1178 lines
40 KiB
Vue
1178 lines
40 KiB
Vue
queryParamsindex<script lang="ts">
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export default {
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name: "模型训练",
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};
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</script>
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<script setup lang="ts">
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import { onMounted,onBeforeUnmount, ref, nextTick,reactive } from "vue";
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import { ElForm, ElMessage, ElMessageBox,FormRules } from "element-plus";
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import { addAlgorithms,deleteAlgorithms,trainAlgorithmsPage,trainPublish,trainStatus} from "@/api/algorithml";
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import { useUserStore } from '@/store/modules/user';
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import { searchAlgorithmsPage,algorithmsType } from "@/api/business/algorithm";
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import { getDictItemById } from '@/api/dict';
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import { getToken } from '@/utils/auth'
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// @ts-ignore
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import SockJS from 'sockjs-client'
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// @ts-ignore
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import * as Stomp from 'stompjs';
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import Page from '@/components/Pagination/page.vue'
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import * as XLSX from 'xlsx'
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const userStore = useUserStore();
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const apiUrl = import.meta.env.VITE_APP_BASE_API; // 基础路径
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const webSocketUrl = import.meta.env.VITE_APP_WS_API;
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const fileList:any = ref([])
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const isSwitch = ref(false);
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const textarea = ref('')
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// 搜索框
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const queryParams:any = ref({
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current: 1,
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size: 10,
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total: 0,
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title: '',
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algorithmType: '',
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deviceType: '',
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states: '',
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});
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//新建训练任务
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const rules = reactive<FormRules>({
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taskName: [{ required: true, message: "请输入训练任务名称", trigger: "blur" }],
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algorithmType: [{ required: true, message: "请选择算法类型", trigger: "change" }],
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deviceType: [{ required: true, message: "请选择算法类型", trigger: "blur" }],
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});
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//分页 总条数
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const total = ref()
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//定义表格数据
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const tableData:any = ref([]);
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// 表格加载
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const loading = ref(false)
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function gettableData() {
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const params = {
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name: input.value,
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current: queryParams.value.current,
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size: queryParams.value.size,
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title: queryParams.value.title,
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deviceType: queryParams.value.deviceType,
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algorithmType: queryParams.value.algorithmType,
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status: queryParams.value.status,
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};
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loading.value = true;
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trainAlgorithmsPage(params).then((res:any) => {
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tableData.value = res.data.records;
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total.value = res.data.total;
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loading.value = false;
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})
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}
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const algorithmData: any = ref([]);
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function getAlgorithmList() { // 获取算法列表
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let params = {
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name: "",
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pageNum: 1,
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pageSize: 999,
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};
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loading.value = false;
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searchAlgorithmsPage(params).then((result:any) => {
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algorithmData.value = result.records;
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}).catch((err:any) => {
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});
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}
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function selectAlgorithmType(type:any) { // 选择算法类型
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getAlgorithmType(type)
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}
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const algorithmsTypeData:any =ref([])
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function getAlgorithmType(type:any) { // 获取算法类型
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algorithmsTypeData.value = []
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algorithmsType(type).then((result:any) => {
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if(result !=null && result.defaultHyperParams !=null){
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algorithmsTypeData.value = JSON.parse(result.defaultHyperParams);
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}
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}).catch((err:any) => {
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});
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}
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const equipmentData:any = ref([]);
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// 查询字典项
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function menuInit() { // 获取算法类型字典项
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let params = {
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dictId: 'fe2c3418b8998f4e64d56ab46bfe0fed',
