From f016fd0f215400395d736343cfb43e5419c0cced Mon Sep 17 00:00:00 2001
From: Jiale <cjl601523@gmail.com>
Date: Mon, 23 Jun 2025 09:10:52 +0800
Subject: [PATCH] =?UTF-8?q?feat:=20=E6=B7=BB=E5=8A=A0=E6=B5=8B=E8=AF=95?=
 =?UTF-8?q?=E6=A8=A1=E5=9E=8BAPI=E5=B9=B6=E6=9B=B4=E6=96=B0=E7=9B=B8?=
 =?UTF-8?q?=E5=85=B3=E5=8A=9F=E8=83=BD?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .vscode/settings.json               |   2 +-
 src/api/alert/model/models.ts       |   2 +
 src/views/model/list/step/Step3.vue | 124 +++++------
 src/views/model/train/index.vue     | 331 +++++++++++++++++++++-------
 4 files changed, 321 insertions(+), 138 deletions(-)

diff --git a/.vscode/settings.json b/.vscode/settings.json
index 5c0f4e1..33edcab 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -120,7 +120,7 @@
       "source.organizeImports": "never",
       "source.fixAll.stylelint": "explicit"
     },
-    "editor.defaultFormatter": "stylelint.vscode-stylelint"
+    "editor.defaultFormatter": "octref.vetur"
   },
   "i18n-ally.localesPaths": ["src/locales/lang"],
   "i18n-ally.keystyle": "nested",
diff --git a/src/api/alert/model/models.ts b/src/api/alert/model/models.ts
index 3a5ae12..522139c 100644
--- a/src/api/alert/model/models.ts
+++ b/src/api/alert/model/models.ts
@@ -9,6 +9,7 @@ enum Api {
   CALCULATE_BACK = '/alert/model/data/calculate/',
   OPTIMISTIC = '/alert/optimistic',
   TRAIN_MODEL = '/alert/model/train',
+  TEST_MODEL = '/alert/model/test',
 }
 export function modelCardListApi(params?: ModelQueryParams) {
   return defHttp.get<ModelCardItem[]>({ url: Api.MODEL_CARD_LIST, params })
@@ -34,3 +35,4 @@ export function calculateBackApi(id: any, params: any) {
 export const getOptimisticApi = (params: any) => defHttp.get<any>({ url: Api.OPTIMISTIC, params })
 
 export const trainModelApi = (params: any) => defHttp.post<any>({ url: Api.TRAIN_MODEL, data: params })
+export const testModelApi = (params: any) => defHttp.post<any>({ url: Api.TEST_MODEL, data: params })
diff --git a/src/views/model/list/step/Step3.vue b/src/views/model/list/step/Step3.vue
index 295d3f0..943c595 100644
--- a/src/views/model/list/step/Step3.vue
+++ b/src/views/model/list/step/Step3.vue
@@ -1,14 +1,14 @@
 <script lang="ts">
-import type { PropType } from 'vue'
-import { computed, defineComponent, ref, toRaw, unref } from 'vue'
-import { Alert, Descriptions, Divider } from 'ant-design-vue'
-import type { Recordable } from '@vben/types'
-import { useDebounceFn } from '@vueuse/core'
-import { step3Schemas } from './data'
-import { ApiSelect, BasicForm, useForm } from '@/components/Form'
-import { Button } from '@/components/Button'
-import { pointListApi } from '@/api/alert/model/select'
-import { modelSaveApi } from '@/api/alert/model/models'
+import type { PropType } from "vue";
+import { computed, defineComponent, ref, toRaw, unref } from "vue";
+import { Alert, Descriptions, Divider } from "ant-design-vue";
+import type { Recordable } from "@vben/types";
+import { useDebounceFn } from "@vueuse/core";
+import { step3Schemas } from "./data";
+import { ApiSelect, BasicForm, useForm } from "@/components/Form";
+import { Button } from "@/components/Button";
+import { pointListApi } from "@/api/alert/model/select";
+import { modelSaveApi } from "@/api/alert/model/models";
 
