Merge remote-tracking branch 'origin/dev' into dev

This commit is contained in:
西大锐 2024-06-27 10:14:35 +08:00
commit 7a0b480b15
28 changed files with 481 additions and 268 deletions

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@ -94,7 +94,7 @@ export default [
{
name: '实验训练',
path: ':workflowId/:id',
component: './Experiment/training/index',
component: './Experiment/Info/index',
},
{
name: '实验对比',
@ -112,18 +112,18 @@ export default [
{
name: '开发环境',
path: '',
component: './DevelopmentEnvironment/List',
},
{
name: '创建编辑器',
path: 'create',
component: './DevelopmentEnvironment/Create',
},
{
name: '编辑器',
path: 'editor',
component: './DevelopmentEnvironment/Editor',
},
// {
// name: '创建编辑器',
// path: 'create',
// component: './DevelopmentEnvironment/Create',
// },
// {
// name: '编辑器',
// path: 'editor',
// component: './DevelopmentEnvironment/Editor',
// },
],
},
{

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@ -0,0 +1,37 @@
/*
* @Author:
* @Date: 2024-04-28 14:18:11
* @Description: Table
*/
import { Tooltip } from 'antd';
function ArrayTableCell(ellipsis: boolean = false, property?: string) {
return (value?: any | null) => {
if (
value === undefined ||
value === null ||
Array.isArray(value) === false ||
value.length === 0
) {
return <span>--</span>;
}
let list = value;
if (property && typeof value[0] === 'object') {
list = value.map((item) => item[property]);
}
const text = list.join(',');
if (ellipsis) {
return (
<Tooltip title={text} placement="topLeft" overlayStyle={{ maxWidth: '400px' }}>
<span>{text}</span>;
</Tooltip>
);
} else {
return <span>{text}</span>;
}
};
}
export default ArrayTableCell;

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@ -6,13 +6,13 @@
import { Tooltip } from 'antd';
function renderCell(text?: string | null) {
function renderCell(text?: any | null) {
return <span>{text ?? '--'}</span>;
}
function CommonTableCell(ellipsis: boolean = false) {
if (ellipsis) {
return (text?: string | null) => (
return (text?: any | null) => (
<Tooltip title={text} placement="topLeft" overlayStyle={{ maxWidth: '400px' }}>
{renderCell(text)}
</Tooltip>

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@ -1,9 +1,36 @@
/*
* @Author:
* @Date: 2024-06-07 11:22:28
* @Description:
*/
// 公开还是私有 TabKey
export enum CommonTabKeys {
Private = 'Private', // 私有
Public = 'Public', // 公开
}
// 实验状态
export enum ExperimentStatus {
Running = 'Running', // 运行中
Succeeded = 'Succeeded', // 成功
Pending = 'Pending', // 启动中
Failed = 'Failed', // 失败
Error = 'Error', // 错误
Terminated = 'Terminated', // 终止
Skipped = 'Skipped', // 跳过
Omitted = 'Omitted', // 忽略
}
// TensorBoard 状态
export enum TensorBoardStatus {
Unknown = 'Unknown', // 未知
Pending = 'Pending', // 启动中
Running = 'Running', // 运行中
Terminated = 'Terminated', // 未启动或者已终止
Failed = 'Failed', // 失败
}
// 镜像版本状态
export enum MirrorVersionStatus {
Available = 'available', // 可用

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@ -4,7 +4,7 @@
* @Description: 覆盖 antd 样式
*/
// 设置 Table 可以滑动
// 设置 Table 可以滑动,带分页
.vertical-scroll-table {
.ant-table-wrapper {
height: 100%;
@ -30,6 +30,32 @@
}
}
// 设置 Table 可以滑动,没有分页
.vertical-scroll-table-no-page {
.ant-table-wrapper {
height: 100%;
.ant-spin-nested-loading {
height: 100%;
.ant-spin-container {
height: 100%;
.ant-table {
height: 100%;
.ant-table-container {
height: 100%;
.ant-table-body {
overflow-y: auto !important;
}
}
}
}
}
}
}
// Tabs 样式
// 删除底部白色横线
.ant-tabs {