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size:99,
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current:1
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}
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getDictItemById(params).then((result: any) => {
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equipmentData.value = result.data.records;
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}).catch((err: any) => {
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});
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}
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const statusData:any = ref([]);
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function statusInit() { // 获取类型字典项
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let params = {
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dictId: '9b25718a0998f66cada0893121551447',
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size:99,
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current:1
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}
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getDictItemById(params).then((result: any) => {
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statusData.value = result.data.records;
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}).catch((err: any) => {
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});
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}
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const infoForm = ref();
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//搜索内容及点击搜索按钮
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const input = ref("");
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//新建训练任务
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const title = ref("");
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const info: any = ref({
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version: ""
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});
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const dialogVisibles = ref(false);
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const modelVisible= ref(false);
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function addClick() {
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title.value = "新增训练任务";
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info.value = {
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version: ""
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};
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columnsData.value = [] // 数据集列
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input_cols.value = [] // 特征列
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target_col.value = "" // 目标列
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fileFlow.value = null // 数据集
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trainParamsData.value = []
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algorithmsTypeData.value = []
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fileList.value = []
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isSwitch.value = false;
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dialogVisibles.value = true;
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}
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//新建训练任务-确认按钮/修改按钮
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function confirmClick(formEl: any) {
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formEl.validate((valid: any) => {
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if (valid) {
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if(fileFlow.value == null || fileFlow.value.uid == null){
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return ElMessage({
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type: "error",
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message: "请上传数据集",
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});
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}
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if(input_cols.value.length == 0 ){
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return ElMessage({
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type: "error",
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message: "特征列不能为空",
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});
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}
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if(target_col.value == null || target_col.value == ""){
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return ElMessage({
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type: "error",
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message: "目标列不能为空",
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});
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}
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let isDerivedRules = false
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for(let i = 0;i<derivedRulesData.value.length;i++){
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let element = derivedRulesData.value[i]
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if(element.expr == null || element.expr == "" || element.name == "" || element.expr == null){
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isDerivedRules = true
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break
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}
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}
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if(isDerivedRules == true){
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ElMessage({
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type: "warning",
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message: "衍生列表达式不规范，请检查！",
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});
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return
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}
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if(isSwitch.value == true){
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return
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}
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isSwitch.value = true
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const data = new FormData()
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if(algorithmsTypeData.value.length != 0){
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let template:any = {}
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algorithmsTypeData.value.forEach((element:any) => {
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template[element.key] = element.default
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});
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info.value.trainParams = JSON.stringify(template)
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}
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let infoTemp = JSON.parse(JSON.stringify(info.value))
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let derive = false
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let tempDerivedRules = ""
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if(derivedRulesData.value.length != 0){
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derive = true
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tempDerivedRules = JSON.stringify(derivedRulesData.value.map((element:any) => ({
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name: element.name,
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expr: element.expr,
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})))