 export default defineComponent({
   components: {
@@ -28,114 +28,118 @@ export default defineComponent({
       type: Number,
     },
   },
-  emits: ['next', 'prev'],
+  emits: ["next", "prev"],
   setup(props, { emit }) {
-    const [register, { appendSchemaByField, removeSchemaByField, validate, setProps }] = useForm({
+    const [
+      register,
+      { appendSchemaByField, removeSchemaByField, validate, setProps },
+    ] = useForm({
       labelWidth: 100,
       schemas: step3Schemas,
       actionColOptions: {
         span: 14,
       },
       resetButtonOptions: {
-        text: '上一步',
+        text: "上一步",
       },
       submitButtonOptions: {
-        text: '创建模型',
+        text: "创建模型",
       },
       resetFunc: customResetFunc,
       submitFunc: customSubmitFunc,
-    })
-    const n = ref(4)
+    });
+    const n = ref(4);
 
     function add() {
       appendSchemaByField(
         [
           {
             field: `point${n.value}`,
-            component: 'Input',
+            component: "Input",
             label: `参数${n.value}`,
             required: true,
-            slot: 'remoteSearch',
+            slot: "remoteSearch",
             colProps: {
               span: 23,
             },
           },
           {
             field: `${n.value}`,
-            component: 'Input',
-            label: ' ',
-            slot: 'add',
+            component: "Input",
+            label: " ",
+            slot: "add",
             colProps: {
               span: 1,
             },
           },
         ],
-        '',
-      )
-      n.value++
+        ""
+      );
+      n.value++;
     }
 
     function del(field) {
-      removeSchemaByField([`point${field}`, `${field}`])
-      n.value--
+      removeSchemaByField([`point${field}`, `${field}`]);
+      n.value--;
     }
 
     async function customResetFunc() {
-      emit('prev')
+      emit("prev");
     }
 
     async function customSubmitFunc() {
       try {
-        const values = await validate()
-        const pointInfo = []
+        const values = await validate();
+        const pointInfo = [];
         for (const key in values) {
-          if (key.startsWith('point')) {
-            const point = values[key].split('|')
+          if (key.startsWith("point")) {
+            const point = values[key].split("|");
             const p = {
               description: point[0],
               pointId: point[1],
               unit: point[2],
               Lower: point[3],
               Upper: point[4],
-            }
-            pointInfo.push(p)
+              dead: true,
+              limit: false,
+            };
+            pointInfo.push(p);
           }
         }
-        const modelInfo = toRaw(props.beforeData)
-        modelInfo.pointInfo = pointInfo
-        const modelId = await modelSaveApi(modelInfo)
+        const modelInfo = toRaw(props.beforeData);
+        modelInfo.pointInfo = pointInfo;
+        const modelId = await modelSaveApi(modelInfo);
         setProps({
           submitButtonOptions: {
             loading: true,
           },
-        })
+        });
         setTimeout(() => {
           setProps({
             submitButtonOptions: {
               loading: false,
             },
-          })
-          emit('next', modelId)
-        }, 1500)
-      }
-      catch (error) {
-        console.error(error)
+          });
+          emit("next", modelId);
+        }, 1500);
+      } catch (error) {
+        console.error(error);
       }
     }
 
-    const keyword = ref<string>('')
+    const keyword = ref<string>("");
     const searchParams = computed<Recordable>(() => {
-      return { keyword: unref(keyword) }
-    })
+      return { keyword: unref(keyword) };
+    });
 
     function onSearch(value: string) {
-      keyword.value = value
+      keyword.value = value;
     }
 
     async function searchPoint(params) {
       if (params.keyword) {
-        const data = await pointListApi(params)
-        return data
+        const data = await pointListApi(params);
+        return data;
       }
     }
 
@@ -147,11 +151,11 @@ export default defineComponent({
       searchParams,
       searchPoint,
       handleReset: () => {
-        keyword.value = ''
+        keyword.value = "";
       },
-    }
+    };
   },
-})
+});
 </script>
 
 <template>
@@ -190,20 +194,16 @@ export default defineComponent({
         />
       </template>
       <template #add="{ field }">
-        <Button v-if="Number(field) === 0" @click="add">
-          +
-        </Button>
-        <Button v-if="field > 0" @click="del(field)">
-          -
-        </Button>
+        <Button v-if="Number(field) === 0" @click="add"> + </Button>
+        <Button v-if="field > 0" @click="del(field)"> - </Button>
       </template>
     </BasicForm>
   </div>
 </template>
 
