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feat: update model training functionality and improve point parameter handling

pull/35/head
CJL6015 3 weeks ago
parent
a0b0d26f7a
commit
10eac06f11
6 changed files with 477 additions and 566 deletions
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  1. 2
      .vscode/settings.json
  2. 415
      pnpm-lock.yaml
  3. 5
      src/api/alert/model/models.ts
  4. 6
      src/views/model/list/step/Step3.vue
  5. 14
      src/views/model/train/data.tsx
  6. 175
      src/views/model/train/index.vue

2
.vscode/settings.json
View File

@ -120,7 +120,7 @@
"source.organizeImports": "never", "source.organizeImports": "never",
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}, },
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"i18n-ally.localesPaths": ["src/locales/lang"], "i18n-ally.localesPaths": ["src/locales/lang"],
"i18n-ally.keystyle": "nested", "i18n-ally.keystyle": "nested",

415
pnpm-lock.yaml
View File

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snapshots:
'@aashutoshrathi/word-wrap@1.2.6': {}
'@ampproject/remapping@2.2.1':
dependencies: dependencies:
'@jridgewell/gen-mapping': 0.3.3 '@jridgewell/gen-mapping': 0.3.3
'@jridgewell/trace-mapping': 0.3.20 '@jridgewell/trace-mapping': 0.3.20
@ -11556,3 +11314,4 @@ snapshots:
zrender@5.6.1: zrender@5.6.1:
dependencies: dependencies:
tslib: 2.3.0 tslib: 2.3.0
dev: false

5
src/api/alert/model/models.ts
View File

@ -8,12 +8,13 @@ enum Api {
MODEL_DATA = '/alert/model/data/', MODEL_DATA = '/alert/model/data/',
CALCULATE_BACK = '/alert/model/data/calculate/', CALCULATE_BACK = '/alert/model/data/calculate/',
OPTIMISTIC = '/alert/optimistic', OPTIMISTIC = '/alert/optimistic',
TRAIN_MODEL = '/alert/model/train',
} }
export function modelCardListApi(params?: ModelQueryParams) { export function modelCardListApi(params?: ModelQueryParams) {
return defHttp.get<ModelCardItem[]>({ url: Api.MODEL_CARD_LIST, params }) return defHttp.get<ModelCardItem[]>({ url: Api.MODEL_CARD_LIST, params })
} }
export const modelInfoApi = (id: any) => defHttp.get<ModelInfo>({ url: `${Api.MODEL_INFO}/${id}` }) export const modelInfoApi = (id: any) => defHttp.get<any>({ url: `${Api.MODEL_INFO}/${id}` })
export function updateModelInfo(params: any) { export function updateModelInfo(params: any) {
return defHttp.patch<boolean>({ url: Api.MODEL_INFO, params }) return defHttp.patch<boolean>({ url: Api.MODEL_INFO, params })
@ -31,3 +32,5 @@ export function calculateBackApi(id: any, params: any) {
return defHttp.post<boolean>({ url: Api.CALCULATE_BACK + id, params }) return defHttp.post<boolean>({ url: Api.CALCULATE_BACK + id, params })
} }
export const getOptimisticApi = (params: any) => defHttp.get<any>({ url: Api.OPTIMISTIC, params }) 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 })

6
src/views/model/list/step/Step3.vue
View File

@ -93,10 +93,10 @@ export default defineComponent({
const point = values[key].split('|') const point = values[key].split('|')
const p = { const p = {
description: point[0], description: point[0],
point: point[1], pointId: point[1],
unit: point[2], unit: point[2],
upperlimit: point[3], Lower: point[3],
lowerlimit: point[4], Upper: point[4],
} }
pointInfo.push(p) pointInfo.push(p)
} }

14
src/views/model/train/data.tsx
View File

@ -75,7 +75,7 @@ export const boundaryTableSchema: BasicColumn[] = [
}, },
] ]
export const relationTableSchema: BasicColumn[] = [ export const pointTableSchema: BasicColumn[] = [
{ {
title: '描述', title: '描述',
width: 150, width: 150,
@ -84,7 +84,7 @@ export const relationTableSchema: BasicColumn[] = [
{ {
title: '点号', title: '点号',
width: 150, width: 150,
dataIndex: 'point', dataIndex: 'pointId',
}, },
{ {
title: '单位', title: '单位',
@ -94,15 +94,21 @@ export const relationTableSchema: BasicColumn[] = [
{ {
title: '上限 ', title: '上限 ',
width: 150, width: 150,
dataIndex: 'upperlimit', dataIndex: 'Upper',
edit: true, edit: true,
}, },
{ {
title: '下限', title: '下限',
width: 150, width: 150,
dataIndex: 'lowerlimit', dataIndex: 'Lower',
edit: true, edit: true,
}, },
{
title: '编辑',
width: 100,
dataIndex: 'action',
slots: { customRender: 'action' },
},
] ]
export const sampleInfoTableSchema: BasicColumn[] = [ export const sampleInfoTableSchema: BasicColumn[] = [

