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Unverified Commit 75028bd7 authored by SparkSnail's avatar SparkSnail Committed by GitHub
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Merge pull request #235 from microsoft/master 

merge master
parents 1d74ae5e 2e42d1d8
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Showing with 249 additions and 42 deletions
src/webui/src/components/trial-detail/TableList.tsx
View file @ 75028bd7
......@@ -31,7 +31,6 @@ echarts.registerTheme('my_theme', {
color: '#3c8dbc'
});
interface TableListProps {
pageSize: number;
tableSource: Array<TableRecord>;
......@@ -142,7 +141,7 @@ class TableList extends React.Component<TableListProps, TableListState> {
key: 'sequenceId',
fieldName: 'sequenceId',
minWidth: 80,
maxWidth: 120,
maxWidth: 240,
className: 'tableHead',
data: 'string',
onColumnClick: this.onColumnClick,
......@@ -166,7 +165,7 @@ class TableList extends React.Component<TableListProps, TableListState> {
key: 'startTime',
fieldName: 'startTime',
minWidth: 150,
maxWidth: 200,
maxWidth: 400,
isResizable: true,
data: 'number',
onColumnClick: this.onColumnClick,
......@@ -179,8 +178,8 @@ class TableList extends React.Component<TableListProps, TableListState> {
name: 'End Time',
key: 'endTime',
fieldName: 'endTime',
minWidth: 150,
maxWidth: 200,
minWidth: 200,
maxWidth: 400,
isResizable: true,
data: 'number',
onColumnClick: this.onColumnClick,
......@@ -194,7 +193,7 @@ class TableList extends React.Component<TableListProps, TableListState> {
key: 'duration',
fieldName: 'duration',
minWidth: 150,
maxWidth: 200,
maxWidth: 300,
isResizable: true,
data: 'number',
onColumnClick: this.onColumnClick,
......@@ -209,7 +208,7 @@ class TableList extends React.Component<TableListProps, TableListState> {
fieldName: 'status',
className: 'tableStatus',
minWidth: 150,
maxWidth: 200,
maxWidth: 250,
isResizable: true,
data: 'string',
onColumnClick: this.onColumnClick,
......@@ -241,17 +240,26 @@ class TableList extends React.Component<TableListProps, TableListState> {
// support intermediate result is dict because the last intermediate result is
// final result in a succeed trial, it may be a dict.
// get intermediate result dict keys array
let otherkeys: string[] = ['default'];
const { intermediateKey } = this.state;
const otherkeys: string[] = [ ];
if (res.data.length !== 0) {
otherkeys = Object.keys(parseMetrics(res.data[0].data));
// just add type=number keys
const intermediateMetrics = parseMetrics(res.data[0].data);
for(const key in intermediateMetrics){
if(typeof intermediateMetrics[key] === 'number') {
otherkeys.push(key);
}
}
}
// intermediateArr just store default val
Object.keys(res.data).map(item => {
const temp = parseMetrics(res.data[item].data);
if (typeof temp === 'object') {
intermediateArr.push(temp.default);
} else {
intermediateArr.push(temp);
if (res.data[item].type === 'PERIODICAL') {
const temp = parseMetrics(res.data[item].data);
if (typeof temp === 'object') {
intermediateArr.push(temp[intermediateKey]);
} else {
intermediateArr.push(temp);
}
}
});
const intermediate = intermediateGraphOption(intermediateArr, id);
......@@ -276,11 +284,13 @@ class TableList extends React.Component<TableListProps, TableListState> {
// just watch default key-val
if (isShowDefault === true) {
Object.keys(intermediateData).map(item => {
const temp = parseMetrics(intermediateData[item].data);
if (typeof temp === 'object') {
intermediateArr.push(temp[value]);
} else {
intermediateArr.push(temp);
if (intermediateData[item].type === 'PERIODICAL') {
const temp = parseMetrics(intermediateData[item].data);
if (typeof temp === 'object') {
intermediateArr.push(temp[value]);
} else {
intermediateArr.push(temp);
}
}
});
} else {
......