 <style lang="less" scoped>
-  .step3 {
-    width: 450px;
-    margin: 0 auto;
-  }
+.step3 {
+  width: 450px;
+  margin: 0 auto;
+}
 </style>
diff --git a/src/views/model/train/index.vue b/src/views/model/train/index.vue
index 5c663a8..b38e783 100644
--- a/src/views/model/train/index.vue
+++ b/src/views/model/train/index.vue
@@ -3,7 +3,7 @@ import type { ComponentPublicInstance } from 'vue'
 import type { Dayjs } from 'dayjs'
 import { debounce } from 'lodash-es'
 import dayjs from 'dayjs'
-import { computed, defineComponent, onMounted, ref, watch } from 'vue'
+import { computed, defineComponent, onMounted, ref, toRaw, watch } from 'vue'
 import { useRoute } from 'vue-router'
 import {
   Button,
@@ -17,15 +17,20 @@ import {
   InputNumber,
   Modal,
   RangePicker,
+  Spin,
   Steps,
   Tabs,
 } from 'ant-design-vue'
 import VueECharts from 'vue-echarts'
-import { func } from 'vue-types'
 import { pointTableSchema, sampleInfoTableSchema } from './data'
 import { BasicTable, useTable } from '@/components/Table'
 import { PageWrapper } from '@/components/Page'
-import { modelInfoApi, trainModelApi, updateModelInfo } from '@/api/alert/model/models'
+import {
+  modelInfoApi,
+  testModelApi,
+  trainModelApi,
+  updateModelInfo,
+} from '@/api/alert/model/models'
 import { getExaHistorys } from '@/api/alert/exa/index'
 import { useECharts } from '@/hooks/web/useECharts'
 
@@ -50,13 +55,14 @@ export default defineComponent({
     ACheckbox: Checkbox,
     AInputNumber: InputNumber,
     AButton: Button,
+    ASpin: Spin,
   },
   setup() {
     const route = useRoute()
     const id = route.params.id
     const model = ref(null)
     const brushActivated = ref<Set<number>>(new Set())
-
+    const spinning = ref(false)
     const fetchModelInfo = async () => {
       const modelInfo = await modelInfoApi(id)
       model.value = modelInfo
@@ -83,7 +89,10 @@ export default defineComponent({
     type RangeValue = [Dayjs, Dayjs]
     const currentDate: Dayjs = dayjs()
     const lastMonthDate: Dayjs = currentDate.subtract(1, 'day')
-    const rangeValue: RangeValue = [dayjs('2023-10-28 00:00:00'), dayjs('2023-10-28 23:59:59')]
+    const rangeValue: RangeValue = [
+      dayjs('2025-2-24 00:00:00'),
+      dayjs('2025-2-24 23:59:59'),
+    ]
     const historyTime = ref<RangeValue>(rangeValue)
     const historyList = ref<any[]>([])
     const echartsRefs = ref<any[]>([])
@@ -91,33 +100,116 @@ export default defineComponent({
     async function getHistory() {
       if (!historyTime.value)
         return
+      spinning.value = true
+      if (model.value.para) {
+        getTestData()
+      }
+      else {
+        const params = {
+          startTime: historyTime.value[0].format('YYYY-MM-DD HH:mm:ss'),
+          endTime: historyTime.value[1].format('YYYY-MM-DD HH:mm:ss'),
+          itemName: model.value?.pointInfo
+            .map(item => item.pointId)
+            .join(','),
+          interval: model.value.sampling,
