Unverified Commit e9040c9b authored by chicm-ms's avatar chicm-ms Committed by GitHub
Browse files

Merge pull request #23 from microsoft/master

pull code
parents 256f27af ed63175c
......@@ -23,6 +23,7 @@ import random
from .env_vars import trial_env_vars
from . import trial
from .nas_utils import classic_mode, enas_mode, oneshot_mode
__all__ = [
......@@ -124,7 +125,9 @@ else:
funcs_args,
fixed_inputs,
optional_inputs,
optional_input_size):
optional_input_size,
mode='classic_mode',
tf=None):
'''execute the chosen function and inputs.
Below is an example of chosen function and inputs:
{
......@@ -144,14 +147,38 @@ else:
fixed_inputs:
optional_inputs: dict of optional inputs
optional_input_size: number of candidate inputs to be chosen
tf: tensorflow module
'''
mutable_block = _get_param(mutable_id)
chosen_layer = mutable_block[mutable_layer_id]["chosen_layer"]
chosen_inputs = mutable_block[mutable_layer_id]["chosen_inputs"]
real_chosen_inputs = [optional_inputs[input_name] for input_name in chosen_inputs]
layer_out = funcs[chosen_layer]([fixed_inputs, real_chosen_inputs], **funcs_args[chosen_layer])
return layer_out
if mode == 'classic_mode':
return classic_mode(mutable_id,
mutable_layer_id,
funcs,
funcs_args,
fixed_inputs,
optional_inputs,
optional_input_size)
elif mode == 'enas_mode':
assert tf is not None, 'Internal Error: Tensorflow should not be None in enas_mode'
return enas_mode(mutable_id,
mutable_layer_id,
funcs,
funcs_args,
fixed_inputs,
optional_inputs,
optional_input_size,
tf)
elif mode == 'oneshot_mode':
assert tf is not None, 'Internal Error: Tensorflow should not be None in oneshot_mode'
return oneshot_mode(mutable_id,
mutable_layer_id,
funcs,
funcs_args,
fixed_inputs,
optional_inputs,
optional_input_size,
tf)
else:
raise RuntimeError('Unrecognized mode: %s' % mode)
def _get_param(key):
if trial._params is None:
......
......@@ -38,7 +38,13 @@ class SmartParamTestCase(TestCase):
'test_smartparam/choice3/choice': '[1, 2]',
'test_smartparam/choice4/choice': '{"a", 2}',
'test_smartparam/func/function_choice': 'bar',
'test_smartparam/lambda_func/function_choice': "lambda: 2*3"
'test_smartparam/lambda_func/function_choice': "lambda: 2*3",
'mutable_block_66':{
'mutable_layer_0':{
'chosen_layer': 'conv2D(size=5)',
'chosen_inputs': ['y']
}
}
}
nni.trial._params = { 'parameter_id': 'test_trial', 'parameters': params }
......@@ -61,6 +67,13 @@ class SmartParamTestCase(TestCase):
val = nni.function_choice({"lambda: 2*3": lambda: 2*3, "lambda: 3*4": lambda: 3*4}, name = 'lambda_func', key='test_smartparam/lambda_func/function_choice')
self.assertEqual(val, 6)
def test_mutable_layer(self):
layer_out = nni.mutable_layer('mutable_block_66',
'mutable_layer_0', {'conv2D(size=3)': conv2D, 'conv2D(size=5)': conv2D}, {'conv2D(size=3)':
{'size':3}, 'conv2D(size=5)': {'size':5}}, [100], {'x':1,'y':2}, 1, 'classic_mode')
self.assertEqual(layer_out, [100, 2, 5])
def foo():
return 'foo'
......@@ -68,6 +81,8 @@ def foo():
def bar():
return 'bar'
def conv2D(inputs, size=3):
return inputs[0] + inputs[1] + [size]
if __name__ == '__main__':
main()
......@@ -127,7 +127,7 @@ class Compare extends React.Component<CompareProps, {}> {
<td />
{Object.keys(idList).map(key => {
return (
<td className="value" key={key}>{idList[key]}</td>
<td className="value idList" key={key}>{idList[key]}</td>
);
})}
</tr>
......@@ -193,6 +193,7 @@ class Compare extends React.Component<CompareProps, {}> {
destroyOnClose={true}
maskClosable={false}
width="90%"
// centered={true}
>
<Row>{this.intermediate()}</Row>
<Row>{this.initColumn()}</Row>
......