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@ -8,10 +8,11 @@ import { ResourceData, ResourceType, resourceConfig } from '../../config';
import ResourceVersion from '../ResourceVersion';
import styles from './index.less';
// 这里值小写是因为值会写在 url 中
export enum ResourceInfoTabKeys {
Introduction = 'introduction',
Version = 'version',
Evolution = 'evolution',
Introduction = 'introduction', // 简介
Version = 'version', // 版本
Evolution = 'evolution', // 演化
}
type ResourceIntroProps = {

View File

@ -17,5 +17,17 @@
padding: 20px 30px 0;
background-color: white;
border-radius: 10px;
:global {
.ant-table-container {
border: none !important;
}
.ant-table-tbody {
.ant-table-cell {
border-right: none !important;
border-left: none !important;
}
}
}
}
}

View File

@ -1,32 +1,50 @@
import CommonTableCell from '@/components/CommonTableCell';
import { useCacheState } from '@/hooks/pageCacheState';
import { getExpEvaluateInfosReq, getExpTrainInfosReq } from '@/services/experiment';
// import { useCacheState } from '@/hooks/pageCacheState';
import {
getExpEvaluateInfosReq,
getExpMetricsReq,
getExpTrainInfosReq,
} from '@/services/experiment';
import { to } from '@/utils/promise';
import tableCellRender, { arrayFormatter, dateFormatter } from '@/utils/table';
import { useSearchParams } from '@umijs/max';
import { Button, Table, TablePaginationConfig, TableProps } from 'antd';
import { App, Button, Table, /*TablePaginationConfig,*/ TableProps } from 'antd';
import classNames from 'classnames';
import { useEffect, useState } from 'react';
import { useEffect, useMemo, useState } from 'react';
import ExperimentStatusCell from '../components/ExperimentStatusCell';
import styles from './index.less';
export enum ComparisonType {
Train = 'train', // 训练
Evaluate = 'evaluate', // 评估
Train = 'Train', // 训练
Evaluate = 'Evaluate', // 评估
}
type TableData = {
experiment_ins_id: number;
run_id: string;
dataset: string[];
start_time: string;
status: string;
metrics_names: string[];
metrics: Record<string, number>;
params_names: string[];
params: Record<string, string>;
};
function ExperimentComparison() {
const [searchParams] = useSearchParams();
const comparisonType = searchParams.get('type');
const experimentId = searchParams.get('experimentId');
const [tableData, setTableData] = useState([]);
const [cacheState, setCacheState] = useCacheState();
const [total, setTotal] = useState(0);
const experimentId = searchParams.get('id');
const [tableData, setTableData] = useState<TableData[]>([]);
// const [cacheState, setCacheState] = useCacheState();
// const [total, setTotal] = useState(0);
const [selectedRowKeys, setSelectedRowKeys] = useState<React.Key[]>([]);
const [pagination, setPagination] = useState<TablePaginationConfig>(
cacheState?.pagination ?? {
current: 1,
pageSize: 10,
},
);
const { message } = App.useApp();
// const [pagination, setPagination] = useState<TablePaginationConfig>(
// cacheState?.pagination ?? {
// current: 1,
// pageSize: 10,
// },
// );
useEffect(() => {
getComparisonData();
@ -38,20 +56,39 @@ function ExperimentComparison() {
comparisonType === ComparisonType.Train ? getExpTrainInfosReq : getExpEvaluateInfosReq;
const [res] = await to(request(experimentId));
if (res && res.data) {
const { content = [], totalElements = 0 } = res.data;
setTableData(content);
setTotal(totalElements);
// const { content = [], totalElements = 0 } = res.data;
setTableData(res.data);
// setTotal(totalElements);
}
};
// 获取对比 url
const getExpMetrics = async () => {
const [res] = await to(getExpMetricsReq(selectedRowKeys));
if (res && res.data) {
const url = res.data;
window.open(url, '_blank');
}
};
// 对比按钮 click
const hanldeComparisonClick = () => {
if (selectedRowKeys.length < 2) {
message.error('请至少选择两项进行对比');
return;
}
getExpMetrics();
};
// 分页切换
const handleTableChange: TableProps['onChange'] = (pagination, filters, sorter, { action }) => {