+        }
+        console.log(params)
+        const history = await getExaHistorys(params)
+        historyList.value = history.map((item, index) => {
+          const point = model.value?.pointInfo[index]
+          return {
+            data: [item],
+            name: `${index + 1}.${point?.description}(${point?.pointId})`,
+          }
+        })
+        echartsRefs.value = Array.from({ length: historyList.value.length })
+        brushActivated.value = new Set()
+      }
+
+      spinning.value = false
+    }
+
+    async function getTestData() {
       const params = {
-        startTime: historyTime.value[0].format('YYYY-MM-DD HH:mm:ss'),
-        endTime: historyTime.value[1].format('YYYY-MM-DD HH:mm:ss'),
-        itemName: model.value?.pointInfo.map(item => item.pointId).join(','),
+        Model_id: 118,
+        version: model.value?.Cur_Version ? model.value?.Cur_Version : 'v-test',
+        Test_Data: {
+          time: historyTime.value
+            .map(t => dayjs(t).format('YYYY-MM-DD HH:mm:ss'))
+            .join(','),
+          points: model.value.pointInfo.map(t => t.pointId).join(','),
+          interval: model.value.sampling * 1000,
+        },
       }
-      console.log(params)
-      const history = await getExaHistorys(params)
-      historyList.value = history.map((item, index) => {
+      const result = await testModelApi(params)
+      const sampleData = result.sampleData
+      const reconData = result.reconData
+      const xData = generateTimeList(
+        historyTime.value,
+        model.value.sampling * 1000,
+      )
+      historyList.value = sampleData.map((item, index) => {
         const point = model.value?.pointInfo[index]
+        const bias = item.map((t, i) => {
+          if (
+            Math.abs(t - reconData[index][i])
+            > model.value.para.Model_info.QCUL_99_line[i]
+          )
+            return 1
+          else return null
+        })
         return {
-          data: item,
-          name: `${index}.${point?.description}(${point?.pointId})`,
+          data: [
+            item.map((t, i) => {
+              return [xData[i], t]
+            }),
+            reconData[index].map((t, i) => {
+              return [xData[i], t]
+            }),
+            bias.map((t, i) => {
+              return [xData[i], t]
+            }),
+          ],
+          name: `${index + 1}.${point?.description}(${point?.pointId})`,
         }
       })
-      echartsRefs.value = Array.from({ length: historyList.value.length })
-      console.log('echartsRefs', echartsRefs.value)
-      brushActivated.value = new Set()
+      console.log(historyList.value)
+    }
+
+    function generateTimeList(time: RangeValue, intervalMs: number) {
+      const [t1, t2] = time
+      const count = Math.floor(t2.diff(t1, 'millisecond') / intervalMs) + 1
+      return Array.from({ length: count }, (_, i) =>
+        t1.add(i * intervalMs, 'millisecond').valueOf())
     }
 
