diff --git a/.vscode/settings.json b/.vscode/settings.json index 33edcab..5c0f4e1 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -120,7 +120,7 @@ "source.organizeImports": "never", "source.fixAll.stylelint": "explicit" }, - "editor.defaultFormatter": "octref.vetur" + "editor.defaultFormatter": "stylelint.vscode-stylelint" }, "i18n-ally.localesPaths": ["src/locales/lang"], "i18n-ally.keystyle": "nested", diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 7222b8c..423f523 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -4,297 +4,296 @@ settings: autoInstallPeers: true excludeLinksFromLockfile: false -importers: - .: - dependencies: - '@ant-design/colors': - specifier: ^7.0.0 - version: 7.0.0 - '@ant-design/icons-vue': - specifier: ^7.0.1 - version: 7.0.1(vue@3.3.8(typescript@5.2.2)) - '@iconify/iconify': - specifier: ^3.1.1 - version: 3.1.1 - '@unocss/eslint-plugin': - specifier: 66.1.0-beta.12 - version: 66.1.0-beta.12(eslint@8.53.0)(typescript@5.2.2) - '@videojs-player/vue': - specifier: ^1.0.0 - version: 1.0.0(@types/video.js@7.3.55)(video.js@7.21.5)(vue@3.3.8(typescript@5.2.2)) - '@vue/runtime-core': - specifier: ^3.3.8 - version: 3.3.8 - '@vueuse/core': - specifier: ^10.6.1 - version: 10.6.1(vue@3.3.8(typescript@5.2.2)) - '@zxcvbn-ts/core': - specifier: ^3.0.4 - version: 3.0.4 - ant-design-vue: - specifier: ^4.0.7 - version: 4.0.7(vue@3.3.8(typescript@5.2.2)) - axios: - specifier: ^1.6.8 - version: 1.6.8(debug@4.3.4) - benz-amr-recorder: - specifier: ^1.1.5 - version: 1.1.5 - codemirror: - specifier: 5.65.15 - version: 5.65.15 - cron-parser: - specifier: ^4.9.0 - version: 4.9.0 - cropperjs: - specifier: ^1.6.1 - version: 1.6.1 - crypto-js: - specifier: ^4.2.0 - version: 4.2.0 - dayjs: - specifier: ^1.11.10 - version: 1.11.10 - echarts: - specifier: ^5.6.0 - version: 5.6.0 - lodash-es: - specifier: ^4.17.21 - version: 4.17.21 - moment: - specifier: ^2.30.1 - version: 2.30.1 - nprogress: - specifier: ^0.2.0 - version: 0.2.0 - path-to-regexp: - specifier: ^6.2.1 - version: 6.2.1 - pinia: - specifier: ^2.1.7 - version: 2.1.7(typescript@5.2.2)(vue@3.3.8(typescript@5.2.2)) - pinia-plugin-persistedstate: - specifier: ^3.2.0 - version: 3.2.0(pinia@2.1.7(typescript@5.2.2)(vue@3.3.8(typescript@5.2.2))) - print-js: - specifier: ^1.6.0 - version: 1.6.0 - qs: - specifier: ^6.11.2 - version: 6.11.2 - resize-observer-polyfill: - specifier: ^1.5.1 - version: 1.5.1 - sortablejs: - specifier: ^1.15.0 - version: 1.15.0 - tinymce: - specifier: 5.10.7 - version: 5.10.7 - vditor: - specifier: ^3.9.6 - version: 3.9.6 - video.js: - specifier: ^7.21.5 - version: 7.21.5 - vue: - specifier: ^3.3.8 - version: 3.3.8(typescript@5.2.2) - vue-echarts: - specifier: ^7.0.3 - version: 7.0.3(@vue/runtime-core@3.3.8)(echarts@5.6.0)(vue@3.3.8(typescript@5.2.2)) - vue-i18n: - specifier: ^9.6.5 - version: 9.6.5(vue@3.3.8(typescript@5.2.2)) - vue-json-pretty: - specifier: ^2.2.4 - version: 2.2.4(vue@3.3.8(typescript@5.2.2)) - vue-router: - specifier: 4.2.5 - version: 4.2.5(vue@3.3.8(typescript@5.2.2)) - vue-types: - specifier: ^5.1.1 - version: 5.1.1(vue@3.3.8(typescript@5.2.2)) - vuedraggable: - specifier: ^4.1.0 - version: 4.1.0(vue@3.3.8(typescript@5.2.2)) - xlsx: - specifier: ^0.18.5 - version: 0.18.5 - devDependencies: - '@antfu/eslint-config': - specifier: ^1.1.1 - version: 1.1.1(eslint@8.53.0)(typescript@5.2.2) - '@commitlint/cli': - specifier: ^18.4.1 - version: 18.4.1(typescript@5.2.2) - '@commitlint/config-conventional': - specifier: ^18.4.0 - version: 18.4.0 - '@iconify/json': - specifier: ^2.2.141 - version: 2.2.141 - '@purge-icons/generated': - specifier: ^0.9.0 - version: 