src/webui/src/static/function.ts
View file @ 75028bd7
......@@ -45,6 +45,10 @@ function parseMetrics(metricData: string): any {
}
}
const isArrayType = (list: any): boolean | undefined => {
return Array.isArray(list);
}
// get final result value
// draw Accuracy point graph
const getFinalResult = (final?: MetricDataRecord[]): number => {
......@@ -52,12 +56,14 @@ const getFinalResult = (final?: MetricDataRecord[]): number => {
let showDefault = 0;
if (final) {
acc = parseMetrics(final[final.length - 1].data);
if (typeof (acc) === 'object') {
if (typeof (acc) === 'object' && !isArrayType(acc)) {
if (acc.default) {
showDefault = acc.default;
}
} else {
} else if (typeof (acc) === 'number') {
showDefault = acc;
} else {
showDefault = NaN;
}
return showDefault;
} else {
......@@ -72,8 +78,13 @@ const getFinal = (final?: MetricDataRecord[]): FinalType | undefined => {
showDefault = parseMetrics(final[final.length - 1].data);
if (typeof showDefault === 'number') {
showDefault = { default: showDefault };
return showDefault;
} else if (isArrayType(showDefault)) {
// not support final type
return undefined;
} else if (typeof showDefault === 'object' && showDefault.hasOwnProperty('default')) {
return showDefault;
}
return showDefault;
} else {
return undefined;
}
......@@ -205,5 +216,6 @@ function formatAccuracy(accuracy: number): string {
export {
convertTime, convertDuration, getFinalResult, getFinal, downFile,
intermediateGraphOption, killJob, filterByStatus, filterDuration,
formatAccuracy, formatTimestamp, metricAccuracy, parseMetrics
formatAccuracy, formatTimestamp, metricAccuracy, parseMetrics,
isArrayType
};
src/webui/src/static/model/trial.ts
View file @ 75028bd7
import { MetricDataRecord, TrialJobInfo, TableObj, TableRecord, Parameters, FinalType } from '../interface';
import { getFinal, formatAccuracy, metricAccuracy, parseMetrics } from '../function';
import { getFinal, formatAccuracy, metricAccuracy, parseMetrics, isArrayType } from '../function';
class Trial implements TableObj {
private metricsInitialized: boolean = false;
......@@ -55,9 +55,11 @@ class Trial implements TableObj {
} else if (this.intermediates.length > 0) {
const temp = this.intermediates[this.intermediates.length - 1];
if (temp !== undefined) {
if (typeof parseMetrics(temp.data) === 'object') {
if (isArrayType(parseMetrics(temp.data))) {
return undefined;
} else if (typeof parseMetrics(temp.data) === 'object' && parseMetrics(temp.data).hasOwnProperty('default')) {
return parseMetrics(temp.data).default;
} else {
} else if (typeof parseMetrics(temp.data) === 'number') {
return parseMetrics(temp.data);
}
} else {
......@@ -67,7 +69,6 @@ class Trial implements TableObj {
return undefined;
}
}
/* table obj start */
get tableRecord(): TableRecord {
......
src/webui/src/static/style/overview.scss
View file @ 75028bd7
......@@ -56,4 +56,12 @@
color: #333;
font-size: 14px;
}
}
/* overview-succeed-graph */
.showMess{
position: absolute;
top: 50%;
left: 50%;
transform: translate(-50%, -50%);
}
\ No newline at end of file
test/config_test.py
View file @ 75028bd7
......@@ -112,7 +112,7 @@ if __name__ == '__main__':
parser = argparse.ArgumentParser()
parser.add_argument("--config", type=str, default=None)
parser.add_argument("--exclude", type=str, default=None)
parser.add_argument("--ts", type=str, choices=['local', 'remote', 'pai', 'kubeflow', 'frameworkcontroller'], default='local')
parser.add_argument("--ts", type=str, choices=['local', 'remote', 'pai', 'paiYarn', 'kubeflow', 'frameworkcontroller'], default='local')
parser.add_argument("--local_gpu", action='store_true')
parser.add_argument("--preinstall", action='store_true')
args = parser.parse_args()
......