     function getOption(item: any) {
-      console.log('getOption', item)
-      return {
+      const name = ['测量值', '模型值', '']
+      const color = ['blue', '#ff6f00', 'red']
+      const yIndex = [0, 0, 1]
+      const option = {
         xAxis: {
           type: 'time',
+          axisLabel: {
+            formatter(value) {
+              const date = new Date(value)
+              return date.toLocaleString()
+            },
+          },
         },
-        yAxis: { type: 'value' },
-        series: [{ data: item.data, type: 'line', smooth: true, symbol: 'none' }],
+        yAxis: [{ type: 'value' }, { type: 'value', max: 10, show: false }],
+        series: item.data.map((item, index) => {
+          return {
+            data: item,
+            type: 'line',
+            smooth: true,
+            symbol: 'none',
+            name: name[index],
+            color: color[index],
+            yAxisIndex: yIndex[index],
+          }
+        }),
+        legend: {},
         dataZoom: [{}],
         brush: {
           toolbox: ['lineX'],
@@ -133,6 +225,8 @@ export default defineComponent({
           },
         ],
       }
+      console.log('option', option)
+      return option
     }
 
     function setChartRef(
@@ -161,7 +255,6 @@ export default defineComponent({
       const chart = echartsRefs.value[index]
       if (!chart)
         return
-      console.log('chart', index, chart)
       chart.dispatchAction({
         type: 'takeGlobalCursor',
         key: 'brush',
@@ -173,7 +266,10 @@ export default defineComponent({
       const areas = (model.value?.trainTime || []).map(row => ({
         brushType: 'lineX',
         xAxisIndex: 0,
-        coordRange: [dayjs(row.st).valueOf(), dayjs(row.et).valueOf()],
+        coordRange: [
+          dayjs(row.st).format('YYYY-MM-DD HH:mm:ss'),
+          dayjs(row.et).format('YYYY-MM-DD HH:mm:ss'),
+        ],
       }))
       chart.dispatchAction({
         type: 'brush',
@@ -191,7 +287,6 @@ export default defineComponent({
         isInitBrush.value = false
         return
       }
-      console.log('brush selected:', params.batch)
       const selected = params.batch[0].selected
       if (selected.length > 0) {
         const areas = mergeAreas(params.batch[0].areas).map(area => ({
@@ -201,6 +296,7 @@ export default defineComponent({
         }))
         const trainTime = areas.map((area) => {
           const [st, et] = area.coordRange
+          console.log('Selected area:', { st, et }, area)
           return {
             st: dayjs(st).format('YYYY-MM-DD HH:mm:ss'),
             et: dayjs(et).format('YYYY-MM-DD HH:mm:ss'),
@@ -261,14 +357,18 @@ export default defineComponent({
       if (val && val.id)
         updateModelInfo(val)
     }, 500)
-
+    const modelInfoBack = ref(null)
     // 监听 model 变化
     watch(
       model,
       (newVal, oldVal) => {
-        console.log('model changed:', newVal, oldVal)
-        if (oldVal === null)
+        if (modelInfoBack.value === null) {
+          modelInfoBack.value = JSON.stringify(newVal)
+          return
+        }
+        if (JSON.stringify(newVal) === modelInfoBack.value)
           return
+        modelInfoBack.value = JSON.stringify(newVal)
         updateModelInfoDebounced(newVal)
       },
       { deep: true },
@@ -311,24 +411,37 @@ export default defineComponent({
         return
       }
       const params = {
-        condition: '1==1',
+        conditon: modelInfo.alarmmodelset?.alarmcondition || '1==1',
         Hyper_para: {
           percent: modelInfo.rate,
         },
         Train_Data: {
           points: pointInfo.map(item => item.pointId).join(','),
-          dead: pointInfo.map(item => item.dead ? '1' : '0').join(','),
-          limit: pointInfo.map(item => item.limit ? '1' : '0').join(','),
-          uplow: pointInfo.map(item => `${item.Upper},${item.Lower}`).join(';'),
+          dead: pointInfo.map(item => (item.dead ? '1' : '0')).join(','),
+          limit: pointInfo.map(item => (item.limit ? '1' : '0')).join(','),
+          uplow: pointInfo
+            .map(
+              item =>
+                `${item.Upper ? item.Upper : null},${
+                  item.Lower ? item.Lower : null
+                }`,
+            )
+            .join(';'),
           interval: modelInfo.sampling * 1000,
-          time: modelInfo.trainTime.map(item => `${item.st},${item.et}`).join(';'),
+          time: modelInfo.trainTime
+            .map(item => `${item.st},${item.et}`)
+            .join(';'),
         },
         type: 'PCA',
-        smote_config: '[]',
+        smote_config: [],
         smote: true,
       }
+      spinning.value = true
       const response = await trainModelApi(params)
-      console.log('模型训练结果:', response)
+      model.value.para = response
+      model.value.principal = response.Model_info.K
+      getTestData()
+      spinning.value = false
     }
     const editForm = ref({
       index: -1,
@@ -336,14 +449,13 @@ export default defineComponent({
       Lower: '',
       lowerBound: '',
       upperBound: '',
-      dead: false,
-      limit: true,
+      dead: true,
+      limit: false,
     })
     const openEditPointModal = ref<boolean>(false)
     let pointEditRecord = null
     function editPoint() {
       // 这里可以添加编辑点的逻辑
-      console.log('编辑点')
       model.value.pointInfo[editForm.value.index] = {
         ...model.value.pointInfo[editForm.value.index],
         Upper: editForm.value.Upper,
@@ -377,7 +489,7 @@ export default defineComponent({
     }
 