if (action === 'paginate') {
setPagination(pagination);
}
// console.log(pagination, filters, sorter, action);
};
// const handleTableChange: TableProps['onChange'] = (pagination, filters, sorter, { action }) => {
// if (action === 'paginate') {
// setPagination(pagination);
// }
// // console.log(pagination, filters, sorter, action);
// };
// 选择行
const rowSelection: TableProps['rowSelection'] = {
type: 'checkbox',
selectedRowKeys,
@ -61,148 +98,96 @@ function ExperimentComparison() {
},
};
const columns: TableProps['columns'] = [
{
title: '基本信息',
children: [
{
title: '实例ID',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: '运行时间',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: '运行状态',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: '训练数据集',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: '增量训练',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
],
},
{
title: '训练参数',
children: [
{
title: 'batchsize',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: 'config',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: 'epoch',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: 'lr',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: 'warmup_iters',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
],
},
{
title: '训练指标',
children: [
{
title: 'metrc_name',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: 'test_1',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: 'test_2',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: 'test_3',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
{
title: 'test_4',
dataIndex: 'name',
key: 'name',
width: '30%',
render: CommonTableCell(),
},
],
},
];
const columns: TableProps['columns'] = useMemo(() => {
const first: TableData | undefined = tableData[0];
return [
{
title: '基本信息',
children: [
{
title: '实例 ID',
dataIndex: 'experiment_ins_id',
key: 'experiment_ins_id',
width: '20%',
render: tableCellRender(),
},
{
title: '运行时间',
dataIndex: 'start_time',
key: 'start_time',
width: 180,
render: tableCellRender(false, dateFormatter),
},
{
title: '运行状态',
dataIndex: 'status',
key: 'status',
width: '20%',
render: ExperimentStatusCell,
},
{
title: '训练数据集',
dataIndex: 'dataset',
key: 'dataset',
width: '20%',
render: tableCellRender(true, arrayFormatter()),
ellipsis: { showTitle: false },
},
],
},
{
title: '训练参数',
children: first?.params_names.map((name) => ({
title: name,
dataIndex: ['params', name],
key: name,
width: '20%',
render: tableCellRender(true),
ellipsis: { showTitle: false },
})),
},
{
title: '训练指标',
children: first?.metrics_names.map((name) => ({
title: name,
dataIndex: ['metrics', name],
key: name,
width: '20%',
render: tableCellRender(true),
ellipsis: { showTitle: false },
})),
},
];
}, [tableData]);
return (
<div className={styles['experiment-comparison']}>
<div className={styles['experiment-comparison__header']}>
<Button type="default"></Button>
<Button type="default" onClick={hanldeComparisonClick}>
</Button>
</div>
<div className={classNames('vertical-scroll-table', styles['experiment-comparison__table'])}>
<div
className={classNames(
'vertical-scroll-table-no-page',
styles['experiment-comparison__table'],
)}
>
<Table
dataSource={tableData}
columns={columns}
rowSelection={rowSelection}
scroll={{ y: 'calc(100% - 55px)' }}
pagination={{
...pagination,
total: total,
showSizeChanger: true,
showQuickJumper: true,
}}
onChange={handleTableChange}
rowKey="id"
pagination={false}
bordered={true}
// pagination={{
// ...pagination,
// total: total,
// showSizeChanger: true,
// showQuickJumper: true,
// }}
// onChange={handleTableChange}
rowKey="run_id"
/>
</div>
</div>

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@ -0,0 +1,12 @@
.experiment-status-cell {
height: 100%;
&__label {
display: none;
}
}
.experiment-status-cell:hover {
.experiment-status-cell__label {
display: inline;
}
}