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}
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let feature_map_config = {
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input_cols: input_cols.value,
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target_col: target_col.value,
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derive: derive,
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derived_rules: tempDerivedRules,
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}
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infoTemp.dataset_path = dataset_path.value
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infoTemp.feature_map_config = JSON.stringify(feature_map_config)
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data.append('task', JSON.stringify(infoTemp))
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dialogVisibles.value = false
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addAlgorithms(data).then((res: any) => {
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dialogVisibles.value = false;
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if(res.code == '0'){
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ElMessage({
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message: "新增成功",
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type: "success",
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})
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gettableData();
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}else{
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ElMessage({
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message: res.msg,
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type: "error",
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})
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}
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}).catch(() => {
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dialogVisibles.value = false;
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isSwitch.value = false;
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})
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}else{
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isSwitch.value = false;
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}
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})
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}
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const timer:any = ref(null)
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//新建角色-取消按钮
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function handleClose() {
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dialogVisibles.value = false;
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dialogViewVisible.value = false;
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clearTimeout(timer.value)
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if (infoForm.value != null) infoForm.value.resetFields();
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}
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function handleClosed(){
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modelVisible.value = false
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tableVisible.value = false
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}
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//修改训练任务
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function viewClick(row: any) {
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title.value = "查看详情";
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info.value = JSON.parse(JSON.stringify(row));
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trainParamsData.value = []
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if(row.trainParams != null && row.trainParams != ""){
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let trainParams = JSON.parse(row.trainParams)
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for (const key in trainParams) {
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if (!Object.hasOwn(trainParams, key)) continue;
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const element = trainParams[key];
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trainParamsData.value.push({
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key:key,
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value:element
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})
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}
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}
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clearTimeout(timer.value)
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timer.value = setInterval(() => {
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trainStatus(row.taskId).then((result:any) => {
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if(result.data !=null && result.data.status !=null){
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info.value = result.data
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if(result.data.status == 'Success' || result.data.status == 'Failed'){
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clearTimeout(timer.value)
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}
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}
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})
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}, 2000);
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dialogViewVisible.value = true;
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}
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//删除训练任务
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function delAloneClick(row: any) {
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ElMessageBox.confirm("确定删除此训练任务吗？", "删除提示", {
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confirmButtonText: "确定",
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cancelButtonText: "取消",
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type: "warning",
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}) .then(() => {
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let params = {
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id: row.taskId
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};
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deleteAlgorithms(params).then((res:any) => {
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if(res.code == '0'){
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gettableData();
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ElMessage({
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type: "success",
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message: "删除成功",
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});
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}
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});
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})
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}
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function dateFormat(row: any) {
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const daterc = row;
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if (daterc != null) {
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var date = new Date(daterc);
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var year = date.getFullYear();
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var month =
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date.getMonth() + 1 < 10 ? "0" + (date.getMonth() + 1) : date.getMonth() + 1;