test/generate_ts_config.py
View file @ 75028bd7
......@@ -12,7 +12,7 @@ def update_training_service_config(args):
config = get_yml_content(TRAINING_SERVICE_FILE)
if args.nni_manager_ip is not None:
config[args.ts]['nniManagerIp'] = args.nni_manager_ip
if args.ts == 'pai':
if args.ts == 'paiYarn':
if args.pai_user is not None:
config[args.ts]['paiYarnConfig']['userName'] = args.pai_user
if args.pai_pwd is not None:
......@@ -27,6 +27,23 @@ def update_training_service_config(args):
config[args.ts]['trial']['outputDir'] = args.output_dir
if args.vc is not None:
config[args.ts]['trial']['virtualCluster'] = args.vc
if args.ts == 'pai':
if args.pai_user is not None:
config[args.ts]['paiConfig']['userName'] = args.pai_user
if args.pai_host is not None:
config[args.ts]['paiConfig']['host'] = args.pai_host
if args.pai_token is not None:
config[args.ts]['paiConfig']['token'] = args.pai_token
if args.nni_docker_image is not None:
config[args.ts]['trial']['image'] = args.nni_docker_image
if args.nni_manager_nfs_mount_path is not None:
config[args.ts]['trial']['nniManagerNFSMountPath'] = args.nni_manager_nfs_mount_path
if args.container_nfs_mount_path is not None:
config[args.ts]['trial']['containerNFSMountPath'] = args.container_nfs_mount_path
if args.pai_storage_plugin is not None:
config[args.ts]['trial']['paiStoragePlugin'] = args.pai_storage_plugin
if args.vc is not None:
config[args.ts]['trial']['virtualCluster'] = args.vc
elif args.ts == 'kubeflow':
if args.nfs_server is not None:
config[args.ts]['kubeflowConfig']['nfs']['server'] = args.nfs_server
......@@ -94,6 +111,10 @@ if __name__ == '__main__':
parser.add_argument("--data_dir", type=str)
parser.add_argument("--output_dir", type=str)
parser.add_argument("--vc", type=str)
parser.add_argument("--pai_token", type=str)
parser.add_argument("--pai_storage_plugin", type=str)
parser.add_argument("--nni_manager_nfs_mount_path", type=str)
parser.add_argument("--container_nfs_mount_path", type=str)
# args for kubeflow and frameworkController
parser.add_argument("--nfs_server", type=str)
parser.add_argument("--nfs_path", type=str)
......
test/pipelines-it-pai.yml
View file @ 75028bd7
......@@ -51,9 +51,9 @@ jobs:
echo "TEST_IMG:$TEST_IMG"
cd test
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)
python3 generate_ts_config.py --ts pai --pai_host $(pai_host) --pai_user $(pai_user) --nni_docker_image $TEST_IMG --pai_storage_plugin $(pai_storage_plugin)\
--pai_token $(pai_token) --nni_manager_nfs_mount_path $(nni_manager_nfs_mount_path) --container_nfs_mount_path $(container_nfs_mount_path) --nni_manager_ip $(nni_manager_ip)
PATH=$HOME/.local/bin:$PATH python3 config_test.py --ts pai
PATH=$HOME/.local/bin:$PATH python3 config_test.py --ts pai --exclude multi_phase
PATH=$HOME/.local/bin:$PATH python3 metrics_test.py
displayName: 'integration test'
test/pipelines-it-paiYarn.yml 0 → 100644
View file @ 75028bd7
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
jobs:
- job: 'integration_test_paiYarn'
timeoutInMinutes: 0
steps:
- script: python3 -m pip install --upgrade pip setuptools --user
displayName: 'Install python tools'
- script: |
cd deployment/pypi
echo 'building prerelease package...'
make build
ls $(Build.SourcesDirectory)/deployment/pypi/dist/
condition: eq( variables['build_docker_img'], 'true' )
displayName: 'build nni bdsit_wheel'
- script: |
source install.sh
displayName: 'Install nni toolkit via source code'
- script: |
sudo apt-get install swig -y
PATH=$HOME/.local/bin:$PATH nnictl package install --name=SMAC
PATH=$HOME/.local/bin:$PATH nnictl package install --name=BOHB
displayName: 'Install dependencies for integration tests in PAI mode'
- script: |
set -e
if [ $(build_docker_img) = 'true' ]
then
cd deployment/pypi
docker login -u $(docker_hub_user) -p $(docker_hub_pwd)
echo 'updating docker file for installing nni from local...'