0.9.0 - '@types/codemirror': - specifier: ^5.60.13 - version: 5.60.13 - '@types/crypto-js': - specifier: ^4.2.1 - version: 4.2.1 - '@types/fs-extra': - specifier: ^11.0.4 - version: 11.0.4 - '@types/inquirer': - specifier: ^9.0.7 - version: 9.0.7 - '@types/lodash-es': - specifier: ^4.17.11 - version: 4.17.11 - '@types/node': - specifier: ^20.9.0 - version: 20.9.0 - '@types/nprogress': - specifier: ^0.2.3 - version: 0.2.3 - '@types/qs': - specifier: ^6.9.10 - version: 6.9.10 - '@types/sortablejs': - specifier: ^1.15.5 - version: 1.15.5 - '@unocss/eslint-config': - specifier: ^0.57.3 - version: 0.57.3(eslint@8.53.0)(typescript@5.2.2) - '@vitejs/plugin-vue': - specifier: 4.4.1 - version: 4.4.1(vite@4.5.0(@types/node@20.9.0)(less@4.2.0)(terser@5.24.0))(vue@3.3.8(typescript@5.2.2)) - '@vitejs/plugin-vue-jsx': - specifier: ^3.0.2 - version: 3.0.2(vite@4.5.0(@types/node@20.9.0)(less@4.2.0)(terser@5.24.0))(vue@3.3.8(typescript@5.2.2)) - '@vue/compiler-sfc': - specifier: ^3.3.8 - version: 3.3.8 - cross-env: - specifier: ^7.0.3 - version: 7.0.3 - cz-git: - specifier: ^1.7.1 - version: 1.7.1 - czg: - specifier: ^1.7.1 - version: 1.7.1 - dotenv: - specifier: ^16.3.1 - version: 16.3.1 - eslint: - specifier: ^8.53.0 - version: 8.53.0 - esno: - specifier: ^4.0.0 - version: 4.0.0 - fs-extra: - specifier: ^11.1.1 - version: 11.1.1 - inquirer: - specifier: ^9.2.12 - version: 9.2.12 - less: - specifier: ^4.2.0 - version: 4.2.0 - lint-staged: - specifier: ^15.1.0 - version: 15.1.0 - picocolors: - specifier: ^1.0.0 - version: 1.0.0 - postcss: - specifier: ^8.4.31 - version: 8.4.31 - postcss-html: - specifier: ^1.5.0 - version: 1.5.0 - postcss-less: - specifier: ^6.0.0 - version: 6.0.0(postcss@8.4.31) - prettier: - specifier: ^3.1.0 - version: 3.1.0 - rimraf: - specifier: ^5.0.5 - version: 5.0.5 - rollup: - specifier: ^4.4.0 - version: 4.4.0 - rollup-plugin-visualizer: - specifier: ^5.9.2 - version: 5.9.2(rollup@4.4.0) - stylelint: - specifier: ^15.11.0 - version: 15.11.0(typescript@5.2.2) - stylelint-config-recess-order: - specifier: ^4.3.0 - version: 4.3.0(stylelint@15.11.0(typescript@5.2.2)) - stylelint-config-recommended: - specifier: ^13.0.0 - version: 13.0.0(stylelint@15.11.0(typescript@5.2.2)) - stylelint-config-recommended-vue: - specifier: ^1.5.0 - version: 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function modelCardListApi(params?: ModelQueryParams) { return defHttp.get({ url: Api.MODEL_CARD_LIST, params }) } -export const modelInfoApi = (id: any) => defHttp.get({ url: `${Api.MODEL_INFO}/${id}` }) +export const modelInfoApi = (id: any) => defHttp.get({ url: `${Api.MODEL_INFO}/${id}` }) export function updateModelInfo(params: any) { return defHttp.patch({ url: Api.MODEL_INFO, params }) @@ -31,3 +32,5 @@ export function calculateBackApi(id: any, params: any) { return defHttp.post({ url: Api.CALCULATE_BACK + id, params }) } export const getOptimisticApi = (params: any) => defHttp.get({ url: Api.OPTIMISTIC, params }) + +export const trainModelApi = (params: any) => defHttp.post({ url: Api.TRAIN_MODEL, data: params }) diff --git a/src/views/model/list/step/Step3.vue b/src/views/model/list/step/Step3.vue index 9e5eccb..295d3f0 100644 --- a/src/views/model/list/step/Step3.vue +++ b/src/views/model/list/step/Step3.vue @@ -93,10 +93,10 @@ export default defineComponent({ const point = values[key].split('|') const p = { description: point[0], - point: point[1], + pointId: point[1], unit: point[2], - upperlimit: point[3], - lowerlimit: point[4], + Lower: point[3], + Upper: point[4], } pointInfo.push(p) } diff --git a/src/views/model/train/data.tsx b/src/views/model/train/data.tsx