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date.getMonth() + 1 < 10 ? "0" + (date.getMonth() + 1) : date.getMonth() + 1;
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var day = date.getDate() < 10 ? "0" + date.getDate() : date.getDate();
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var hours = date.getHours() < 10 ? "0" + date.getHours() : date.getHours();
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var minutes = date.getMinutes() < 10 ? "0" + date.getMinutes() : date.getMinutes();
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var seconds = date.getSeconds() < 10 ? "0" + date.getSeconds() : date.getSeconds();
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// 拼接
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return year + "-" + month + "-" + day + " " + hours + ":" + minutes + ":" + seconds;
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}
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}
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let webSocket:any = null;
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onMounted(() => {
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menuInit() // 获取算法类型字典项
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statusInit()
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getAlgorithmList() // 获取算法列表
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gettableData();
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// webSocket = new WebSocket(webSocketUrl + '/websocket/' + userStore.Token);
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const socket = new SockJS(apiUrl + '/ws/train');
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const stompClient = Stomp.over(socket);
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stompClient.connect({}, (frame:any) => {
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stompClient.subscribe('/topic/train-status/all', (message:any) => {
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let data:any = {}
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if(message.body != null){
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data = JSON.parse(message.body)
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for(let i = 0;i<tableData.value.length;i++){
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if(tableData.value[i].taskId == data.taskId){
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tableData.value[i].status = data.status
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}
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}
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}
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});
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});
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});
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onBeforeUnmount(()=>{
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if(webSocket != null){
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webSocket.close();
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}
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})
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function releaseClick(row: any) {
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title.value = "发布模型";
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textarea.value = ''
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info.value = JSON.parse(JSON.stringify(row));
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modelVisible.value = true;
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}
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const isEchartsModel = ref(false) // 是否显示echarts模型
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function changeShowResult(isShow:boolean){ // 切换显示结果模型
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isEchartsModel.value = isShow
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}
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const dialogViewVisible = ref(false) // 模型详情弹窗
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function handlefilechange(file:any){
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fileList.value = []
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fileList.value.push(file)
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}
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function handlefileremove(){
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fileList.value = []
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}
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function statusName(code:any){
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let name = ''
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for(let i = 0;i<statusData.value.length;i++){
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if(statusData.value[i].itemCode == code){
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name = statusData.value[i].dictName
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}
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}
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return name
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}
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function equipmentName(code:any){
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let name = ''
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for(let i = 0;i<equipmentData.value.length;i++){
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if(equipmentData.value[i].itemCode == code){
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name = equipmentData.value[i].dictName
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}
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}
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return name
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}
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const trainParamsData:any = ref([])
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function addTrainParams(){
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trainParamsData.value.push({
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key:"",
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value:" "
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})
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}
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function resetClick(){
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queryParams.value = {
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current: 1,
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size: 10,
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total: 0,
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title: '',
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algorithmType: '',
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deviceType: '',
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state: '',
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}
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gettableData()
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}
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function dellTrainParams(index:any){
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trainParamsData.value.splice(index,1)
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}
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function confirmsClick(){
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if(textarea.value == ''){
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ElMessage({
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type: "warning",
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message: "请输入版本号",
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});