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@ -0,0 +1,28 @@
/*
* @Author:
* @Date: 2024-04-18 18:35:41
* @Description:
*/
import { ExperimentStatus } from '@/enums';
import { experimentStatusInfo as statusInfo } from '@/pages/Experiment/status';
import styles from './index.less';
function ExperimentStatusCell(status?: ExperimentStatus | null) {
if (status === null || status === undefined || !statusInfo[status]) {
return <span>--</span>;
}
return (
<div className={styles['experiment-status-cell']}>
<img style={{ width: '17px', marginRight: '7px' }} src={statusInfo[status]?.icon} />
<span
style={{ color: statusInfo[status]?.color }}
className={styles['experiment-status-cell__label']}
>
{statusInfo[status]?.label}
</span>
</div>
);
}
export default ExperimentStatusCell;

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@ -4,9 +4,9 @@
* @Description:
*/
import { ExperimentStatus } from '@/enums';
import { useStateRef } from '@/hooks';
import { ExperimentStatus } from '@/pages/Experiment/status';
import { ExperimentLog } from '@/pages/Experiment/training/props';
import { ExperimentLog } from '@/pages/Experiment/Info/props';
import { getExperimentPodsLog } from '@/services/experiment/index.js';
import { DoubleRightOutlined, DownOutlined, UpOutlined } from '@ant-design/icons';
import { Button } from 'antd';
@ -47,7 +47,7 @@ function LogGroup({
const [logList, setLogList, logListRef] = useStateRef<Log[]>([]);
const [completed, setCompleted] = useState(false);
// eslint-disable-next-line @typescript-eslint/no-unused-vars
const [isMouseDown, setIsMouseDown, isMouseDownRef] = useStateRef(false);
const [_isMouseDown, setIsMouseDown, isMouseDownRef] = useStateRef(false);
useEffect(() => {
scrollToBottom(false);

View File

@ -1,5 +1,5 @@
import { ExperimentStatus } from '@/pages/Experiment/status';
import { ExperimentLog } from '@/pages/Experiment/training/props';
import { ExperimentStatus } from '@/enums';
import { ExperimentLog } from '@/pages/Experiment/Info/props';
import LogGroup from '../LogGroup';
import styles from './index.less';

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@ -5,16 +5,15 @@ import classNames from 'classnames';
import styles from './index.less';
// import stopImg from '@/assets/img/tensor-board-stop.png';
import terminatedImg from '@/assets/img/tensor-board-terminated.png';
import { TensorBoardStatus } from '@/enums';
export enum TensorBoardStatusEnum {
Unknown = 'Unknown', // 未知
Pending = 'Pending', // 启动中
Running = 'Running', // 运行中
Terminated = 'Terminated', // 未启动或者已终止
Failed = 'Failed', // 失败
}
type TensorBoardStatusInfo = {
label: string;
icon: string;
classname: string;
};
const statusConfig = {
const statusConfig: Record<TensorBoardStatus, TensorBoardStatusInfo> = {
Unknown: {
label: '未知',
icon: terminatedImg,
@ -43,12 +42,12 @@ const statusConfig = {
};
type TensorBoardStatusProps = {
status: TensorBoardStatusEnum;
status: TensorBoardStatus;
onClick: () => void;
};
function TensorBoardStatus({
status = TensorBoardStatusEnum.Unknown,
function TensorBoardStatusCell({
status = TensorBoardStatus.Unknown,
onClick,
}: TensorBoardStatusProps) {
return (
@ -64,7 +63,7 @@ function TensorBoardStatus({
{statusConfig[status].icon ? (
<>
<div style={{ margin: '0 6px' }}>|</div>
{status === TensorBoardStatusEnum.Pending ? (
{status === TensorBoardStatus.Pending ? (
<LoadingOutlined className={styles['tensorBoard-status__icon']} />
) : (
<img
@ -79,4 +78,4 @@ function TensorBoardStatus({
);
}
export default TensorBoardStatus;
export default TensorBoardStatusCell;