......@@ -353,8 +353,10 @@ class Overview extends React.Component<OverviewProps, OverviewState> {
const indexarr: Array<number> = [];
Object.keys(sourcePoint).map(item => {
const items = sourcePoint[item];
accarr.push(items.acc.default);
indexarr.push(items.sequenceId);
if (items.acc !== undefined) {
accarr.push(items.acc.default);
indexarr.push(items.sequenceId);
}
});
const accOption = {
// support max show 0.0000000
......
......@@ -4,7 +4,7 @@ import axios from 'axios';
import { MANAGER_IP } from '../static/const';
import MediaQuery from 'react-responsive';
import { DOWNLOAD_IP } from '../static/const';
import { Row, Col, Menu, Dropdown, Icon, Select } from 'antd';
import { Row, Col, Menu, Dropdown, Icon, Select, Button } from 'antd';
const { SubMenu } = Menu;
const { Option } = Select;
import '../static/style/slideBar.scss';
......@@ -14,6 +14,7 @@ interface SliderState {
version: string;
menuVisible: boolean;
navBarVisible: boolean;
isdisabledFresh: boolean;
}
interface SliderProps {
......@@ -29,7 +30,6 @@ class SlideBar extends React.Component<SliderProps, SliderState> {
public _isMounted = false;
public divMenu: HTMLDivElement | null;
public countOfMenu: number = 0;
public selectHTML: Select | null;
constructor(props: SliderProps) {
......@@ -38,6 +38,7 @@ class SlideBar extends React.Component<SliderProps, SliderState> {
version: '',
menuVisible: false,
navBarVisible: false,
isdisabledFresh: false
};
}
......@@ -208,7 +209,6 @@ class SlideBar extends React.Component<SliderProps, SliderState> {
}
menu = () => {
this.countOfMenu = 0;
return (
<Menu onClick={this.handleMenuClick}>
<Menu.Item key="1">Experiment Parameters</Menu.Item>
......@@ -223,12 +223,9 @@ class SlideBar extends React.Component<SliderProps, SliderState> {
const { version } = this.state;
const feedBackLink = `https://github.com/Microsoft/nni/issues/new?labels=${version}`;
return (
<Menu onClick={this.handleMenuClick} mode="inline">
<Menu onClick={this.handleMenuClick} className="menuModal">
<Menu.Item key="overview"><Link to={'/oview'}>Overview</Link></Menu.Item>
<Menu.Item key="detail"><Link to={'/detail'}>Trials detail</Link></Menu.Item>
<Menu.Item key="fresh">
<span className="fresh" onClick={this.fresh}><span>Fresh</span></span>
</Menu.Item>
<Menu.Item key="feedback">
<a href={feedBackLink} target="_blank">Feedback</a>
</Menu.Item>
......@@ -250,38 +247,42 @@ class SlideBar extends React.Component<SliderProps, SliderState> {
);
}
// nav bar <1299
showMenu = () => {
if (this.divMenu !== null) {
this.countOfMenu = this.countOfMenu + 1;
if (this.countOfMenu % 2 === 0) {
this.divMenu.setAttribute('class', 'hide');
} else {
this.divMenu.setAttribute('class', 'show');
}
}
}
select = () => {
const { isdisabledFresh } = this.state;
return (
<Select
onSelect={this.getInterval}
defaultValue="Refresh every 10s"
className="interval"
>
<Option value="close">Disable Auto Refresh</Option>
<Option value="10">Refresh every 10s</Option>
<Option value="20">Refresh every 20s</Option>
<Option value="30">Refresh every 30s</Option>
<Option value="60">Refresh every 1min</Option>
</Select>
<div className="interval">
<Button
className="fresh"
onClick={this.fresh}
type="ghost"
disabled={isdisabledFresh}
>
<Icon type="sync" /><span>Refresh</span>
</Button>
<Select
onSelect={this.getInterval}
defaultValue="Refresh every 10s"
>
<Option value="close">Disable Auto Refresh</Option>
<Option value="10">Refresh every 10s</Option>
<Option value="20">Refresh every 20s</Option>
<Option value="30">Refresh every 30s</Option>
<Option value="60">Refresh every 1min</Option>
</Select>
</div>
);
}
fresh = (event: React.SyntheticEvent<EventTarget>) => {
event.preventDefault();
const whichPage = window.location.pathname;
this.props.changeFresh(whichPage);