175
src/views/model/train/index.vue
View File

@ -7,19 +7,23 @@ import { computed, defineComponent, onMounted, ref, watch } from 'vue'
import { useRoute } from 'vue-router' import { useRoute } from 'vue-router'
import { import {
Card, Card,
Checkbox,
Descriptions, Descriptions,
Divider, Divider,
Form, Form,
FormItem, FormItem,
Input,
InputNumber,
Modal,
RangePicker, RangePicker,
Steps, Steps,
Tabs, Tabs,
} from 'ant-design-vue' } from 'ant-design-vue'
import VueECharts from 'vue-echarts' import VueECharts from 'vue-echarts'
import { relationTableSchema, sampleInfoTableSchema } from './data' import { pointTableSchema, sampleInfoTableSchema } from './data'
import { BasicTable, useTable } from '@/components/Table' import { BasicTable, useTable } from '@/components/Table'
import { PageWrapper } from '@/components/Page' 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 { getExaHistorys } from '@/api/alert/exa/index'
import { useECharts } from '@/hooks/web/useECharts' import { useECharts } from '@/hooks/web/useECharts'
@ -39,6 +43,10 @@ export default defineComponent({
AForm: Form, AForm: Form,
AFormItem: FormItem, AFormItem: FormItem,
VueECharts, VueECharts,
AModal: Modal,
AInput: Input,
ACheckbox: Checkbox,
AInputNumber: InputNumber,
}, },
setup() { setup() {
const route = useRoute() const route = useRoute()
@ -54,7 +62,7 @@ export default defineComponent({
const pointData = computed(() => model.value?.pointInfo || []) const pointData = computed(() => model.value?.pointInfo || [])
const [pointTable] = useTable({ const [pointTable] = useTable({
columns: relationTableSchema, columns: pointTableSchema,
pagination: false, pagination: false,
dataSource: pointData, dataSource: pointData,
scroll: { y: 300 }, scroll: { y: 300 },
@ -72,7 +80,7 @@ export default defineComponent({
type RangeValue = [Dayjs, Dayjs] type RangeValue = [Dayjs, Dayjs]
const currentDate: Dayjs = dayjs() const currentDate: Dayjs = dayjs()
const lastMonthDate: Dayjs = currentDate.subtract(1, 'day') 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>(rangeValue) const historyTime = ref<RangeValue>(rangeValue)
const historyList = ref<any[]>([]) const historyList = ref<any[]>([])
const echartsRefs = ref<any[]>([]) const echartsRefs = ref<any[]>([])
@ -83,29 +91,44 @@ export default defineComponent({
const params = { const params = {
startTime: historyTime.value[0].format('YYYY-MM-DD HH:mm:ss'), startTime: historyTime.value[0].format('YYYY-MM-DD HH:mm:ss'),
endTime: historyTime.value[1].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) console.log(params)
const history = await getExaHistorys(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}(${point?.pointId})`,
}
})
echartsRefs.value = Array.from({ length: historyList.value.length }) echartsRefs.value = Array.from({ length: historyList.value.length })
console.log('echartsRefs', echartsRefs.value) console.log('echartsRefs', echartsRefs.value)
brushActivated.value = new Set() brushActivated.value = new Set()
} }
function getOption(item: any) { function getOption(item: any) {
console.log('getOption', item)
return { return {
xAxis: { xAxis: {
type: 'time', type: 'time',
}, },
yAxis: { type: 'value' }, yAxis: { type: 'value' },
series: [{ data: item, type: 'line', smooth: true, symbol: 'none' }], series: [{ data: item.data, type: 'line', smooth: true, symbol: 'none' }],
dataZoom: [{}], dataZoom: [{}],
brush: { brush: {
toolbox: ['lineX'], toolbox: ['lineX'],
xAxisIndex: 0, xAxisIndex: 0,
brushType: 'lineX', brushType: 'lineX',
}, },
grid: [
{
left: 60,
right: 50,
bottom: 50,
top: 30,
},
],
} }
} }
@ -239,8 +262,11 @@ export default defineComponent({
// 监听 model 变化 // 监听 model 变化
watch( watch(
model, model,
(val) => { (newVal, oldVal) => {
updateModelInfoDebounced(val) console.log('model changed:', newVal, oldVal)
if (oldVal === null)
return
updateModelInfoDebounced(newVal)
}, },
{ deep: true }, { deep: true },
) )
@ -270,6 +296,83 @@ export default defineComponent({
}) })
} }
async function trainModel() {
const modelInfo = model.value
if (!modelInfo || !modelInfo.id) {
console.error('模型信息不完整，无法训练')
return
}
const pointInfo = modelInfo.pointInfo || []
if (pointInfo.length === 0) {
console.error('模型参数点信息为空，无法训练')
return
}
const params = {
condition: '1==1',
Hyper_para: {
percent: modelInfo.rate,
},