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return
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}
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let data= {
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taskId: info.value.taskId,
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versionTag: textarea.value,
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}
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trainPublish(data).then((res:any) => {
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if( res != null && res.code == '0'){
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gettableData();
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ElMessage({
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type: "success",
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message: "发布成功",
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});
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}
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})
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modelVisible.value=false
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}
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const objectSpanMethod = ({
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row,
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column,
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rowIndex,
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columnIndex,
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}: any) => {
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if (columnIndex === 0) {
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if (rowIndex === 0 || row.category !== algorithmsTypeData.value[rowIndex - 1].category) {
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let rowspan = 1;
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for (let i = rowIndex + 1; i < algorithmsTypeData.value.length; i++) {
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if (algorithmsTypeData.value[i].category === row.category) {
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rowspan++;
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} else {
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break;
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}
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}
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return {
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rowspan,
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colspan: 1
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};
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} else {
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return {
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rowspan: 0,
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colspan: 0
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};
|
||
}
|
||
|
||
}
|
||
}
|
||
const fileFlow:any = ref(null)
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||
const dataset_path = ref('')
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||
function handlePreview(file: any){
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||
// loadingtext.value = "正在导入数据，请耐心等待！"
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||
loading.value = true
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||
fileFlow.value = file
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||
input_cols.value = []
|
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target_col.value = ''
|
||
dataset_path.value = ''
|
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}
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||
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const upload:any = ref(null)
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const columnsData:any = ref([])
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function handlesSuccess(file: any) {
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columnsData.value = []
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input_cols.value = []
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target_col.value = ''
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dataset_path.value = ''
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loading.value = false
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if(file !== false && file.code == '0'){
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columnsData.value = file.data.columns
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dataset_path.value = file.data.path
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ElMessage({
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||
message: "导入成功！",
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||
type: "success",
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||
});
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||
}else{
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||
ElMessage({
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||
message: "导入失败！",
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||
type: "error",
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||
});
|
||
}
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gettableData()
|
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upload.value.clearFiles()
|
||
}
|
||
function handleError(file: any){
|
||
loading.value = false
|
||
ElMessage({
|
||
message: "导入失败！",
|
||
type: "error",
|
||
});
|
||
upload.value.clearFiles()
|
||
}
|
||
|
||
const input_cols = ref([])
|
||
const target_col = ref('')
|
||
|
||
|
||
const tableHeaders:any = ref([])
|
||
const tableXlsxData:any = ref([])
|
||
// const tableData = ref([])
|
||
function previewData(){
|
||
const file:any = fileFlow.value
|
||
const reader = new FileReader()
|
||
reader.onload = (e:any) => {
|
||
try {
|
||
// 解析二进制数据
|
||
const data = new Uint8Array(e.target.result)
|
||
const workbook = XLSX.read(data, { type: 'array' })
|
||
|
||
// 取第一个工作表
|
||
const firstSheetName = workbook.SheetNames[0]
|
||
const worksheet = workbook.Sheets[firstSheetName]
|
||
|
||
// 转换为JSON格式
|
||
const jsonData:any = XLSX.utils.sheet_to_json(worksheet)
|
||
|
||
// 提取表头
|
||
let columnsTemp = jsonData.length ? Object.keys(jsonData[0]) : []
|
||
|
||
let columns:any = [{
|
||
key: 'order',
|
||
dataKey: 'order',
|
||
width: 70,
|
||
title: '序号',
|
||
align: 'center',
|
||
}]
|
||
for(let i = 0;i<columnsTemp.length;i++){
|
||
columns.push({
|
||
key: columnsTemp[i],
|
||
dataKey: columnsTemp[i],
|
||
title: columnsTemp[i],
|
||
width: 150,
|
||
})
|
||
}
|
||
tableHeaders.value = columns
|
||
// 处理数据（确保空单元格显示占位符）
|
||
tableXlsxData.value = jsonData.map((item:any, index:number) => ({
|
||
...item,
|
||
order: index + 1,
|
||
}))
|
||
} catch (error) {
|
||
console.error('文件解析失败:', error)
|
||
alert('文件格式不正确或已损坏')
|
||
}
|
||
}
|
||
reader.readAsArrayBuffer(file)
|
||
tableVisible.value = true
|
||
}
|
||
|
||
|
||
const tableVisible = ref(false)
|
||
|
||
const derivedRulesData:any = ref([]) // 自定义规则数据
|
||
const expressionInfo:any = ref({}) // 表达式数据
|
||
const isShowExpressionInfo = ref(false) // 是否显示表达式详情
|
||
const expressionIndex = ref(0) // 表达式索引
|
||
function addDerivedRules(){
|
||
derivedRulesData.value.push({
|
||
name: '',
|
||
expr: '',
|
||
exprData:[]
|
||
})
|
||
}
|
||
function dellDerivedRules(index:any){
|
||
derivedRulesData.value.splice(index,1)
|
||
}
|
||
function selectExpression(index:any){
|
||
expressionIndex.value = index
|
||
expressionInfo.value = JSON.parse(JSON.stringify(derivedRulesData.value[index]))
|
||
isShowExpressionInfo.value = true
|
||
|
||
}
|
||
function handleExpressionClose(){
|
||