event.stopPropagation();
if (this._isMounted) {
this.setState({ isdisabledFresh: true }, () => {
const whichPage = window.location.pathname;
this.props.changeFresh(whichPage);
setTimeout(() => { this.setState(() => ({ isdisabledFresh: false })); }, 1000);
});
}
}
componentDidMount() {
......@@ -298,73 +299,75 @@ class SlideBar extends React.Component<SliderProps, SliderState> {
const feed = `https://github.com/Microsoft/nni/issues/new?labels=${version}`;
return (
<Row>
<MediaQuery query="(min-width: 1299px)">
<Row className="nav">
<ul className="link">
<li className="logo">
<Col span={18}>
<MediaQuery query="(min-width: 1299px)">
<Row className="nav">
<ul className="link">
<li className="logo">
<Link to={'/oview'}>
<img
src={require('../static/img/logo2.png')}
style={{ width: 88 }}
alt="NNI logo"
/>
</Link>
</li>
<li className="tab firstTab">
<Link to={'/oview'} activeClassName="high">
Overview
</Link>
</li>
<li className="tab">
<Link to={'/detail'} activeClassName="high">
Trials detail
</Link>
</li>
<li className="feedback">
<Dropdown
className="dropdown"
overlay={this.menu()}
onVisibleChange={this.handleVisibleChange}
visible={menuVisible}
trigger={['click']}
>
<a className="ant-dropdown-link" href="#">
Download <Icon type="down" />
</a>
</Dropdown>
<a href={feed} target="_blank">
<img
src={require('../static/img/icon/issue.png')}
alt="NNI github issue"
/>
Feedback
</a>
<span className="version">Version: {version}</span>
</li>
</ul>
</Row>
</MediaQuery>
</Col>
<Col span={18}>
<MediaQuery query="(max-width: 1299px)">
<Row className="little">
<Col span={1} className="menu">
<Dropdown overlay={this.navigationBar()} trigger={['click']}>
<Icon type="unordered-list" className="more" />
</Dropdown>
</Col>
<Col span={14} className="logo">
<Link to={'/oview'}>
<img
src={require('../static/img/logo2.png')}
style={{ width: 88 }}
style={{ width: 80 }}
alt="NNI logo"
/>
</Link>
</li>
<li className="tab firstTab">
<Link to={'/oview'} activeClassName="high">
Overview
</Link>
</li>
<li className="tab">
<Link to={'/detail'} activeClassName="high">
Trials detail
</Link>
</li>
<li className="feedback">
<span className="fresh" onClick={this.fresh}>
<Icon type="sync"/><span>Fresh</span>
</span>
<Dropdown
className="dropdown"
overlay={this.menu()}
onVisibleChange={this.handleVisibleChange}
visible={menuVisible}
trigger={['click']}
>
<a className="ant-dropdown-link" href="#">
Download <Icon type="down" />
</a>
</Dropdown>
<a href={feed} target="_blank">
<img
src={require('../static/img/icon/issue.png')}
alt="NNI github issue"
/>
Feedback
</a>
<span className="version">Version: {version}</span>
</li>
</ul>
</Row>
</MediaQuery>
<MediaQuery query="(max-width: 1299px)">
<Row className="little">
<Col span={6} className="menu">
<Icon type="unordered-list" className="more" onClick={this.showMenu} />
<div ref={div => this.divMenu = div} className="hide">{this.navigationBar()}</div>
</Col>
<Col span={10} className="logo">
<Link to={'/oview'}>
<img
src={require('../static/img/logo2.png')}
style={{ width: 88 }}
alt="NNI logo"
/>
</Link>
</Col>
</Row>
</MediaQuery>
{this.select()}
</Col>
</Row>
</MediaQuery>
</Col>
<Col span={3}> {this.select()} </Col>
</Row>
);
}
......
......@@ -394,15 +394,13 @@ class TrialsDetail extends React.Component<TrialsDetailProps, TrialDetailState>
</Col>
<Col span={14} className="right">
<Button
type="primary"
className="tableButton editStyle"
className="common"
onClick={this.tableList ? this.tableList.addColumn : this.test}
>
Add column
</Button>
<Button
type="primary"
className="tableButton editStyle mediateBtn"
className="mediateBtn common"
// use child-component tableList's function, the function is in child-component.
onClick={this.tableList ? this.tableList.compareBtn : this.test}
>
......