index 6b4098a..15f3e73 100644 --- a/src/views/model/train/data.tsx +++ b/src/views/model/train/data.tsx @@ -75,7 +75,7 @@ export const boundaryTableSchema: BasicColumn[] = [ }, ] -export const relationTableSchema: BasicColumn[] = [ +export const pointTableSchema: BasicColumn[] = [ { title: '描述', width: 150, @@ -84,7 +84,7 @@ export const relationTableSchema: BasicColumn[] = [ { title: '点号', width: 150, - dataIndex: 'point', + dataIndex: 'pointId', }, { title: '单位', @@ -94,15 +94,21 @@ export const relationTableSchema: BasicColumn[] = [ { title: '上限 ', width: 150, - dataIndex: 'upperlimit', + dataIndex: 'Upper', edit: true, }, { title: '下限', width: 150, - dataIndex: 'lowerlimit', + dataIndex: 'Lower', edit: true, }, + { + title: '编辑', + width: 100, + dataIndex: 'action', + slots: { customRender: 'action' }, + }, ] export const sampleInfoTableSchema: BasicColumn[] = [ diff --git a/src/views/model/train/index.vue b/src/views/model/train/index.vue index c4e6ef8..95d0ade 100644 --- a/src/views/model/train/index.vue +++ b/src/views/model/train/index.vue @@ -7,19 +7,23 @@ import { computed, defineComponent, onMounted, ref, watch } from 'vue' import { useRoute } from 'vue-router' import { Card, + Checkbox, Descriptions, Divider, Form, FormItem, + Input, + InputNumber, + Modal, RangePicker, Steps, Tabs, } from 'ant-design-vue' import VueECharts from 'vue-echarts' -import { relationTableSchema, sampleInfoTableSchema } from './data' +import { pointTableSchema, sampleInfoTableSchema } from './data' import { BasicTable, useTable } from '@/components/Table' import { PageWrapper } from '@/components/Page' -import { modelInfoApi, updateModelInfo } from '@/api/alert/model/models' +import { modelInfoApi, trainModelApi, updateModelInfo } from '@/api/alert/model/models' import { getExaHistorys } from '@/api/alert/exa/index' import { useECharts } from '@/hooks/web/useECharts' @@ -39,6 +43,10 @@ export default defineComponent({ AForm: Form, AFormItem: FormItem, VueECharts, + AModal: Modal, + AInput: Input, + ACheckbox: Checkbox, + AInputNumber: InputNumber, }, setup() { const route = useRoute() @@ -54,7 +62,7 @@ export default defineComponent({ const pointData = computed(() => model.value?.pointInfo || []) const [pointTable] = useTable({ - columns: relationTableSchema, + columns: pointTableSchema, pagination: false, dataSource: pointData, scroll: { y: 300 }, @@ -72,7 +80,7 @@ export default defineComponent({ type RangeValue = [Dayjs, Dayjs] const currentDate: Dayjs = dayjs() const lastMonthDate: Dayjs = currentDate.subtract(1, 'day') - const rangeValue: RangeValue = [lastMonthDate, currentDate] + const rangeValue: RangeValue = [dayjs('2023-10-28 00:00:00'), dayjs('2023-10-28 23:59:59')] const historyTime = ref(rangeValue) const historyList = ref([]) const echartsRefs = ref([]) @@ -83,29 +91,44 @@ export default defineComponent({ 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.point).join(','), + itemName: model.value?.pointInfo.map(item => item.pointId).join(','), } console.log(params) const history = await getExaHistorys(params) - historyList.value = history + historyList.value = history.map((item, index) => { + const point = model.value?.pointInfo[index] + return { + data: item, + name: `${index}.