isShowExpressionInfo.value = false
|
||
}
|
||
function confirmExpression(){
|
||
derivedRulesData.value[expressionIndex.value] = expressionInfo.value
|
||
isShowExpressionInfo.value = false
|
||
}
|
||
function selectColumn(item:any){
|
||
expressionInfo.value.exprData.push(item)
|
||
expressionInfo.value.expr = expressionInfo.value.exprData.join('')
|
||
}
|
||
function revokeExpression(){
|
||
if(expressionInfo.value.exprData.length == 0){
|
||
return
|
||
}
|
||
expressionInfo.value.exprData.pop()
|
||
expressionInfo.value.expr = expressionInfo.value.exprData.join('')
|
||
}
|
||
</script>
|
||
|
||
<template>
|
||
<div class="Algorithms-box">
|
||
<div class="conductproject-bg-box">
|
||
<div
|
||
style="display: flex;display: -webkit-flex; justify-content: space-between; -webkit-justify-content: space-between;margin-bottom: 10px">
|
||
<div style="display: flex;display: -webkit-flex;">
|
||
<el-input v-model="input" placeholder="请输入训练任务名称" @keyup.enter="gettableData" style="width: 200px" clearable />
|
||
<el-select style="width: 200px;margin-left: 10px;" clearable v-model="queryParams.algorithmType" placeholder="请选择算法类型" @change="gettableData">
|
||
<el-option v-for="item in algorithmData" :key="item.algorithmType" :label="item.algorithmType" :value="item.algorithmType" ></el-option>
|
||
</el-select>
|
||
<el-select style="width: 200px;margin-left: 10px;" clearable v-model="queryParams.deviceType" placeholder="请选择设备类型" @change="gettableData">
|
||
<el-option v-for="item in equipmentData" :key="item.itemCode" :label="item.dictName" :value="item.itemCode" ></el-option>
|
||
</el-select>
|
||
<el-select style="width: 200px;margin-left: 10px;" clearable v-model="queryParams.status" placeholder="请选择状态" @change="gettableData">
|
||
<el-option v-for="item in statusData" :key="item.itemCode" :label="item.dictName" :value="item.itemCode" ></el-option>
|
||
</el-select>
|
||
</div>
|
||
<div style="display: flex;display: -webkit-flex;">
|
||
<el-button type="primary" style="margin-left: 10px" @click="gettableData">查询</el-button>
|
||
<el-button type="primary" @click="resetClick">重置</el-button>
|
||
<el-button type="primary" @click="addClick" v-hasPerm="['modelTrainTask:add']">新建训练任务</el-button>
|
||
|
||
</div>
|
||
</div>
|
||
<el-table v-loading="loading" :data="tableData" style="width: 100%; height: calc(100vh - 260px);margin-bottom: 10px;" border
|
||
:header-cell-style="{ background: 'rgb(250 250 250)', color: '#383838', height: '50px' }">
|
||
<el-table-column type="selection" width="50" align="center" prop="id"></el-table-column>
|
||
<el-table-column type="index" label="序号" width="70" align="center" prop="taskId"></el-table-column>
|
||
<el-table-column prop="taskName" label="任务名称" min-width="180" ></el-table-column>
|
||
<el-table-column prop="algorithmType" label="算法类型" width="160" ></el-table-column>
|
||
<el-table-column prop="deviceType" label="设备类型" width="160" >
|
||
<template #default="scope">
|
||
{{ equipmentName(scope.row.deviceType) }}
|
||
</template>
|
||
</el-table-column>
|
||
<el-table-column prop="status" label="任务状态" width="100" align="center">
|
||
<template #default="scope">
|
||
<span v-if="scope.row.status == 'Success' " style="color:#00c10b"> {{statusName(scope.row.status)}}</span>
|
||
<span v-if="scope.row.status == 'Failed' " style="color: #fd3737"> {{statusName(scope.row.status)}}</span>
|
||
<span v-if="scope.row.status == 'Training' " style="color: #266fff;display: flex;align-items: center;" >
|
||
<img src="@/assets/table/loading.gif" alt="" title="训练中" style="margin-right: 10px;width: 20px;height: 20px;"> {{statusName(scope.row.status)}}
|
||
</span>
|
||
|
||
</template>
|
||
</el-table-column>
|
||
|
||
<el-table-column prop="updatedAt" label="创建时间" width="200">
|
||
<template #default="scope">
|
||
{{ dateFormat(scope.row.updatedAt) }}
|
||
</template>
|
||
</el-table-column>
|
||
<el-table-column fixed="right" label="操作" width="100" align="center">
|
||
<template #default="scope">
|
||
<span
|
||
style="display: flex;display: -webkit-flex; justify-content: space-around;-webkit-justify-content: space-around; ">
|
||
<img src="@/assets/table/view.png" alt="" title="查看详情"
|
||
@click="viewClick(scope.row)" style="cursor: pointer; ">
|
||
|
||
<img src="@/assets/table/release.png" alt="" title="发布模型" v-if="scope.row.status == 'Success'"
|
||
@click="releaseClick(scope.row)" style="cursor: pointer; " v-hasPerm="['modelTrainTask:release']">
|
||
<img v-else src="@/assets/table/release_disabled.png" alt="" title="发布模型" v-hasPerm="['modelTrainTask:release']">
|
||
|
||
|
||
<img v-if="scope.row.status == 'Success' ||scope.row.status == 'Failed' " src="@/assets/table/del.png" alt="" title="删除"
|
||
@click="delAloneClick(scope.row)" style="cursor: pointer; " v-hasPerm="['modelTrainTask:delete']">
|
||
<img v-else src="@/assets/table/del_disabled.png" alt="" title="删除" v-hasPerm="['modelTrainTask:delete']">
|
||
</span>
|
||
</template>
|
||
</el-table-column>
|
||
</el-table>
|
||
<Page :total="total" v-model:size="queryParams.size" v-model:current="queryParams.current" @pagination="gettableData()" ></Page>
|
||
|
||
</div>
|
||
<el-dialog v-model="dialogVisibles" :close-on-click-modal="false"
|
||
:modal="false" draggable :before-close="handleClose" :title="title"
|
||
append-to-body width="1145px" height="600px" class="modelTrainTask-dialog">
|
||
<el-form ref="infoForm" :model="info" :rules="rules" label-width="100px"
|
||
style="margin-top: 20px;">
|
||
<div style="height: calc(100vh - 260px);overflow: auto;">
|
||
<el-form-item label="任务名称" prop="taskName" style="width: 100%;" >
|
||
<el-input v-model="info.taskName" style="width: 100%" placeholder="输入任务名称"></el-input>
|
||
</el-form-item>
|
||
<el-form-item label="设备类型" prop="deviceType" style="width: 100%;" >
|
||
<el-select v-model="info.deviceType" placeholder="请选择设备类型">
|
||
<el-option v-for="item in equipmentData" :key="item.itemCode" :label="item.dictName" :value="item.itemCode" ></el-option>
|
||
</el-select>
|
||
</el-form-item>
|
||
|
||
<el-form-item label="上传数据集" style="width: 100%;" >
|
||
<el-upload accept=".xlsx" ref="upload" class="upload-demo"
|
||
:action=" apiUrl + '/train/upload' "
|
||
:headers="{ token: getToken() }"
|
||
:show-file-list="false"
|
||
:before-upload="handlePreview"
|
||
:on-success="handlesSuccess"
|
||
:on-error="handleError">
|
||
<template #trigger>
|
||
<el-button type="primary">点击上传</el-button>
|
||
</template>
|
||
</el-upload>
|
||
<el-button type="primary" v-if="columnsData.length > 0" @click="previewData" style="margin-left: 20px;">预览数据</el-button>
|
||
</el-form-item>
|
||
|
||
<el-form-item label="特征列" style="width: 100%;" v-if="columnsData.length > 0">
|
||
<el-checkbox-group v-model="input_cols">
|
||
<el-checkbox v-for="item in columnsData" :key="item" :label="item">{{item}}</el-checkbox>
|
||
</el-checkbox-group>
|
||
</el-form-item>
|
||
|
||
<el-form-item label="目标列" style="width: 100%;" v-if="columnsData.length > 0">
|
||
<el-radio-group v-model="target_col" >
|
||
<el-radio v-for="item in columnsData" :key="item" :label="item">{{item}}</el-radio>
|
||
</el-radio-group>
|
||
</el-form-item>
|
||
<el-form-item label="衍生列" style="width: 100%;" v-if="columnsData.length > 0">
|
||
<div>
|
||
<div style="display: flex;align-items: center;margin-bottom: 10px;">
|
||
<img src="@/assets/add.png" alt="" style="width: 35px;height: 35px;cursor: pointer;" title="新增衍生列" @click="addDerivedRules">
|
||
<span style="font-weight: bold;padding-left: 20px; color: red;">示例：volume : diameter*height</span>
|
||
</div>
|
||
<div style="display: flex;align-items: center; width: 100%;margin-bottom: 10px;" v-for="(item,index) in derivedRulesData" :key="index">
|
||
<el-input v-model="item.name" style="width: 200px" placeholder="衍生列名称"></el-input>
