1024 * 1024;
 
-	/**
-	 * Number of container CPU cores
-	 */
-	Long cpuCore = 1L;
+		Integer maxOutputBytes = 1024 * 1024;
 
-	/**
-	 * Python code execution time limit
-	 */
-	String codeTimeout = "60s";
+		Integer maxErrorBytes = 256 * 1024;
 
-	/**
-	 * Maximum container runtime
-	 */
-	Long containerTimeout = 3000L;
+		Integer maxMetadataBytes = 8 * 1024;
 
-	/**
-	 * Container network mode
-	 */
-	String networkMode = "none";
+		Integer maxDependencies = 20;
 
-	/**
-	 * Python执行的最大重试次数
-	 */
-	Integer pythonMaxTriesCount = 5;
+		String packageIndexUrl = "https://pypi.org/simple";
+
+		Duration dependencyInstallTimeout = Duration.ofMinutes(3);
+
+		Integer maxConnections = 4096;
+
+	}
 
 }

data-agent-management/src/main/java/com/alibaba/cloud/ai/dataagent/service/code/CodePoolExecutorService.java → data-agent-management/src/main/java/com/alibaba/cloud/ai/dataagent/service/code/PythonCodeExecutorService.java

@@ -15,34 +15,34 @@
  */
 package com.alibaba.cloud.ai.dataagent.service.code;
 
+import java.util.List;
+
 /**
- * 运行Python任务的容器池接口
- *
- * @author vlsmb
- * @since 2025/7/12
+ * Executes generated Python code in an isolated sandbox.
  */
-public interface CodePoolExecutorService {
+public interface PythonCodeExecutorService {
 
 	TaskResponse runTask(TaskRequest request);
 
-	record TaskRequest(String code, String input, String requirement) {
+	record TaskRequest(String code, String input, List<String> dependencies) {
+
+		public TaskRequest {
+			dependencies = dependencies == null ? List.of() : List.copyOf(dependencies);
+		}
 
 	}
 
 	record TaskResponse(boolean isSuccess, boolean executionSuccessButResultFailed, String stdOut, String stdErr,
 			String exceptionMsg) {
 
-		// 执行运行代码任务时发生异常
 		public static TaskResponse exception(String msg) {
 			return new TaskResponse(false, false, null, null, "An exception occurred while executing the task: " + msg);
 		}
 
-		// 执行运行代码任务成功，并且代码正常返回
 		public static TaskResponse success(String stdOut) {
 			return new TaskResponse(true, false, stdOut, null, null);
 		}
 
-		// 执行运行代码任务成功，但是代码异常返回
 		public static TaskResponse failure(String stdOut, String stdErr) {
 			return new TaskResponse(false, true, stdOut, stdErr, "StdErr: " + stdErr);
 		}
@@ -54,10 +54,4 @@ public String toString() {
 		}
 	}
 
-	enum State {
-
-		READY, RUNNING, REMOVING
-
-	}
-
 }