     const mode = ref({
-      alarmcondition: '1=1',
+      alarmcondition: '1==1',
       alarmname: '全工况运行',
     })
     const openEditModeModal = ref<boolean>(false)
@@ -385,7 +497,7 @@ export default defineComponent({
     function openEditMode() {
       openEditModeModal.value = true
       mode.value = {
-        alarmcondition: model.value?.alarmmodelset?.alarmcondition || '1=1',
+        alarmcondition: model.value?.alarmmodelset?.alarmcondition || '1==1',
         alarmname: model.value?.alarmmodelset?.alarmname || '全工况运行',
       }
     }
@@ -394,10 +506,10 @@ export default defineComponent({
     }
     function handleEditMode() {
       // 这里可以添加编辑模式的逻辑
-      console.log('编辑模式')
       model.value.alarmmodelset = mode.value
       closeEditMode()
     }
+
     return {
       pointTable,
       model,
@@ -423,6 +535,7 @@ export default defineComponent({
       closeEditMode,
       handleEditMode,
       mode,
+      spinning,
     }
   },
 })
@@ -443,10 +556,10 @@ export default defineComponent({
             {{ model?.name }}
           </a-descriptions-item>
           <a-descriptions-item label="描述">
-            {{ model?.description || '暂无描述' }}
+            {{ model?.description || "暂无描述" }}
           </a-descriptions-item>
           <a-descriptions-item label="版本">
-            {{ model?.Cur_Version || 'v-test' }}
+            {{ model?.Cur_Version || "v-test" }}
           </a-descriptions-item>
           <a-descriptions-item label="评估报告">
             暂无
@@ -458,22 +571,22 @@ export default defineComponent({
             {{ model?.creatTime }}
           </a-descriptions-item>
           <a-descriptions-item label="最近修改人">
-            {{ model?.Modifier || '暂无' }}
+            {{ model?.Modifier || "暂无" }}
           </a-descriptions-item>
           <a-descriptions-item label="最近修改时间">
-            {{ model?.modifiedTime || '暂无' }}
+            {{ model?.modifiedTime || "暂无" }}
           </a-descriptions-item>
         </a-descriptions>
         <a-divider />
         <a-descriptions size="small" :column="4" bordered>
           <a-descriptions-item label="算法">
-            {{ model?.algorithm || 'PCA' }}
+            {{ model?.algorithm || "PCA" }}
           </a-descriptions-item>
           <a-descriptions-item label="训练采样间隔">
             {{ model?.sampling }}
           </a-descriptions-item>
           <a-descriptions-item label="参数个数">
-            {{ model?.pointInfo.length || '暂无' }}
+            {{ model?.pointInfo.length || "暂无" }}
           </a-descriptions-item>
           <a-descriptions-item label="最小主元贡献率">
             {{ model?.rate }}
@@ -485,14 +598,25 @@ export default defineComponent({
             {{ model?.precision }}
           </a-descriptions-item>
           <a-descriptions-item label="训练总时长(h)">
-            {{ (model?.trainTime.reduce((total, item) => total + item.duration, 0) / 3600).toFixed(2) || '暂无' }}
+            {{
+              (
+                model?.trainTime.reduce(
+                  (total, item) => total + item.duration,
+                  0,
+                ) / 3600
+              ).toFixed(2) || "暂无"
+            }}
           </a-descriptions-item>
           <a-descriptions-item label="有效样本数">
             {{ model?.principal }}
           </a-descriptions-item>
         </a-descriptions>
       </a-card>
-      <a-card title="模式" :bordered="false" style="margin-top: 16px;margin-bottom: -20px;">
+      <a-card
+        title="模式"
+        :bordered="false"
+        style="margin-top: 16px; margin-bottom: -20px"
+      >
         <a-button size="large" @click="openEditMode">
           {{ model?.alarmmodelset.alarmname }}
         </a-button>
@@ -503,7 +627,11 @@ export default defineComponent({
           <a-tab-pane key="1" tab="训练采样时间">
             <BasicTable @register="trainTimeTable">
               <template #action="{ record, index }">
-                <a-button type="link" danger @click="handleDeleteTrainTime(index)">
+                <a-button
+                  type="link"
+                  danger
+                  @click="handleDeleteTrainTime(index)"
+                >
                   删除
                 </a-button>
               </template>
@@ -522,46 +650,84 @@ export default defineComponent({
       </a-card>
 
