diff --git a/core/core-backend/src/main/java/io/dataease/chart/manage/ChartViewManege.java b/core/core-backend/src/main/java/io/dataease/chart/manage/ChartViewManege.java
index f909faba61..aff3756164 100644
--- a/core/core-backend/src/main/java/io/dataease/chart/manage/ChartViewManege.java
+++ b/core/core-backend/src/main/java/io/dataease/chart/manage/ChartViewManege.java
@@ -30,6 +30,7 @@ import io.dataease.license.config.XpackInteract;
 import io.dataease.utils.BeanUtils;
 import io.dataease.utils.IDUtils;
 import io.dataease.utils.JsonUtil;
+import io.dataease.utils.LogUtil;
 import io.dataease.visualization.dao.auto.entity.DataVisualizationInfo;
 import io.dataease.visualization.dao.auto.mapper.DataVisualizationInfoMapper;
 import jakarta.annotation.Resource;
@@ -41,6 +42,7 @@ import org.springframework.transaction.annotation.Transactional;
 import org.springframework.util.CollectionUtils;
 
 import java.util.*;
+import java.util.concurrent.*;
 import java.util.stream.Collectors;
 
 /**
@@ -127,23 +129,53 @@ public class ChartViewManege {
         QueryWrapper<CoreChartView> wrapper = new QueryWrapper<>();
         wrapper.eq("scene_id", sceneId);
         List<ChartViewDTO> chartViewDTOS = transChart(coreChartViewMapper.selectList(wrapper));
-        if(!CollectionUtils.isEmpty(chartViewDTOS)){
-            List<Long> tableIds =  chartViewDTOS.stream()
-                    .map(ChartViewDTO::getTableId) // 提取 id
+        if (!CollectionUtils.isEmpty(chartViewDTOS)) {
+            List<Long> tableIds = chartViewDTOS.stream()
+                    .map(ChartViewDTO::getTableId).distinct()
                     .toList();
-            if(!CollectionUtils.isEmpty(tableIds)){
+            if (!CollectionUtils.isEmpty(tableIds)) {
                 QueryWrapper<CoreDatasetTableField> wp = new QueryWrapper<>();
                 wp.in("dataset_group_id", tableIds);
                 List<CoreDatasetTableField> coreDatasetTableFields = coreDatasetTableFieldMapper.selectList(wp);
                 Map<Long, List<CoreDatasetTableField>> groupedByTableId = coreDatasetTableFields.stream()
                         .collect(Collectors.groupingBy(CoreDatasetTableField::getDatasetGroupId));
-                chartViewDTOS.forEach(dto ->{
-                    if(dto.getTableId() !=null){
-                        dto.setCalParams(Utils.getParams(datasetTableFieldManage.transDTO(groupedByTableId.get(dto.getTableId()))));
-                    }
-                });
-            }
+                if(chartViewDTOS.size()<10){
+                    chartViewDTOS.forEach(dto -> {
+                        if (dto.getTableId() != null) {
+                            dto.setCalParams(Utils.getParams(datasetTableFieldManage.transDTO(groupedByTableId.get(dto.getTableId()))));
+                        }
+                    });
+                }else{
+                    ExecutorService executor = Executors.newFixedThreadPool(10);
+                    try {
+                        // 超过10个图表要处理启用多线程处理
+                        CountDownLatch latch = new CountDownLatch(chartViewDTOS.size());
+                        chartViewDTOS.forEach(dto -> {
+                            executor.submit(() -> {
+                                try {
+                                    if (dto.getTableId() != null) {
+                                        dto.setCalParams(Utils.getParams(datasetTableFieldManage.transDTO(groupedByTableId.get(dto.getTableId()))));
+                                    }
+                                } finally {
+                                    latch.countDown(); // 减少计数器
+                                }
+                            });
+                        });
 
+                        // 等待所有线程完成
+                        boolean completedInTime = latch.await(200, TimeUnit.SECONDS);
+                        if (!completedInTime) {
+                            throw new InterruptedException("Tasks did not complete within 200 seconds");
+                        }
+                    } catch (InterruptedException e) {
+                        Thread.currentThread().interrupt();
+                        LogUtil.error(e);
+                    } finally {
+                        executor.shutdown(); // 确保线程池关闭
+                    }
+                }
+
+            }
         }
         return chartViewDTOS;
     }
diff --git a/core/core-backend/src/main/java/io/dataease/dataset/manage/DatasetTableFieldManage.java b/core/core-backend/src/main/java/io/dataease/dataset/manage/DatasetTableFieldManage.java
index 38a5ff9b91..7831068c0d 100644
--- a/core/core-backend/src/main/java/io/dataease/dataset/manage/DatasetTableFieldManage.java
+++ b/core/core-backend/src/main/java/io/dataease/dataset/manage/DatasetTableFieldManage.java
@@ -279,18 +279,23 @@ public class DatasetTableFieldManage {
     }
 
     public List<DatasetTableFieldDTO> transDTO(List<CoreDatasetTableField> list) {
-        return list.stream().map(ele -> {
-            DatasetTableFieldDTO dto = new DatasetTableFieldDTO();
-            if (ele == null) return null;
-            BeanUtils.copyBean(dto, ele);
-            if (StringUtils.isNotEmpty(ele.getParams())) {
-                TypeReference<List<CalParam>> tokenType = new TypeReference<>() {
-                };
-                List<CalParam> calParams = JsonUtil.parseList(ele.getParams(), tokenType);
-                dto.setParams(calParams);
-            }
-            return dto;
-        }).collect(Collectors.toList());
+        if(!CollectionUtils.isEmpty(list)){
+            return list.stream().map(ele -> {
+                DatasetTableFieldDTO dto = new DatasetTableFieldDTO();
+                if (ele == null) return null;
+                BeanUtils.copyBean(dto, ele);
+                if (StringUtils.isNotEmpty(ele.getParams())) {
+                    TypeReference<List<CalParam>> tokenType = new TypeReference<>() {
+                    };
+                    List<CalParam> calParams = JsonUtil.parseList(ele.getParams(), tokenType);
+                    dto.setParams(calParams);
+                }
+                return dto;
+            }).collect(Collectors.toList());
+        }else{
+            return new ArrayList<>();
+        }
+
     }
 
     private CoreDatasetTableField transDTO2Record(DatasetTableFieldDTO dto) {