......@@ -163,9 +163,9 @@ class Duration extends React.Component<DurationProps, DurationState> {
}
shouldComponentUpdate(nextProps: DurationProps, nextState: DurationState) {
const { whichGraph, source } = nextProps;
if (whichGraph === '3') {
if (whichGraph === '3') {
const beforeSource = this.props.source;
if (whichGraph !== this.props.whichGraph) {
return true;
......@@ -174,13 +174,14 @@ class Duration extends React.Component<DurationProps, DurationState> {
if (source.length !== beforeSource.length) {
return true;
}
if (source[source.length - 1].duration !== beforeSource[beforeSource.length - 1].duration) {
return true;
}
if (source[source.length - 1].status !== beforeSource[beforeSource.length - 1].status) {
return true;
if (beforeSource[beforeSource.length - 1] !== undefined) {
if (source[source.length - 1].duration !== beforeSource[beforeSource.length - 1].duration) {
return true;
}
if (source[source.length - 1].status !== beforeSource[beforeSource.length - 1].status) {
return true;
}
}
}
return false;
......
......@@ -12,7 +12,7 @@ interface IntermediateState {
eachIntermediateNum: number; // trial's intermediate number count
isLoadconfirmBtn: boolean;
isFilter: boolean;
length: number;
length: number;
clickCounts: number; // user filter intermediate click confirm btn's counts
}
......@@ -136,7 +136,7 @@ class Intermediate extends React.Component<IntermediateProps, IntermediateState>
},
yAxis: {
type: 'value',
name: 'Scape'
name: 'metric'
}
};
if (this._isMounted) {
......@@ -209,7 +209,7 @@ class Intermediate extends React.Component<IntermediateProps, IntermediateState>
componentWillReceiveProps(nextProps: IntermediateProps, nextState: IntermediateState) {
const { isFilter, filterSource } = nextState;
const { whichGraph, source } = nextProps;
if (whichGraph === '4') {
if (isFilter === true) {
const pointVal = this.pointInput !== null ? this.pointInput.value : '';
......@@ -226,16 +226,14 @@ class Intermediate extends React.Component<IntermediateProps, IntermediateState>
}
shouldComponentUpdate(nextProps: IntermediateProps, nextState: IntermediateState) {
const { whichGraph } = nextProps;
const { whichGraph, source } = nextProps;
const beforeGraph = this.props.whichGraph;
if (whichGraph === '4') {
const { source } = nextProps;
const { isFilter, length, clickCounts } = nextState;
const beforeLength = this.state.length;
const beforeSource = this.state.detailSource;
const beforeSource = this.props.source;
const beforeClickCounts = this.state.clickCounts;
if (isFilter !== this.state.isFilter) {
return true;
}
......@@ -243,7 +241,7 @@ class Intermediate extends React.Component<IntermediateProps, IntermediateState>
if (clickCounts !== beforeClickCounts) {
return true;
}
if (isFilter === false) {
if (whichGraph !== beforeGraph) {
return true;
......@@ -251,15 +249,20 @@ class Intermediate extends React.Component<IntermediateProps, IntermediateState>
if (length !== beforeLength) {
return true;
}
if (source[source.length - 1].description.intermediate.length !==
beforeSource[beforeSource.length - 1].description.intermediate.length) {
if (beforeSource.length !== source.length) {
return true;
}
if (source[source.length - 1].duration !== beforeSource[beforeSource.length - 1].duration) {
return true;
}
if (source[source.length - 1].status !== beforeSource[beforeSource.length - 1].status) {
return true;
if (beforeSource[beforeSource.length - 1] !== undefined) {
if (source[source.length - 1].description.intermediate.length !==
beforeSource[beforeSource.length - 1].description.intermediate.length) {
return true;
}
if (source[source.length - 1].duration !== beforeSource[beforeSource.length - 1].duration) {
return true;
}
if (source[source.length - 1].status !== beforeSource[beforeSource.length - 1].status) {
return true;
}
}
}
}
......@@ -291,7 +294,7 @@ class Intermediate extends React.Component<IntermediateProps, IntermediateState>
?
<div>
<Col span={3}>
<span>Scape</span>
<span>Step</span>
<input
placeholder="point"
ref={input => this.pointInput = input}
......