|
||
<span style="padding: 0px 10px;">:</span>
|
||
<div class="derivedRulesData-expr" @click="selectExpression(index)" v-if="item.expr"> {{item.expr}} </div>
|
||
<div class="derivedRulesData-expr" @click="selectExpression(index)" style="cursor: pointer;color: #c2c2c2;" v-else="item.expr">表达式</div>
|
||
<img src="@/assets/del.png" alt="" style="width: 35px;height: 35px;cursor: pointer;margin-left: 10px;" @click="dellDerivedRules(index)">
|
||
</div>
|
||
</div>
|
||
</el-form-item>
|
||
|
||
|
||
<el-form-item label="算法类型" prop="algorithmType" style="width: 100%;" >
|
||
<el-select v-model="info.algorithmType" placeholder="请选择算法类型" @change="selectAlgorithmType">
|
||
<el-option v-for="item in algorithmData" :key="item.algorithmType" :label="item.name" :value="item.algorithmType" ></el-option>
|
||
</el-select v-model="info.algorithmType">
|
||
</el-form-item>
|
||
<el-form-item label="参数配置" style="width: 100%;" >
|
||
<div>
|
||
<span style="font-weight: bold;">输入数据预处理说明：</span>输入数据在训练前已进行标准化处理（StandardScaler）,因此 rbf_length_scale 等参数对应的是“标准化后的尺度”，不是原始数据的物理单位。
|
||
</div>
|
||
<el-table v-loading="loading" :data="algorithmsTypeData" style="width: 100%;" border
|
||
:span-method="objectSpanMethod"
|
||
:header-cell-style="{ background: 'rgb(250 250 250)', color: '#383838', height: '50px' }">
|
||
<el-table-column prop="category" label="参数类型" width="100" ></el-table-column>
|
||
<el-table-column prop="name" label="参数名称" width="180" ></el-table-column>
|
||
<el-table-column prop="key" label="参数标识" width="160" ></el-table-column>
|
||
<el-table-column prop="description" label="参数说明" min-width="160" ></el-table-column>
|
||
<el-table-column prop="status" label="默认值" width="120">
|
||
<template #default="scope">
|
||
<el-input v-model="scope.row.default" style="width: 100%" placeholder="输入默认值"></el-input>
|
||
</template>
|
||
</el-table-column>
|
||
|
||
<el-table-column prop="range" label="建议范围" width="140">
|
||
|
||
</el-table-column>
|
||
|
||
</el-table>
|
||
|
||
<!-- <div >
|
||
<el-button type="primary" @click="addTrainParams" style="margin-bottom: 10px;">添加</el-button>
|
||
<div style="display: flex;margin-bottom: 10px;" v-for="(item,index) in trainParamsData" :key="index">
|
||
<el-input v-model="item.key" style="width: 300px;margin-left: 10px;" placeholder=""></el-input>
|
||
<el-input v-model="item.value" style="width: 300px;margin: 0px 10px;" placeholder=""></el-input>
|
||
<el-button type="primary" @click="dellTrainParams(index)" text="删除">删除</el-button>
|
||
</div>
|
||
</div> -->
|
||
</el-form-item>
|
||
|
||
</div>
|
||
|
||
<span class="dialog-footer"
|
||
style="display: flex;display: -webkit-flex; justify-content: flex-end;-webkit-justify-content: flex-end;">
|
||
<el-button @click="handleClose">取 消</el-button>
|
||
<el-button type="primary" @click="confirmClick(infoForm)">提交训练</el-button>
|
||
</span>
|
||
</el-form>
|
||
</el-dialog>
|
||
|
||
|
||
<el-dialog v-model="isShowExpressionInfo" :close-on-click-modal="false"
|
||
:modal="false" draggable :before-close="handleExpressionClose" :title="'编辑表达式'"
|
||
append-to-body width="1145px" class="modelTrainTask-dialog">
|
||
|
||
<div style="display: flex;">
|
||
<div class="columnsData-title" style="line-height: 40px;">特征参数：</div>
|
||
<div v-for="(item,index) in columnsData" :key="index" class="columnsData-item" @click="selectColumn(item)">
|
||
{{item}}
|
||
</div>
|
||
</div>
|
||
<div style="display: flex;">
|
||
<div class="columnsData-title">运算符号：</div>
|
||
<div class="columnsData-operation" @click="selectColumn('+')">+</div>
|
||
<div class="columnsData-operation" @click="selectColumn('-')">-</div>
|
||
<div class="columnsData-operation" @click="selectColumn('*')">*</div>
|
||
<div class="columnsData-operation" @click="selectColumn('/')">/</div>
|
||
</div>
|
||
<div style="display: flex;margin-top: 20px;">
|
||
<div class="columnsData-title" style="line-height: 40px;">表 达 式：</div>
|
||
<div class="columnsData-result">
|
||
{{ expressionInfo.expr }}
|
||
</div>
|
||
<el-button @click="revokeExpression" style="margin-left: 20px;margin-top: 20px;">撤回</el-button>
|
||
</div>
|
||
<span class="dialog-footer"
|
||
style="display: flex;display: -webkit-flex; justify-content: flex-end;-webkit-justify-content: flex-end;">
|
||
<el-button @click="handleExpressionClose">取 消</el-button>
|
||
<el-button type="primary" @click="confirmExpression">确 定</el-button>
|
||
</span>
|
||
|
||
|
||
</el-dialog>
|
||
|
||
<el-dialog v-model="dialogViewVisible" :close-on-click-modal="false"
|
||
:modal="false" draggable :before-close="handleClose" :title="'查看详情'"
|
||
append-to-body width="1145px" height="600px" class="modelTrainTask-dialog">
|
||
<div style=" width: calc(100%); height: calc(100vh - 200px);">
|
||
<div style="display: flex; margin-bottom: 20px; border-bottom: 1px solid #e5e5e5;padding-bottom: 5px;">
|
||
<div @click="changeShowResult(false)" class="adddevice_navigation_left" :class="{'adddevice_navigation_activeleft':!isEchartsModel}">基本信息</div>
|
||
<div @click="changeShowResult(true)" class="adddevice_navigation_right" :class="{'adddevice_navigation_activeright':isEchartsModel}">训练结果</div>
|
||
</div>
|
||
<el-form ref="infoForm" :model="info" :rules="rules" label-width="100px"
|
||
style="margin-top: 20px;" v-if="!isEchartsModel">
|
||
<el-form-item label="任务ID" style="width: 100%;" >
|
||
<el-input v-model="info.taskId" style="width: 100%" :disabled="true"></el-input>
|
||
</el-form-item>
|
||
<el-form-item label="任务名称" style="width: 100%;" >
|
||
<el-input v-model="info.taskName" style="width: 100%" :disabled="true"></el-input>
|
||
</el-form-item>
|
||
<el-form-item label="算法类型" style="width: 100%;" >
|
||
<el-input v-model="info.algorithmType" style="width: 100%" prop="info.deviceType" :disabled="true"></el-input>
|
||
</el-form-item>
|
||
<el-form-item label="设备类型" style="width: 100%;" >
|
||
<el-select v-model="info.deviceType" placeholder="请选择设备类型" :disabled="true">
|
||
<el-option v-for="item in equipmentData" :key="item.itemCode" :label="item.dictName" :value="item.itemCode" ></el-option>
|
||
</el-select>
|
||
</el-form-item>
|
||
<el-form-item label="训练参数" style="width: 100%;">
|
||
<div v-for="item in trainParamsData" :key="item" style="margin-bottom: 10px;">
|
||
<el-input v-model="item.key" style="width: 300px" :disabled="true"></el-input>
|
||
：
|
||
<el-input v-model="item.value" style="width: 300px" :disabled="true"></el-input>
|
||
</div>
|
||
</el-form-item>
|
||
<el-form-item label="特征映射快照" style="width: 100%;" >
|
||
<el-input type="textarea" v-model="info.featureMapSnapshot" style="width: 100%" placeholder="输入特征映射快照" disabled></el-input>
|
||
</el-form-item>
|
||
<el-form-item label="创建时间" style="width: 100%;" >
|
||
<el-input v-model="info.createdAt" style="width: 100%" :disabled="true" ></el-input>
|
||
</el-form-item>
|
||
</el-form>
|
||
<div v-else style="width: 100%; height: calc(100% - 50px);">
|
||
<div v-if="info.status == 'Success'" style="width: 100%; height:100%">
|
||
<img :src="apiUrl +'/models/'+ info.metricsImagePath" alt="" style="width: 100%; height: 100%;object-fit:contain;">
|
||
</div>
|
||
<div v-if="info.status == 'Failed'" style="width: 100%; height:100%;display: flex;align-items: center;justify-content: center;">
|
||
<div>
|
||
<img src="@/assets/table/fail.png" alt="" title="失败" style="margin-bottom: 10px;">
|
||
<div style="font-size: 20px;text-align: center;font-weight: bold;color: #c9c9c9;">训练失败</div>
|
||
</div>
|
||
|
||
</div>
|
||
<div v-if="info.status == 'Training'" style="width: 100%; height:100%;display: flex;align-items: center;justify-content: center;">
|
||
<div>
|
||
<img src="@/assets/table/loading.gif" alt="" title="失败" style="margin-bottom: 10px;">
