diff --git a/ruoyi-modules/management-platform/src/main/java/com/ruoyi/platform/utils/K8sClientUtil.java b/ruoyi-modules/management-platform/src/main/java/com/ruoyi/platform/utils/K8sClientUtil.java
index aea538f7..06e40622 100644
--- a/ruoyi-modules/management-platform/src/main/java/com/ruoyi/platform/utils/K8sClientUtil.java
+++ b/ruoyi-modules/management-platform/src/main/java/com/ruoyi/platform/utils/K8sClientUtil.java
@@ -33,6 +33,8 @@ import java.util.*;
 @Slf4j
 @Component
 public class K8sClientUtil {
+    private String http;
+    private String token;
     /**
      * k8s-api客户端
      */
@@ -48,6 +50,8 @@ public class K8sClientUtil {
      */
     @Autowired
     public K8sClientUtil(@Value("${k8s.http}") String http, @Value("${k8s.token}") String token) {
+        this.http = http;
+        this.token = token;
         try {
             this.apiClient = new ClientBuilder().
                     setBasePath(http).setVerifyingSsl(false).
@@ -132,8 +136,8 @@ public class K8sClientUtil {
         if (v1ServiceList!=null) {
             for (V1Service svc : v1ServiceList.getItems()) {
                 if (StringUtils.equals(svc.getMetadata().getName(), serviceName)) {
-                    // PVC 已存在
-                    return svc;
+                    // SVC 已存在
+                        return svc;
                 }
             }
         }
@@ -373,9 +377,48 @@ public class K8sClientUtil {
 
     // 创建配置好的Pod
     public Integer createConfiguredPod(String podName, String namespace, Integer port, String mountPath, V1PersistentVolumeClaim pvc, String image, String dataPvcName, String datasetPath, String modelPath) {
+
+        //设置选择节点，pod反亲和性
         Map<String, String> selector = new LinkedHashMap<>();
-        selector.put("k8s-jupyter", podName);
+        selector.put("k8s-jupyter", "CPU-GPU");
+        Map<String, String> nodeSelector = new LinkedHashMap<>();
+        nodeSelector.put("resource-type", "CPU-GPU");
+
+        V1LabelSelectorRequirement labelSelectorRequirement = new V1LabelSelectorRequirement()
+                .key("k8s-jupyter").operator("NotIn").values(Collections.singletonList("CPU-GPU"));
+
+        V1LabelSelector labelSelector = new V1LabelSelector()
+                .matchExpressions(Collections.singletonList(labelSelectorRequirement));
+
+        V1PodAffinityTerm podAffinityTerm = new V1PodAffinityTerm()
+                .labelSelector(labelSelector)
+                .namespaces(Collections.singletonList(namespace))
+                .topologyKey("kubernetes.io/hostname");
+
+        V1PodAffinity podAffinity = new V1PodAffinity()
+                .requiredDuringSchedulingIgnoredDuringExecution(Collections.singletonList(podAffinityTerm));
 
+        V1LabelSelectorRequirement antiLabelSelectorRequirement = new V1LabelSelectorRequirement()
+                .key("k8s-jupyter").operator("In").values(Collections.singletonList("CPU-GPU"));
+
+        V1LabelSelector antiLabelSelector = new V1LabelSelector()
+                .matchExpressions(Collections.singletonList(antiLabelSelectorRequirement));
+
+        V1PodAffinityTerm antiPodAffinityTerm = new V1PodAffinityTerm()
+                .labelSelector(antiLabelSelector)
+                .namespaces(Collections.singletonList(namespace))
+                .topologyKey("kubernetes.io/hostname");
+
+//        V1WeightedPodAffinityTerm weightedPodAffinityTerm = new V1WeightedPodAffinityTerm().weight(100).podAffinityTerm(podAffinityTerm);
+
+        V1PodAntiAffinity podAntiAffinity = new V1PodAntiAffinity()
+                .requiredDuringSchedulingIgnoredDuringExecution(Collections.singletonList(antiPodAffinityTerm));
+
+        V1Affinity v1Affinity = new V1Affinity()
+                .podAffinity(podAffinity)
+                .podAntiAffinity(podAntiAffinity);
+
+        // 创建Pod
         CoreV1Api api = new CoreV1Api(apiClient);
         V1PodList v1PodList = null;
         try {
@@ -398,8 +441,8 @@ public class K8sClientUtil {
         // 配置卷和卷挂载
         List<V1VolumeMount> volumeMounts = new ArrayList<>();
         volumeMounts.add(new V1VolumeMount().name("workspace").mountPath(mountPath));
-        volumeMounts.add(new V1VolumeMount().name("minio-pvc").mountPath("/datasets").subPath(datasetPath).readOnly(true));
-        volumeMounts.add(new V1VolumeMount().name("minio-pvc").mountPath("/model").subPath(modelPath).readOnly(true));
+        volumeMounts.add(new V1VolumeMount().name("minio-pvc").mountPath("/opt/data").subPath(datasetPath).readOnly(true));
+        volumeMounts.add(new V1VolumeMount().name("minio-pvc").mountPath("/opt/model").subPath(modelPath).readOnly(true));
 
         List<V1Volume> volumes = new ArrayList<>();
         volumes.add(new V1Volume().name("workspace").persistentVolumeClaim(new V1PersistentVolumeClaimVolumeSource().claimName(pvc.getMetadata().getName())));
@@ -419,6 +462,8 @@ public class K8sClientUtil {
                 .withVolumeMounts(volumeMounts)
                 .endContainer()
                 .withVolumes(volumes)
+                .withNodeSelector(nodeSelector)
+                .withAffinity(v1Affinity)
                 .endSpec()
                 .build();
 
@@ -502,6 +547,28 @@ public class K8sClientUtil {
         return pod.getStatus().getPhase();
     }
 
+    /**
+     * 根据Pod的名称和Namespace查询Pod的容器信息
+     * @param podName Pod的名称
+     * @param namespace Pod所在的Namespace
+     */
+    public String getPodContainerId(String podName, String namespace) throws Exception {
+        CoreV1Api api = new CoreV1Api(apiClient);
+        V1Pod pod = api.readNamespacedPod(podName, namespace, null, null, null);
+
+        if(pod.getStatus().getContainerStatuses().size() !=1){
+            throw new RuntimeException("容器错误");
+        }
+        String containerId = pod.getStatus().getContainerStatuses().get(0).getContainerID().split("//")[1];
+        return containerId;
+    }
+
+    public String getHostIp(String podName, String namespace) throws Exception {
+        CoreV1Api api = new CoreV1Api(apiClient);
+        V1Pod pod = api.readNamespacedPod(podName, namespace, null, null, null);
+        return pod.getStatus().getHostIP();
+    }
+
     public  String getPodLogs(String podName,String namespace,String container,int line) {
         CoreV1Api api = new CoreV1Api(apiClient);
         try {