.compare{
width: 92%;
table-layout: fixed;
margin: 0 auto;
color: #333;
tr{
line-height: 30px;
border-bottom: 1px solid #ccc;
}
tr:nth-of-type(even){
background-color: gainsboro;
}
.column{
width: 124px;
max-width: 124px;
padding-left: 18px;
font-weight: 700;
}
.value{
width: 152px;
max-width: 152px;
padding-right: 18px;
text-align: right;
text-align: left;
}
.idList{
font-weight: 700;
}
}
......@@ -4,6 +4,13 @@
margin: 0 auto;
.right{
text-align: right;
.common{
border-radius: 0;
}
.common:hover{
color: #0071BC;
border-radius: 0;
}
}
.entry{
width: 120px;
......@@ -31,8 +38,9 @@
}
}
/* compare button style */
Button.mediateBtn{
margin: 0 32px;
margin: 0 2px 0 8px;
}
/* each row's Intermediate btn -> Modal*/
......
......@@ -34,18 +34,10 @@ $drowHoverBgColor: #e2e2e2;
.feedback{
position: fixed;
right: 19%;
right: 26%;
line-height: $barHeight;
font-size: 16px;
color: #fff;
.fresh{
span{
margin: 0 10px 0 3px;
}
}
.fresh:hover{
cursor: pointer;
}
a{
color: #fff;
text-decoration: none;
......@@ -60,6 +52,17 @@ $drowHoverBgColor: #e2e2e2;
}
}
/* refresh button */
.fresh{
border: none;
color: #fff;
font-size: 16px;
padding: 0;
}
.fresh:hover{
color: #fff;
}
.link li{
float: left;
}
......@@ -70,8 +73,10 @@ $drowHoverBgColor: #e2e2e2;
}
.interval{
position: fixed;
right: 7%;
right: 6%;
top: 12px;
font-size: 16px;
color: #fff;
.ant-select-selection{
background-color: transparent;
border: none;
......@@ -82,6 +87,10 @@ $drowHoverBgColor: #e2e2e2;
.ant-select-arrow{
color: #fff;
}
.ant-btn-ghost[disabled]{
background-color: transparent;
color: #fff;
}
}
/* set select bgcolor */
.ant-select-dropdown-menu{
......@@ -99,22 +108,30 @@ $drowHoverBgColor: #e2e2e2;
padding: 0;
background-color: $drowBgColor;
border-radius: 0;
.ant-dropdown-menu-item:hover{
.ant-dropdown-menu-item{
font-size: 16px;
}
.ant-dropdown-menu-item:hover, .ant-dropdown-menu-submenu:hover{
background-color: $drowHoverBgColor;
}
}
}
.ant-dropdown-menu-sub{
padding: 0;
background-color: $drowBgColor;
border-radius: 0;
.ant-dropdown-menu-item:hover{
background-color: $drowHoverBgColor;
}
}
/* nav style*/
.little{
width: 100%;
width: 90%;
.menu{
.show{
display: block;
}
.hide{
display: none;
}
margin-left: 33px;
.more{
color: #fff;
font-size: 24px;
......@@ -125,6 +142,10 @@ $drowHoverBgColor: #e2e2e2;
}
}
.logo{
text-align: center;
text-align: right;
}
}
.menuModal{
width: 198px;
}
authorName: nni
experimentName: default_test
maxExecDuration: 5m
maxTrialNum: 2
trialConcurrency: 1
searchSpacePath: search_space.json
tuner:
builtinTunerName: GPTuner
classArgs:
optimize_mode: maximize
utility: 'ei'
kappa: 5.0
xi: 0.0
nu: 2.5
alpha: 1e-6
cold_start_num: 10
selection_num_warm_up: 100000
selection_num_starting_points: 250
assessor:
builtinAssessorName: Medianstop
classArgs:
optimize_mode: maximize
trial:
codeDir: ../../../examples/trials/mnist
command: python3 mnist.py --batch_num 100
gpuNum: 0
useAnnotation: false
multiPhase: false
multiThread: false
trainingServicePlatform: local
......@@ -15,6 +15,6 @@
## 问题
* 使用了私有 API 来检测是否 Tuner 和 Assessor 成功结束。
* 使用了私有 API 来检测是否 Tuner 和 Assessor 成功结束。
* RESTful 服务的输出未测试。
* 远程计算机训练服务没有测试。
\ No newline at end of file
......@@ -18,7 +18,7 @@ jobs:
displayName: 'generate config files'
- script: |
cd test
python config_test.py --ts local --local_gpu --exclude smac,bohb
python config_test.py --ts local --local_gpu --exclude smac,bohb,multi_phase_batch,multi_phase_grid
displayName: 'Examples and advanced features tests on local machine'
- script: |
cd test
......