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@ -1,5 +1,6 @@
import CommonTableCell from '@/components/CommonTableCell';
import KFIcon from '@/components/KFIcon';
import { TensorBoardStatus } from '@/enums';
import {
deleteExperimentById,
deleteQueryByExperimentInsId,
@ -24,7 +25,7 @@ import { useEffect, useRef, useState } from 'react';
import { useNavigate } from 'react-router-dom';
import { ComparisonType } from './Comparison';
import AddExperimentModal from './components/AddExperimentModal';
import TensorBoardStatus, { TensorBoardStatusEnum } from './components/TensorBoardStatus';
import TensorBoardStatusCell from './components/TensorBoardStatus';
import Styles from './index.less';
import { experimentStatusInfo } from './status';
@ -260,12 +261,12 @@ function Experiment() {
const handleTensorboard = async (experimentIn) => {
if (
experimentIn.tensorBoardStatus === TensorBoardStatusEnum.Terminated ||
experimentIn.tensorBoardStatus === TensorBoardStatusEnum.Failed
experimentIn.tensorBoardStatus === TensorBoardStatus.Terminated ||
experimentIn.tensorBoardStatus === TensorBoardStatus.Failed
) {
await runTensorBoard(experimentIn);
} else if (
experimentIn.tensorBoardStatus === TensorBoardStatusEnum.Running &&
experimentIn.tensorBoardStatus === TensorBoardStatus.Running &&
experimentIn.tensorboardUrl
) {
window.open(experimentIn.tensorboardUrl, '_blank');
@ -457,12 +458,12 @@ function Experiment() {
</a>
<div className={Styles.tensorBoard}>
{item.nodes_result?.tensorboard_log ? (
<TensorBoardStatus
<TensorBoardStatusCell
status={item.tensorBoardStatus}
onClick={() => handleTensorboard(item)}
></TensorBoardStatus>
></TensorBoardStatusCell>
) : (
'-'
'--'
)}
</div>
<div className={Styles.description}>

View File

@ -1,23 +1,13 @@
import { ExperimentStatus } from '@/enums';
import themes from '@/styles/theme.less';
export interface StatusInfo {
export interface ExperimentStatusInfo {
label: string;
color: string;
icon: string;
}
export enum ExperimentStatus {
Running = 'Running',
Succeeded = 'Succeeded',
Pending = 'Pending',
Failed = 'Failed',
Error = 'Error',
Terminated = 'Terminated',
Skipped = 'Skipped',
Omitted = 'Omitted',
}
export const experimentStatusInfo: Record<ExperimentStatus, StatusInfo | undefined> = {
export const experimentStatusInfo: Record<ExperimentStatus, ExperimentStatusInfo> = {
Running: {
label: '运行中',
color: themes.primaryColor,

View File

@ -17,9 +17,9 @@ import { ModelDeploymentData } from '../types';
import styles from './index.less';
export enum ModelDeploymentTabKey {
Predict = 'Predict',
Guide = 'Guide',
Log = 'Log',
Predict = 'Predict', // 预测
Guide = 'Guide', // 调用指南
Log = 'Log', // 服务日志
}
function ModelDeploymentInfo() {

View File

@ -166,7 +166,7 @@ function ModelDeployment() {
};
// 分页切换
const handleTableChange: TableProps['onChange'] = (pagination, filters, sorter, { action }) => {
const handleTableChange: TableProps['onChange'] = (pagination, _filters, _sorter, { action }) => {
if (action === 'paginate') {
setPagination(pagination);
}
@ -179,7 +179,7 @@ function ModelDeployment() {
dataIndex: 'index',
key: 'index',
width: '20%',
render(text, record, index) {
render(_text, _record, index) {
return <span>{(pagination.current! - 1) * pagination.pageSize! + index + 1}</span>;
},
},