|
||
<div style="font-size: 20px;text-align: center;font-weight: bold;color: #266fff;">正在训练中...</div>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
</el-dialog>
|
||
<el-dialog v-model="modelVisible" :close-on-click-modal="false"
|
||
:modal="false" draggable :before-close="handleClosed" :title="title"
|
||
append-to-body width="600px" height="600px">
|
||
<el-form ref="infoForm" :model="info" label-width="100px"
|
||
style="margin-top: 20px;">
|
||
<el-form-item label="任务名称" prop="taskName" >
|
||
<el-input v-model="info.taskName" style="width: 100%" placeholder="输入任务名称" disabled></el-input>
|
||
</el-form-item>
|
||
<el-form-item label="算法类型" prop="algorithmType" >
|
||
<el-select v-model="info.algorithmType" placeholder="请选择算法类型" style="width: 100%;" disabled>
|
||
<el-option v-for="item in algorithmData" :key="item.algorithmType" :label="item.name" :value="item.algorithmType" ></el-option>
|
||
</el-select v-model="info.algorithmType">
|
||
</el-form-item>
|
||
<el-form-item label="设备类型" prop="deviceType" >
|
||
<el-select v-model="info.deviceType" placeholder="请选择设备类型" style="width: 100%;" disabled>
|
||
<el-option v-for="item in equipmentData" :key="item.itemCode" :label="item.dictName" :value="item.itemCode" ></el-option>
|
||
</el-select>
|
||
</el-form-item>
|
||
<el-form-item label="版本号" >
|
||
<el-input v-model="textarea" style="width: 100%" />
|
||
</el-form-item>
|
||
<el-button type="primary" style="margin-left: 60px;" @click="confirmsClick">确定</el-button>
|
||
</el-form>
|
||
</el-dialog>
|
||
<el-dialog v-model="tableVisible" :close-on-click-modal="false"
|
||
:modal="false" draggable :before-close="handleClosed" title="预览数据表格"
|
||
append-to-body width="1280px">
|
||
|
||
|
||
<div style="height:calc(100vh - 100px)">
|
||
<el-auto-resizer>
|
||
<template #default="{ height, width }">
|
||
<el-table-v2
|
||
:columns="tableHeaders"
|
||
:data="tableXlsxData"
|
||
:width="width"
|
||
:height="height"
|
||
fixed
|
||
/>
|
||
</template>
|
||
</el-auto-resizer>
|
||
</div>
|
||
</el-dialog>
|
||
</div>
|
||
</template>
|
||
|
||
<style scoped>
|
||
.Algorithms-box {
|
||
padding-right: 10px;
|
||
}
|
||
|
||
:deep(.el-tree-node__content) {
|
||
font-size: 15px;
|
||
font-weight: 500;
|
||
width: 100%;
|
||
height: 40px;
|
||
}
|
||
|
||
.dialog-footer {
|
||
display: block;
|
||
margin-top: 20px;
|
||
}
|
||
|
||
.conductproject-bg-box {
|
||
padding: 20px;
|
||
width: 100%;
|
||
height: calc(100vh - 130px);
|
||
overflow: auto;
|
||
background-color: rgba(255, 255, 255, 1);
|
||
border: none;
|
||
border-radius: 3px;
|
||
box-sizing: border-box;
|
||
}
|
||
.Algorithms_dialog_tabbox{
|
||
display: flex;
|
||
border-bottom: 1px solid #e4e7ed;
|
||
padding-bottom: 10px;
|
||
}
|
||
.Algorithms_dialog_tabbox_item{
|
||
position: relative;
|
||
display: flex;
|
||
justify-content: center;
|
||
align-items: center;
|
||
cursor: pointer;
|
||
}
|
||
|
||
.Algorithms_dialog_tabbox_item span{
|
||
position: absolute;
|
||
top: 0;
|
||
left: 0;
|
||
width: 100%;
|
||
height: 100%;
|
||
display: flex;
|
||
justify-content: center;
|
||
align-items: center;
|
||
font-family: 'Arial Normal', 'Arial';
|
||
font-weight: 400;
|
||
font-style: normal;
|
||
font-size: 14px;
|
||
color: #363636;
|
||
}
|
||
.Algorithms_dialog_tabbox_item span:hover{
|
||
color: #266fff;
|
||
}
|
||
.Algorithms_dialog_tabbox_active span{
|
||
color: #fff !important;
|
||
}
|
||
.derivedRulesData-expr{
|
||
width: 500px;
|
||
height: 40px;
|
||
line-height: 40px;
|
||
box-sizing: border-box;
|
||
padding: 10px;
|
||
background-color: var(--el-input-bg-color, var(--el-fill-color-blank));
|
||
border-radius: var(--el-input-border-radius, var(--el-border-radius-base));
|
||
cursor: text;
|
||
transition: var(--el-transition-box-shadow);
|
||
box-shadow: 0 0 0 1px var(--el-input-border-color, var(--el-border-color)) inset;
|
||
background-image: none;
|
||
flex-grow: 1;
|
||
justify-content: flex-start;
|
||
align-items: center;
|
||
padding: 1px 11px;
|
||
display: inline-flex;
|
||
transform: translate(0, 0);
|
||
}
|
||
</style>
|
||
<style>
|
||
.el-dialog {
|
||
padding: 0 !important;
|
||
border-radius: 10px !important;
|
||
border: 1px solid #363636 !important;
|
||
}
|
||
.el-dialog .el-dialog__header{
|
||
display: flex;
|
||
display: -webkit-flex;
|
||
justify-content: flex-start;-webkit-justify-content: flex-start;
|
||
align-items: center;-webkit-align-items: center;
|
||
padding: 10px 20px;
|
||
background-color: #f1f3f8 !important;
|
||
font-family: 'Arial Negreta', 'Arial Normal', 'Arial', sans-serif;
|
||
font-weight: 700;
|
||
font-style: normal;
|
||
font-size: 16px;
|
||
color: #1B1B1B;
|
||
text-align: left;
|
||
border-radius: 10px 10px 0 0;
|
||
height: 50px;
|
||
}
|
||
.el-dialog .el-dialog__close{
|
||
font-size: 22px;
|
||
color: rgb(80, 80, 80);
|
||
}
|
||
.el-dialog .el-dialog__headerbtn{
|
||
display: flex;
|
||
align-items: center;
|
||
}
|
||
.el-dialog .el-dialog__body{
|
||
padding: 20px 40px !important;
|
||
}
|
||
.el-dialog .el-input{
|
||
--el-input-inner-height: 38px
|
||
}
|
||
.Algorithms-box .el-button{
|
||
height: 36px;
|
||
}
|
||
.el-dialog .el-button{
|
||
height: 40px;
|
||
}
|
||
|
||
.modelTrainTask-dialog .adddevice_navigation_left{
|
||
width: 110px;
|
||
height: 32px;
|
||
line-height: 32px;
|
||
text-align: center;
|
||
cursor: pointer;
|
||
font-family: 'Arial Normal', 'Arial';
|
||
font-weight: 400;
|
||
font-style: normal;
|
||
font-size: 14px;
|
||
color: #363636;
|
||
background-image: url('@/assets/x6/navleft.png');
|
||
}
|
||
.modelTrainTask-dialog .adddevice_navigation_left:hover{
|
||
color: #266fff ;
|
||
}
|
||
.modelTrainTask-dialog .adddevice_navigation_activeleft{
|
||
background-image: url('@/assets/x6/navleft_active.png');
|
||
color: #fff !important;
|
||
}
|
||
.modelTrainTask-dialog .adddevice_navigation_right{
|
||
width: 110px;
|
||
height: 32px;
|
||
line-height: 32px;
|
||
text-align: center;
|
||
cursor: pointer;
|
||
font-family: 'Arial Normal', 'Arial';
|
||
font-weight: 400;
|
||
font-style: normal;
|
||
font-size: 14px;
|
||
color: #363636;
|
||
background-image: url('@/assets/x6/navright.png');
|
||
}
|
||
|
||
.modelTrainTask-dialog .adddevice_navigation_right:hover{
|
||
color: #266fff ;
|
||
}
|
||
.modelTrainTask-dialog .adddevice_navigation_activeright{
|
||
background-image: url('@/assets/x6/navright_active.png');
|
||
color: #fff !important;
|
||
}
|
||
|
||
|
||
.columnsData-item{
|
||
margin-right: 20px;
|
||
margin-bottom: 20px;
|
||
font-family: 'Arial Normal', 'Arial';
|
||
font-weight: 400;
|
||
font-style: normal;
|
||
font-size: 20px;
|
||
color: #363636;
|
||
border: 1px solid #ccc;
|
||
border-radius: 5px;
|
||
padding: 5px 15px;
|
||
cursor: pointer;
|
||
}
|
||
.columnsData-result{
|
||
width: 800px;
|
||
height: 80px;
|
||
line-height: 40px;
|
||
font-family: 'Arial Normal', 'Arial';
|
||
font-weight: 400;
|
||
font-style: normal;
|
||
font-size: 20px;
|
||
color: #363636;
|
||
border: 1px solid #ccc;
|
||
border-radius: 5px;
|
||
padding: 5px 15px;
|
||
cursor: pointer;
|
||
}
|
||
.columnsData-item:hover{
|
||
background-color: #f5f8ff;
|
||
}
|
||
.columnsData-title{
|
||
font-size: 16px;
|
||
color: #363636;
|
||
line-height: 60px;
|
||
padding-right: 20px;
|
||
}
|
||
.columnsData-operation{
|
||
margin-right: 20px;
|
||
width: 60px;
|
||
height: 60px;
|
||
display: flex;
|
||
justify-content: center;
|
||
align-items: center;
|
||
font-family: 'Arial Normal', 'Arial';
|
||
font-weight: 400;
|
||
font-style: normal;
|
||
font-size: 30px;
|
||
color: #363636;
|
||
border: 1px solid #ccc;
|
||
border-radius: 5px;
|
||
cursor: pointer;
|
||
}
|
||
.columnsData-operation:hover{
|
||
background-color: #f5f8ff;
|
||
}
|
||
</style> |