......@@ -31,7 +31,7 @@ jobs:
displayName: 'Built-in tuners / assessors tests'
- script: |
cd test
PATH=$HOME/.local/bin:$PATH python3 config_test.py --ts local --local_gpu
PATH=$HOME/.local/bin:$PATH python3 config_test.py --ts local --local_gpu --exclude multi_phase_batch,multi_phase_grid
displayName: 'Examples and advanced features tests on local machine'
- script: |
cd test
......
......@@ -65,5 +65,5 @@ jobs:
python --version
python generate_ts_config.py --ts pai --pai_host $(pai_host) --pai_user $(pai_user) --pai_pwd $(pai_pwd) --vc $(pai_virtual_cluster) --nni_docker_image $(docker_image) --data_dir $(data_dir) --output_dir $(output_dir) --nni_manager_ip $(nni_manager_ip)
python config_test.py --ts pai --exclude multi_phase,smac,bohb
python config_test.py --ts pai --exclude multi_phase,smac,bohb,multi_phase_batch,multi_phase_grid
displayName: 'Examples and advanced features tests on pai'
\ No newline at end of file
......@@ -75,5 +75,5 @@ jobs:
python3 generate_ts_config.py --ts pai --pai_host $(pai_host) --pai_user $(pai_user) --pai_pwd $(pai_pwd) --vc $(pai_virtual_cluster) \
--nni_docker_image $TEST_IMG --data_dir $(data_dir) --output_dir $(output_dir) --nni_manager_ip $(nni_manager_ip)
PATH=$HOME/.local/bin:$PATH python3 config_test.py --ts pai --exclude multi_phase
PATH=$HOME/.local/bin:$PATH python3 config_test.py --ts pai --exclude multi_phase_batch,multi_phase_grid
displayName: 'integration test'
......@@ -39,7 +39,7 @@ jobs:
cd test
python generate_ts_config.py --ts remote --remote_user $(docker_user) --remote_host $(remote_host) --remote_port $(Get-Content port) --remote_pwd $(docker_pwd) --nni_manager_ip $(nni_manager_ip)
Get-Content training_service.yml
python config_test.py --ts remote --exclude cifar10,smac,bohb
python config_test.py --ts remote --exclude cifar10,smac,bohb,multi_phase_batch,multi_phase_grid
displayName: 'integration test'
- task: SSH@0
inputs:
......
......@@ -52,7 +52,7 @@ jobs:
python3 generate_ts_config.py --ts remote --remote_user $(docker_user) --remote_host $(remote_host) \
--remote_port $(cat port) --remote_pwd $(docker_pwd) --nni_manager_ip $(nni_manager_ip)
cat training_service.yml
PATH=$HOME/.local/bin:$PATH python3 config_test.py --ts remote --exclude cifar10
PATH=$HOME/.local/bin:$PATH python3 config_test.py --ts remote --exclude cifar10,multi_phase_batch,multi_phase_grid
displayName: 'integration test'
- task: SSH@0
inputs:
......
......@@ -27,7 +27,7 @@ NNI 中,有 4 种类型的 Annotation;
**参数**
- **sampling_algo**: 指定搜索空间的采样算法。 可将其换成 NNI 支持的其它采样函数,函数要以 `nni.` 开头。例如,`choice``uniform`,详见 [SearchSpaceSpec](https://nni.readthedocs.io/zh/latest/SearchSpaceSpec.html)
- **sampling_algo**: 指定搜索空间的采样算法。 可将其换成 NNI 支持的其它采样函数,函数要以 `nni.` 开头。例如,`choice``uniform`,详见 [SearchSpaceSpec](https://nni.readthedocs.io/zh/latest/SearchSpaceSpec.html)
- **name**: 将被赋值的变量名称。 注意,此参数应该与下面一行等号左边的值相同。
NNI 支持如下 10 种类型来表示搜索空间:
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