View File

@ -26,7 +26,7 @@ export type ModelDeploymentData = {
// 操作类型
export enum ModelDeploymentOperationType {
Create = 'Create',
Update = 'Update',
Restart = 'Restart',
Create = 'Create', // 创建
Update = 'Update', // 更新
Restart = 'Restart', // 重启
}

View File

@ -126,7 +126,15 @@ export function getExpEvaluateInfosReq(experimentId) {
// 获取当前实验的模型训练指标信息
export function getExpTrainInfosReq(experimentId) {
return request(`/api/mmp//aim/getExpTrainInfos/${experimentId}`, {
return request(`/api/mmp/aim/getExpTrainInfos/${experimentId}`, {
method: 'GET',
});
}
// 获取当前实验的指标对比地址
export function getExpMetricsReq(data) {
return request(`/api/mmp/aim/getExpMetrics`, {
method: 'POST',
data
});
}

View File

@ -4,7 +4,7 @@
* @Description:
*/
import { ExperimentStatus } from '@/pages/Experiment/status';
import { ExperimentStatus } from '@/enums';
// 流水线全局参数
export type PipelineGlobalParam = {

View File

@ -0,0 +1,68 @@
/*
* @Author:
* @Date: 2024-06-26 10:05:52
* @Description: render
*/
import { formatDate } from '@/utils/date';
import { Tooltip } from 'antd';
import dayjs from 'dayjs';
type TableCellFormatter = (value?: any | null) => string | undefined | null;
// 字符串转换函数
export const stringFormatter: TableCellFormatter = (value?: any | null) => {
return value;
};
// 日期转换函数
export const dateFormatter: TableCellFormatter = (value?: any | null) => {
if (value === undefined || value === null || value === '') {
return null;
}
if (!dayjs(value).isValid()) {
return null;
}
return formatDate(value);
};
// 数组转换函数
export function arrayFormatter(property?: string) {
return (value?: any | null): ReturnType<TableCellFormatter> => {
if (
value === undefined ||
value === null ||
Array.isArray(value) === false ||
value.length === 0
) {
return null;
}
let list = value;
if (property && typeof value[0] === 'object') {
list = value.map((item) => item[property]);
}
return list.join(',');
};
}
function tableCellRender(ellipsis: boolean = false, format: TableCellFormatter = stringFormatter) {
return (value?: any | null) => {
const text = format(value);
if (ellipsis && text) {
return (
<Tooltip title={text} placement="topLeft" overlayStyle={{ maxWidth: '400px' }}>
{renderCell(text)}
</Tooltip>
);
} else {
return renderCell(text);
}
};
}
function renderCell(text?: any | null) {
return <span>{text ?? '--'}</span>;
}
export default tableCellRender;