       <a-card title="智能训练" :bordered="false">
-        <div style="display: flex; align-items: center;">
-          <a-form layout="inline" style="flex: 1;">
+        <div style="display: flex; align-items: center">
+          <a-form layout="inline" style="flex: 1">
             <a-form-item label="模型预览时间范围">
-              <a-range-picker v-model:value="historyTime" show-time @change="getHistory" />
+              <a-range-picker
+                v-model:value="historyTime"
+                show-time
+                @change="getHistory"
+              />
             </a-form-item>
           </a-form>
-          <a-button type="primary" style="margin-left: auto;" @click="trainModel">
+          <a-button
+            type="primary"
+            style="margin-left: auto"
+            @click="trainModel"
+          >
             模型训练
           </a-button>
         </div>
         <a-divider />
-        <div v-for="(item, index) in historyList" :key="index" class="echart-box">
-          <a-card :bordered="false" style="margin-bottom: 16px;">
-            <template #title>
-              <span style="font-size: 20px;">{{ item.name }}</span>
-            </template>
-            <VueECharts
-              :ref="(el) => setEchartsRef(el, index)" :option="getOption(item)" autoresize
-              style="width: 100%; height: 300px" @finished="() => onChartFinished(index)"
-              @brush-selected="onBrushSelected"
-            />
-          </a-card>
-        </div>
+        <a-spin :spinning="spinning" size="large">
+          <div
+            v-for="(item, index) in historyList"
+            :key="index"
+            class="echart-box"
+            style="width: 100%"
+          >
+            <a-card :bordered="false" style="margin-bottom: 16px">
+              <template #title>
+                <span style="font-size: 20px">{{ item.name }}</span>
+              </template>
+              <VueECharts
+                :ref="(el) => setEchartsRef(el, index)"
+                :option="getOption(item)"
+                autoresize
+                style="width: 100%; height: 200px"
+                @finished="() => onChartFinished(index)"
+                @brush-selected="onBrushSelected"
+              />
+            </a-card>
+          </div>
+        </a-spin>
       </a-card>
     </div>
-    <a-modal v-model:open="openEditPointModal" title="更改上下限" @ok="editPoint">
-      <a-form :model="editForm" :label-col="{ span: 7 }" :wrapper-col="{ span: 15 }">
+    <a-modal
+      v-model:open="openEditPointModal"
+      title="更改上下限"
+      @ok="editPoint"
+    >
+      <a-form
+        :model="editForm"
+        :label-col="{ span: 7 }"
+        :wrapper-col="{ span: 15 }"
+      >
         <a-form-item label="上限">
-          <a-input-number v-model:value="editForm.Upper" placeholder="请输入上限" />
+          <a-input-number
+            v-model:value="editForm.Upper"
+            placeholder="请输入上限"
+          />
         </a-form-item>
         <a-form-item label="下限">
-          <a-input-number v-model:value="editForm.Lower" placeholder="请输入下限" />
+          <a-input-number
+            v-model:value="editForm.Lower"
+            placeholder="请输入下限"
+          />
         </a-form-item>
         <a-form-item label="残差上限">
-          <a-input-number v-model:value="editForm.upperBound" placeholder="请输入残差上限" />
+          <a-input-number
+            v-model:value="editForm.upperBound"
+            placeholder="请输入残差上限"
+          />
         </a-form-item>
         <a-form-item label="残差下限">
-          <a-input-number v-model:value="editForm.lowerBound" placeholder="请输入残差下限" />
+          <a-input-number
+            v-model:value="editForm.lowerBound"
+            placeholder="请输入残差下限"
+          />
         </a-form-item>
-        <a-form-item label="清洗方式" style="margin-top: 16px;">
+        <a-form-item label="清洗方式" style="margin-top: 16px">
           <a-checkbox v-model:checked="editForm.dead">
             死区清洗
           </a-checkbox>
@@ -571,13 +737,28 @@ export default defineComponent({
         </a-form-item>
       </a-form>
     </a-modal>
-    <a-modal v-model:open="openEditModeModal" title="编辑模式" @ok="handleEditMode" @cancel="closeEditMode">
-      <a-form :model="mode" :label-col="{ span: 7 }" :wrapper-col="{ span: 15 }">
+    <a-modal
+      v-model:open="openEditModeModal"
+      title="编辑模式"
+      @ok="handleEditMode"
+      @cancel="closeEditMode"
+    >
+      <a-form
+        :model="mode"
+        :label-col="{ span: 7 }"
+        :wrapper-col="{ span: 15 }"
+      >
         <a-form-item label="模式名称">
-          <a-input v-model:value="mode.alarmname" placeholder="请输入模式名称" />
+          <a-input
+            v-model:value="mode.alarmname"
+            placeholder="请输入模式名称"
+          />
         </a-form-item>
         <a-form-item label="报警条件">
-          <a-input v-model:value="mode.alarmcondition" placeholder="请输入报警条件" />
+          <a-input
+            v-model:value="mode.alarmcondition"
+            placeholder="请输入报警条件"
+          />
         </a-form-item>
       </a-form>
     </a-modal>