# update Dockerfile to install NNI in docker image from whl file built in last step
sed -ie 's/RUN python3 -m pip --no-cache-dir install nni/COPY .\/dist\/* .\nRUN python3 -m pip install nni-*.whl/' ../docker/Dockerfile
cat ../docker/Dockerfile
export IMG_TAG=`date -u +%y%m%d%H%M`
echo 'build and upload docker image'
docker build -f ../docker/Dockerfile -t $(test_docker_img_name):$IMG_TAG .
docker push $(test_docker_img_name):$IMG_TAG
export TEST_IMG=$(test_docker_img_name):$IMG_TAG
cd ../../
else
export TEST_IMG=$(existing_docker_img)
fi
echo "TEST_IMG:$TEST_IMG"
cd test
python3 generate_ts_config.py --ts paiYarn --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:$PATH python3 config_test.py --ts paiYarn
PATH=$HOME/.local/bin:$PATH python3 metrics_test.py
displayName: 'integration test'
test/training_service.yml
View file @ 75028bd7
......@@ -52,7 +52,7 @@ frameworkcontroller:
local:
trainingServicePlatform: local
pai:
paiYarn:
nniManagerIp:
maxExecDuration: 15m
paiYarnConfig:
......@@ -68,6 +68,21 @@ pai:
memoryMB: 8192
outputDir:
virtualCluster:
pai:
nniManagerIp:
maxExecDuration: 15m
paiConfig:
host:
userName:
trainingServicePlatform: pai
trial:
gpuNum: 1
cpuNum: 1
image:
memoryMB: 8192
nniManagerNFSMountPath:
containerNFSMountPath:
paiStoragePlugin:
remote:
machineList:
- ip:
......
tools/nni_cmd/config_schema.py
View file @ 75028bd7
......@@ -32,7 +32,8 @@ common_schema = {
'trialConcurrency': setNumberRange('trialConcurrency', int, 1, 99999),
Optional('maxExecDuration'): And(Regex(r'^[1-9][0-9]*[s|m|h|d]$', error='ERROR: maxExecDuration format is [digit]{s,m,h,d}')),
Optional('maxTrialNum'): setNumberRange('maxTrialNum', int, 1, 99999),
'trainingServicePlatform': setChoice('trainingServicePlatform', 'remote', 'local', 'pai', 'kubeflow', 'frameworkcontroller', 'paiYarn'),
'trainingServicePlatform': setChoice(
'trainingServicePlatform', 'remote', 'local', 'pai', 'kubeflow', 'frameworkcontroller', 'paiYarn', 'dlts'),
Optional('searchSpacePath'): And(os.path.exists, error=SCHEMA_PATH_ERROR % 'searchSpacePath'),
Optional('multiPhase'): setType('multiPhase', bool),
Optional('multiThread'): setType('multiThread', bool),
......@@ -297,6 +298,27 @@ pai_config_schema = {
})
}
dlts_trial_schema = {
'trial':{
'command': setType('command', str),
'codeDir': setPathCheck('codeDir'),
'gpuNum': setNumberRange('gpuNum', int, 0, 99999),
'image': setType('image', str),
}
}
dlts_config_schema = {
'dltsConfig': {
'dashboard': setType('dashboard', str),
Optional('cluster'): setType('cluster', str),
Optional('team'): setType('team', str),
Optional('email'): setType('email', str),
Optional('password'): setType('password', str),
}
}
kubeflow_trial_schema = {
'trial':{
'codeDir': setPathCheck('codeDir'),
......@@ -438,6 +460,8 @@ PAI_CONFIG_SCHEMA = Schema({**common_schema, **pai_trial_schema, **pai_config_sc
PAI_YARN_CONFIG_SCHEMA = Schema({**common_schema, **pai_yarn_trial_schema, **pai_yarn_config_schema})
DLTS_CONFIG_SCHEMA = Schema({**common_schema, **dlts_trial_schema, **dlts_config_schema})
KUBEFLOW_CONFIG_SCHEMA = Schema({**common_schema, **kubeflow_trial_schema, **kubeflow_config_schema})
FRAMEWORKCONTROLLER_CONFIG_SCHEMA = Schema({**common_schema, **frameworkcontroller_trial_schema, **frameworkcontroller_config_schema})
tools/nni_cmd/launcher.py
View file @ 75028bd7
......@@ -99,7 +99,7 @@ def start_rest_server(port, platform, mode, config_file_name, foreground=False,
node_command = 'node'