View File

@ -23,8 +23,6 @@ import java.util.stream.Collectors;
public class AimServiceImpl implements AimService {
@Resource
private ExperimentInsService experimentInsService;
@Resource
private ModelDependencyService modelDependencyService;
@Value("${aim.url}")
private String aimUrl;
@ -44,7 +42,7 @@ public class AimServiceImpl implements AimService {
@Override
public String getExpMetrics(List<String> runIds) throws Exception {
String decode = AIM64EncoderUtil.decode(runIds);
return aimUrl+"/api/runs/search/run?query="+decode;
return aimUrl+"/metrics?select="+decode;
}
private List<InsMetricInfoVo> getAimRunInfos(boolean isTrain,Integer experimentId) throws Exception {
@ -56,6 +54,7 @@ public class AimServiceImpl implements AimService {
String url = aimProxyUrl+"/api/runs/search/run?query="+encodedUrlString;
String s = HttpUtils.sendGetRequest(url);
List<Map<String, Object>> response = JacksonUtil.parseJSONStr2MapList(s);
System.out.println("response: "+JacksonUtil.toJSONString(response));
if (response == null || response.size() == 0){
return new ArrayList<>();
}
@ -103,20 +102,15 @@ public class AimServiceImpl implements AimService {
aimRunInfo.setStatus(ins.getStatus());
aimRunInfo.setStartTime(ins.getCreateTime());
Map<String, Object> metricRecordMap = JacksonUtil.parseJSONStr2Map(metricRecordString);
//metricRecord 格式为{"train":[{"task_id":"model-train-35303690","run_id":"5560d78f54314672b60304c8d6ba03b8","experiment_name":"experiment-30-train"}],"evaluate":[{"task_id":"model-train-35303690","run_id":"5560d78f54314672b60304c8d6ba03b8","experiment_name":"experiment-30-train"}]}
//遍历metricRecord找到当前task_id对应的ModelDependency
if (isTrain){
List<Map<String, Object>> trainList = (List<Map<String, Object>>) metricRecordMap.get("train");
List<String> trainDateSet = getTrainDateSet(trainList, ins.getId(), isTrain);
aimRunInfo.setDataset(trainDateSet);
List<Map<String, Object>> records = (List<Map<String, Object>>) metricRecordMap.get("train");
List<String> datasetList = getTrainDateSet(records, aimrunId);
aimRunInfo.setDataset(datasetList);
}else {
List<Map<String, Object>> trainList = (List<Map<String, Object>>) metricRecordMap.get("evaluate");
List<String> trainDateSet = getTrainDateSet(trainList, ins.getId(), isTrain);
aimRunInfo.setDataset(trainDateSet);
List<Map<String, Object>> records = (List<Map<String, Object>>) metricRecordMap.get("evaluate");
List<String> datasetList = getTrainDateSet(records, aimrunId);
aimRunInfo.setDataset(datasetList);
}
}
}
aimRunInfoList.add(aimRunInfo);
@ -143,33 +137,21 @@ public class AimServiceImpl implements AimService {
}
private List<String> getTrainDateSet(List<Map<String, Object>> trainList,Integer expInsId,boolean isTrain){
if (trainList == null || trainList.size() == 0){
return new ArrayList<>();
}
private List<String> getTrainDateSet(List<Map<String, Object>> records, String aimrunId){
List<String> datasetList = new ArrayList<>();
for (Map<String, Object> trainMap : trainList) {
String task_id = (String) trainMap.get("task_id");
//modelDependency取到数据集文件
ModelDependency modelDependency = modelDependencyService.queryByInsAndTrainTaskId(expInsId, task_id);
//把数据集文件组装成String后放进List
String datasetString = "";
if (isTrain){
datasetString = modelDependency.getTrainDataset();
}else {
datasetString = modelDependency.getTestDataset();
}
List<Map<String, Object>> datasetListMap = JacksonUtil.parseJSONStr2MapList(datasetString);
if (datasetListMap != null && datasetListMap.size() > 0){
for (Map<String, Object> datasetMap : datasetListMap) {
//[{"dataset_id":20,"dataset_version":"v0.1.0","dataset_name":"手写体识别模型依赖测试训练数据集"}]
String datasetName = (String) datasetMap.get("dataset_name")+":"+(String) datasetMap.get("dataset_version");
for (Map<String, Object> record : records) {
if (StringUtils.equals(aimrunId, (String)record.get("run_id"))) {
List<Map<String, Object>> datasets = (List<Map<String, Object>>) record.get("datasets");
if (datasets == null || datasets.size() == 0){
continue;
}
for (Map<String, Object> dataset : datasets){
String datasetName = (String) dataset.get("dataset_name")+":"+(String) dataset.get("dataset_version");
datasetList.add(datasetName);
}
break;
}
}
return datasetList;
}
}