Train_Data: {
points: pointInfo.map(item => item.pointId).join(','),
dead: pointInfo.map(item => item.dead ? '1' : '0').join(','),
limit: pointInfo.map(item => item.limit ? '1' : '0').join(','),
uplow: pointInfo.map(item => `${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<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,
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 { return {
pointTable, pointTable,
model, model,
@ -285,6 +388,11 @@ export default defineComponent({
onBrushSelected, onBrushSelected,
trainTimeTable, trainTimeTable,
handleDeleteTrainTime, handleDeleteTrainTime,
openEditPointModal,
editPoint,
openPointModal,
editForm,
trainModel,
} }
}, },
}) })
@ -302,7 +410,7 @@ export default defineComponent({
</template> </template>
<a-descriptions size="small" :column="4" bordered> <a-descriptions size="small" :column="4" bordered>
<a-descriptions-item label="模型名称"> <a-descriptions-item label="模型名称">
{{ model?.modelName }} {{ model?.name }}
</a-descriptions-item> </a-descriptions-item>
<a-descriptions-item label="描述"> <a-descriptions-item label="描述">
{{ model?.description || '暂无描述' }} {{ model?.description || '暂无描述' }}
@ -314,13 +422,13 @@ export default defineComponent({
暂无 暂无
</a-descriptions-item> </a-descriptions-item>
<a-descriptions-item label="创建人"> <a-descriptions-item label="创建人">
{{ model?.creator }} {{ model?.founder }}
</a-descriptions-item> </a-descriptions-item>
<a-descriptions-item label="创建时间"> <a-descriptions-item label="创建时间">
{{ model?.createTime }} {{ model?.creatTime }}
</a-descriptions-item> </a-descriptions-item>
<a-descriptions-item label="最近修改人"> <a-descriptions-item label="最近修改人">
{{ model?.modifier || '暂无' }} {{ model?.Modifier || '暂无' }}
</a-descriptions-item> </a-descriptions-item>
<a-descriptions-item label="最近修改时间"> <a-descriptions-item label="最近修改时间">
{{ model?.modifiedTime || '暂无' }} {{ model?.modifiedTime || '暂无' }}
@ -347,7 +455,7 @@ export default defineComponent({
{{ model?.precision }} {{ model?.precision }}
</a-descriptions-item> </a-descriptions-item>
<a-descriptions-item label="训练总时长(h)"> <a-descriptions-item label="训练总时长(h)">
{{ model?.principal }} {{ (model?.trainTime.reduce((total, item) => total + item.duration, 0) / 3600).toFixed(2) || '暂无' }}
</a-descriptions-item> </a-descriptions-item>
<a-descriptions-item label="有效样本数"> <a-descriptions-item label="有效样本数">
{{ model?.principal }} {{ model?.principal }}
@ -367,7 +475,13 @@ export default defineComponent({
</BasicTable> </BasicTable>
</a-tab-pane> </a-tab-pane>
<a-tab-pane key="2" tab="测点参数"> <a-tab-pane key="2" tab="测点参数">
<BasicTable @register="pointTable" /> <BasicTable @register="pointTable">
<template #action="{ record, index }">
<a-button type="primary" @click="openPointModal(index, record)">
编辑
</a-button>
</template>
</BasicTable>
</a-tab-pane> </a-tab-pane>
</a-tabs> </a-tabs>
</a-card> </a-card>
@ -379,20 +493,49 @@ export default defineComponent({
<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-item>
</a-form> </a-form>
<a-button type="primary" style="margin-left: auto;"> <a-button type="primary" style="margin-left: auto;" @click="trainModel">
模型训练 模型训练
</a-button> </a-button>
</div> </div>
<a-divider /> <a-divider />
<div v-for="(item, index) in historyList" :key="index" class="echart-box"> <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 <VueECharts
:ref="(el) => setEchartsRef(el, index)" :option="getOption(item)" autoresize :ref="(el) => setEchartsRef(el, index)" :option="getOption(item)" autoresize
style="width: 100%; height: 300px" @finished="() => onChartFinished(index)" style="width: 100%; height: 300px" @finished="() => onChartFinished(index)"
@brush-selected="onBrushSelected" @brush-selected="onBrushSelected"
/> />
</a-card>
</div> </div>
</a-card> </a-card>
</div> </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-form-item label="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-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-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-form-item>
<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>
<a-checkbox v-model:checked="editForm.limit">
限值清洗
</a-checkbox>
</a-form-item>
</a-form>
</a-modal>
</PageWrapper> </PageWrapper>
</template> </template>

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