if sys.platform == 'win32':
node_command = os.path.join(entry_dir[:-3], 'Scripts', 'node.exe')
cmds = [node_command, entry_file, '--port', str(port), '--mode', platform]
cmds = [node_command, '--max-old-space-size=4096', entry_file, '--port', str(port), '--mode', platform]
if mode == 'view':
cmds += ['--start_mode', 'resume']
cmds += ['--readonly', 'true']
......@@ -289,6 +289,25 @@ def set_frameworkcontroller_config(experiment_config, port, config_file_name):
#set trial_config
return set_trial_config(experiment_config, port, config_file_name), err_message
def set_dlts_config(experiment_config, port, config_file_name):
'''set dlts configuration'''
dlts_config_data = dict()
dlts_config_data['dlts_config'] = experiment_config['dltsConfig']
response = rest_put(cluster_metadata_url(port), json.dumps(dlts_config_data), REST_TIME_OUT)
err_message = None
if not response or not response.status_code == 200:
if response is not None:
err_message = response.text
_, stderr_full_path = get_log_path(config_file_name)
with open(stderr_full_path, 'a+') as fout:
fout.write(json.dumps(json.loads(err_message), indent=4, sort_keys=True, separators=(',', ':')))
return False, err_message
result, message = setNNIManagerIp(experiment_config, port, config_file_name)
if not result:
return result, message
#set trial_config
return set_trial_config(experiment_config, port, config_file_name), err_message
def set_experiment(experiment_config, mode, port, config_file_name):
'''Call startExperiment (rest POST /experiment) with yaml file content'''
request_data = dict()
......@@ -389,6 +408,8 @@ def set_platform_config(platform, experiment_config, port, config_file_name, res
config_result, err_msg = set_kubeflow_config(experiment_config, port, config_file_name)
elif platform == 'frameworkcontroller':
config_result, err_msg = set_frameworkcontroller_config(experiment_config, port, config_file_name)
elif platform == 'dlts':
config_result, err_msg = set_dlts_config(experiment_config, port, config_file_name)
else:
raise Exception(ERROR_INFO % 'Unsupported platform!')
exit(1)
......@@ -525,7 +546,15 @@ def create_experiment(args):
nni_config.set_config('experimentConfig', experiment_config)
nni_config.set_config('restServerPort', args.port)
launch_experiment(args, experiment_config, 'new', config_file_name)
try:
launch_experiment(args, experiment_config, 'new', config_file_name)
except Exception as exception:
nni_config = Config(config_file_name)
restServerPid = nni_config.get_config('restServerPid')
if restServerPid:
kill_command(restServerPid)
print_error(exception)
exit(1)
def manage_stopped_experiment(args, mode):
'''view a stopped experiment'''
......@@ -553,8 +582,16 @@ def manage_stopped_experiment(args, mode):
new_config_file_name = ''.join(random.sample(string.ascii_letters + string.digits, 8))
new_nni_config = Config(new_config_file_name)
new_nni_config.set_config('experimentConfig', experiment_config)
launch_experiment(args, experiment_config, mode, new_config_file_name, experiment_id)
new_nni_config.set_config('restServerPort', args.port)
try:
launch_experiment(args, experiment_config, mode, new_config_file_name, experiment_id)
except Exception as exception:
nni_config = Config(new_config_file_name)
restServerPid = nni_config.get_config('restServerPid')
if restServerPid:
kill_command(restServerPid)
print_error(exception)
exit(1)
def view_experiment(args):
'''view a stopped experiment'''
......