${point?.description}(${point?.pointId})`, + } + }) echartsRefs.value = Array.from({ length: historyList.value.length }) console.log('echartsRefs', echartsRefs.value) brushActivated.value = new Set() } function getOption(item: any) { + console.log('getOption', item) return { xAxis: { type: 'time', }, yAxis: { type: 'value' }, - series: [{ data: item, type: 'line', smooth: true, symbol: 'none' }], + series: [{ data: item.data, type: 'line', smooth: true, symbol: 'none' }], dataZoom: [{}], brush: { toolbox: ['lineX'], xAxisIndex: 0, brushType: 'lineX', }, + grid: [ + { + left: 60, + right: 50, + bottom: 50, + top: 30, + }, + ], } } @@ -239,8 +262,11 @@ export default defineComponent({ // 监听 model 变化 watch( model, - (val) => { - updateModelInfoDebounced(val) + (newVal, oldVal) => { + console.log('model changed:', newVal, oldVal) + if (oldVal === null) + return + updateModelInfoDebounced(newVal) }, { deep: true }, ) @@ -270,6 +296,83 @@ export default defineComponent({ }) } + async function trainModel() { + const modelInfo = model.value + if (!modelInfo || !modelInfo.id) { + console.error('模型信息不完整，无法训练') + return + } + const pointInfo = modelInfo.pointInfo || [] + if (pointInfo.length === 0) { + console.error('模型参数点信息为空，无法训练') + return + } + const params = { + condition: '1==1', + Hyper_para: { + percent: modelInfo.rate, + }, + Train_Data: { + points: pointInfo.map(item => item.pointId).join(','), + dead: pointInfo.map(item => item.dead ? '1' : '0').join(','), + limit: pointInfo.map(item => item.limit ? '1' : '0').join(','), + uplow: pointInfo.map(item => `${item.Upper},${item.Lower}`).join(';'), + interval: modelInfo.sampling * 1000, + time: modelInfo.trainTime.map(item => `${item.st},${item.et}`).join(';'), + }, + type: 'PCA', + smote_config: '[]', + smote: true, + } + const response = await trainModelApi(params) + console.log('模型训练结果:', response) + } + const editForm = ref({ + index: -1, + Upper: '', + Lower: '', + lowerBound: '', + upperBound: '', + dead: false, + limit: true, + }) + const openEditPointModal = ref(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, + Lower: editForm.value.Lower, + lowerBound: editForm.value.lowerBound, + upperBound: editForm.value.upperBound, + dead: editForm.value.dead, + limit: editForm.value.limit, + } + pointEditRecord.Upper = editForm.value.Upper + pointEditRecord.Lower = editForm.value.Lower + pointEditRecord.lowerBound = editForm.value.lowerBound + pointEditRecord.upperBound = editForm.value.upperBound + pointEditRecord.dead = editForm.value.dead + pointEditRecord.limit = editForm.value.limit + openEditPointModal.value = false + } + + function openPointModal(index, record) { + openEditPointModal.value = true + pointEditRecord = record + editForm.value = { + index, + Upper: record?.Upper ?? '', + Lower: record?.Lower ?? '', + lowerBound: record?.lowerBound ?? '', + upperBound: record?.upperBound ?? '', + dead: record?.dead ?? false, + limit: record?.limit ?? true, + } + } + return { pointTable, model, @@ -285,6 +388,11 @@ export default defineComponent({ onBrushSelected, trainTimeTable, handleDeleteTrainTime, + openEditPointModal, + editPoint, + openPointModal, + editForm, + trainModel, } }, }) @@ -302,7 +410,7 @@ export default defineComponent({ - {{ model?.modelName }} + {{ model?.name }} {{ model?.description || '暂无描述' }} @@ -314,13 +422,13 @@ export default defineComponent({ 暂无 - {{ model?.creator }} + {{ model?.founder }} - {{ model?.createTime }} + {{ model?.creatTime }} - {{ model?.modifier || '暂无' }} + {{ model?.Modifier || '暂无' }} {{ model?.modifiedTime || '暂无' }} @@ -347,7 +455,7 @@ export default defineComponent({ {{ model?.precision }} - {{ model?.principal }} + {{ (model?.trainTime.reduce((total, item) => total + item.duration, 0) / 3600).toFixed(2) || '暂无' }} {{ model?.principal }} @@ -367,7 +475,13 @@ export default defineComponent({ - + + + @@ -379,20 +493,49 @@ export default defineComponent({ - + 模型训练
- + + + +
+ + + + + + + + + + + + + + + + + 死区清洗 + + + 限值清洗 + + + +