View File

@ -251,16 +251,14 @@ public class ExperimentServiceImpl implements ExperimentService {
if (data == null || MapUtils.isEmpty(data)) {
throw new RuntimeException("Failed to run workflow.");
}
//获取训练参数
Map<String, Object> metricRecord = (Map<String, Object>) runResMap.get("metric_record");
Map<String, Object> metadata = (Map<String, Object>) data.get("metadata");
// 插入记录到实验实例表
ExperimentIns experimentIns = new ExperimentIns();
if (metricRecord != null){
experimentIns.setMetricRecord(JacksonUtil.toJSONString(metricRecord));
}
//获取训练参数
experimentIns.setExperimentId(experiment.getId());
experimentIns.setArgoInsNs((String) metadata.get("namespace"));
experimentIns.setArgoInsName((String) metadata.get("name"));
@ -271,14 +269,22 @@ public class ExperimentServiceImpl implements ExperimentService {
//替换argoInsName
String outputString = JsonUtils.mapToJson(output);
experimentIns.setNodesResult(outputString.replace("{{workflow.name}}", (String) metadata.get("name")));
//插入ExperimentIns表中
ExperimentIns insert = experimentInsService.insert(experimentIns);
//插入到模型依赖关系表
//得到dependendcy
Map<String, Object> converMap2 = JsonUtils.jsonToMap(JacksonUtil.replaceInAarry(convertRes, params));
Map<String ,Object> dependendcy = (Map<String, Object>)converMap2.get("model_dependency");
Map<String ,Object> trainInfo = (Map<String, Object>)converMap2.get("component_info");
Map<String, Object> metricRecord = (Map<String, Object>) runResMap.get("metric_record");
if (metricRecord != null){
//把训练用的数据集也放进去
addDatesetToMetric(metricRecord, trainInfo);
experimentIns.setMetricRecord(JacksonUtil.toJSONString(metricRecord));
}
//插入ExperimentIns表中
ExperimentIns insert = experimentInsService.insert(experimentIns);
//插入到模型依赖关系表
if (dependendcy != null && trainInfo != null){
insertModelDependency(dependendcy,trainInfo,insert.getId(),experiment.getName());
}
@ -289,6 +295,37 @@ public class ExperimentServiceImpl implements ExperimentService {
experiment.setExperimentInsList(updatedExperimentInsList);
return experiment;
}
private void addDatesetToMetric(Map<String, Object> metricRecord, Map<String, Object> trainInfo) {
processMetricPart(metricRecord, trainInfo, "train", "model_train");
processMetricPart(metricRecord, trainInfo, "evaluate", "model_evaluate");
}
private void processMetricPart(Map<String, Object> metricRecord, Map<String, Object> trainInfo, String metricKey, String trainInfoKey) {
List<Map<String, Object>> metricList = (List<Map<String, Object>>) metricRecord.get(metricKey);
if (metricList != null) {
for (Map<String, Object> metricRecordItem : metricList) {
String taskId = (String) metricRecordItem.get("task_id");
Map<String, Object> trainInfoPart = (Map<String, Object>) trainInfo.get(trainInfoKey);
if (trainInfoPart != null) {
Map<String, Object> trainInfoDetails = (Map<String, Object>) trainInfoPart.get(taskId);
if (trainInfoDetails != null) {
List<Map<String, Object>> datasets = (List<Map<String, Object>>) trainInfoDetails.get("datasets");
if (datasets != null) {
//查询名字再回填
for (int i = 0; i < datasets.size(); i++) {
Dataset dataset = datasetService.queryById((Integer) datasets.get(i).get("dataset_id"));
datasets.get(i).put("dataset_name", dataset.getName());
}
metricRecordItem.put("datasets", datasets);
}
}
}
}
}
}
private void insertModelDependency(Map<String ,Object> dependendcy,Map<String ,Object> trainInfo, Integer experimentInsId, String experimentName) throws Exception {
Iterator<Map.Entry<String, Object>> dependendcyIterator = dependendcy.entrySet().iterator();
Map<String, Object> modelTrain = (Map<String, Object>) trainInfo.get("model_train");

View File

@ -306,7 +306,7 @@
global_param = #{experimentIns.globalParam},
</if>
<if test="experimentIns.metricRecord != null and experimentIns.metricRecord != ''">
and metric_record = #{experimentIns.metricRecord}
metric_record = #{experimentIns.metricRecord},
</if>
<if test="experimentIns.startTime != null">
start_time = #{experimentIns.startTime},