tools/nni_cmd/launcher_utils.py
View file @ 75028bd7
......@@ -5,8 +5,9 @@ import os
import json
from schema import SchemaError
from schema import Schema
from .config_schema import LOCAL_CONFIG_SCHEMA, REMOTE_CONFIG_SCHEMA, PAI_CONFIG_SCHEMA, PAI_YARN_CONFIG_SCHEMA, KUBEFLOW_CONFIG_SCHEMA,\
FRAMEWORKCONTROLLER_CONFIG_SCHEMA, tuner_schema_dict, advisor_schema_dict, assessor_schema_dict
from .config_schema import LOCAL_CONFIG_SCHEMA, REMOTE_CONFIG_SCHEMA, PAI_CONFIG_SCHEMA, PAI_YARN_CONFIG_SCHEMA, \
DLTS_CONFIG_SCHEMA, KUBEFLOW_CONFIG_SCHEMA, FRAMEWORKCONTROLLER_CONFIG_SCHEMA, \
tuner_schema_dict, advisor_schema_dict, assessor_schema_dict
from .common_utils import print_error, print_warning, print_normal, get_yml_content
def expand_path(experiment_config, key):
......@@ -147,7 +148,9 @@ def validate_kubeflow_operators(experiment_config):
def validate_common_content(experiment_config):
'''Validate whether the common values in experiment_config is valid'''
if not experiment_config.get('trainingServicePlatform') or \
experiment_config.get('trainingServicePlatform') not in ['local', 'remote', 'pai', 'kubeflow', 'frameworkcontroller', 'paiYarn']:
experiment_config.get('trainingServicePlatform') not in [
'local', 'remote', 'pai', 'kubeflow', 'frameworkcontroller', 'paiYarn', 'dlts'
]:
print_error('Please set correct trainingServicePlatform!')
exit(1)
schema_dict = {
......@@ -156,7 +159,8 @@ def validate_common_content(experiment_config):
'pai': PAI_CONFIG_SCHEMA,
'paiYarn': PAI_YARN_CONFIG_SCHEMA,
'kubeflow': KUBEFLOW_CONFIG_SCHEMA,
'frameworkcontroller': FRAMEWORKCONTROLLER_CONFIG_SCHEMA
'frameworkcontroller': FRAMEWORKCONTROLLER_CONFIG_SCHEMA,
'dlts': DLTS_CONFIG_SCHEMA,
}
separate_schema_dict = {
'tuner': tuner_schema_dict,
......
tools/nni_cmd/nnictl.py
View file @ 75028bd7
......@@ -11,7 +11,7 @@ from .updater import update_searchspace, update_concurrency, update_duration, up
from .nnictl_utils import stop_experiment, trial_ls, trial_kill, list_experiment, experiment_status,\
log_trial, experiment_clean, platform_clean, experiment_list, \
monitor_experiment, export_trials_data, trial_codegen, webui_url, \
get_config, log_stdout, log_stderr, search_space_auto_gen
get_config, log_stdout, log_stderr, search_space_auto_gen, webui_nas
from .package_management import package_install, package_show
from .constants import DEFAULT_REST_PORT
from .tensorboard_utils import start_tensorboard, stop_tensorboard
......@@ -158,6 +158,10 @@ def parse_args():
parser_webui_url = parser_webui_subparsers.add_parser('url', help='show the url of web ui')
parser_webui_url.add_argument('id', nargs='?', help='the id of experiment')
parser_webui_url.set_defaults(func=webui_url)
parser_webui_nas = parser_webui_subparsers.add_parser('nas', help='show nas ui')
parser_webui_nas.add_argument('--port', default=6060, type=int, help='port of nas ui')
parser_webui_nas.add_argument('--logdir', default='.', type=str, help='the logdir where nas ui will read data')
parser_webui_nas.set_defaults(func=webui_nas)
#parse config command
parser_config = subparsers.add_parser('config', help='get config information')
......
tools/nni_cmd/nnictl_utils.py
View file @ 75028bd7
......@@ -8,6 +8,7 @@ import json
import time
import re
import shutil
import subprocess
from datetime import datetime, timezone
from pathlib import Path
from subprocess import Popen
......@@ -388,6 +389,17 @@ def webui_url(args):
nni_config = Config(get_config_filename(args))
print_normal('{0} {1}'.format('Web UI url:', ' '.join(nni_config.get_config('webuiUrl'))))
def webui_nas(args):
'''launch nas ui'''
print_normal('Starting NAS UI...')
# TODO: find file path on installing with pypi
# TODO: use correct node on win32
try:
cmds = ['node', 'src/nasui/server.js', '--port', str(args.port), '--logdir', args.logdir]
subprocess.run(cmds)
except KeyboardInterrupt:
pass
def local_clean(directory):
'''clean up local data'''
print_normal('removing folder {0}'.format(directory))
......
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