From d7a62f66b7fa13898ad5d7e48f42b9dd8602bb14 Mon Sep 17 00:00:00 2001 From: Shinai Yang <shinyang@microsoft.com> Date: Thu, 31 Oct 2019 17:03:03 +0800 Subject: [PATCH 01/11] check pylint for nni_cmd --- tools/nni_cmd/command_utils.py | 2 +- tools/nni_cmd/common_utils.py | 10 +-- tools/nni_cmd/config_schema.py | 104 ++++++++++++++-------------- tools/nni_cmd/config_utils.py | 29 ++++---- tools/nni_cmd/constants.py | 5 +- tools/nni_cmd/launcher.py | 46 ++++++------ tools/nni_cmd/launcher_utils.py | 20 +++--- tools/nni_cmd/nnictl.py | 16 +++-- tools/nni_cmd/nnictl_utils.py | 66 +++++++++--------- tools/nni_cmd/package_management.py | 6 +- tools/nni_cmd/ssh_utils.py | 6 +- tools/nni_cmd/tensorboard_utils.py | 25 +++---- tools/nni_cmd/updater.py | 2 +- tools/nni_cmd/url_utils.py | 6 +- 14 files changed, 171 insertions(+), 172 deletions(-) diff --git a/tools/nni_cmd/command_utils.py b/tools/nni_cmd/command_utils.py index a3bcb81965..cf13f63eae 100644 --- a/tools/nni_cmd/command_utils.py +++ b/tools/nni_cmd/command_utils.py @@ -3,7 +3,7 @@ import os import signal import psutil -from .common_utils import print_error, print_normal, print_warning +from .common_utils import print_error def check_output_command(file_path, head=None, tail=None): diff --git a/tools/nni_cmd/common_utils.py b/tools/nni_cmd/common_utils.py index 3a5e909ca2..af0fe3efa6 100644 --- a/tools/nni_cmd/common_utils.py +++ b/tools/nni_cmd/common_utils.py @@ -21,10 +21,10 @@ import os import sys import json -import ruamel.yaml as yaml -import psutil import socket from pathlib import Path +import ruamel.yaml as yaml +import psutil from .constants import ERROR_INFO, NORMAL_INFO, WARNING_INFO, COLOR_RED_FORMAT, COLOR_YELLOW_FORMAT def get_yml_content(file_path): @@ -34,6 +34,7 @@ def get_yml_content(file_path): return yaml.load(file, Loader=yaml.Loader) except yaml.scanner.ScannerError as err: print_error('yaml file format error!') + print_error(err) exit(1) except Exception as exception: print_error(exception) @@ -46,6 +47,7 @@ def get_json_content(file_path): return json.load(file) except TypeError as err: print_error('json file format error!') + print_error(err) return None def print_error(content): @@ -70,7 +72,7 @@ def detect_process(pid): def detect_port(port): '''Detect if the port is used''' - socket_test = socket.socket(socket.AF_INET,socket.SOCK_STREAM) + socket_test = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: socket_test.connect(('127.0.0.1', int(port))) socket_test.close() @@ -79,7 +81,7 @@ def detect_port(port): return False def get_user(): - if sys.platform =='win32': + if sys.platform == 'win32': return os.environ['USERNAME'] else: return os.environ['USER'] diff --git a/tools/nni_cmd/config_schema.py b/tools/nni_cmd/config_schema.py index da943564fb..dded8d1e95 100644 --- a/tools/nni_cmd/config_schema.py +++ b/tools/nni_cmd/config_schema.py @@ -19,13 +19,13 @@ # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. import os -from schema import Schema, And, Use, Optional, Regex, Or +from schema import Schema, And, Optional, Regex, Or from .constants import SCHEMA_TYPE_ERROR, SCHEMA_RANGE_ERROR, SCHEMA_PATH_ERROR -def setType(key, type): +def setType(key, valueType): '''check key type''' - return And(type, error=SCHEMA_TYPE_ERROR % (key, type.__name__)) + return And(valueType, error=SCHEMA_TYPE_ERROR % (key, valueType.__name__)) def setChoice(key, *args): '''check choice''' @@ -47,7 +47,7 @@ def setPathCheck(key): 'experimentName': setType('experimentName', str), Optional('description'): setType('description', str), 'trialConcurrency': setNumberRange('trialConcurrency', int, 1, 99999), - Optional('maxExecDuration'): And(Regex(r'^[1-9][0-9]*[s|m|h|d]$',error='ERROR: maxExecDuration format is [digit]{s,m,h,d}')), + Optional('maxExecDuration'): And(Regex(r'^[1-9][0-9]*[s|m|h|d]$', 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'), Optional('searchSpacePath'): And(os.path.exists, error=SCHEMA_PATH_ERROR % 'searchSpacePath'), @@ -106,7 +106,7 @@ def setPathCheck(key): 'builtinTunerName': 'NetworkMorphism', Optional('classArgs'): { Optional('optimize_mode'): setChoice('optimize_mode', 'maximize', 'minimize'), - Optional('task'): setChoice('task', 'cv','nlp','common'), + Optional('task'): setChoice('task', 'cv', 'nlp', 'common'), Optional('input_width'): setType('input_width', int), Optional('input_channel'): setType('input_channel', int), Optional('n_output_node'): setType('n_output_node', int), @@ -139,7 +139,7 @@ def setPathCheck(key): Optional('selection_num_warm_up'): setType('selection_num_warm_up', int), Optional('selection_num_starting_points'): setType('selection_num_starting_points', int), }, - Optional('includeIntermediateResults'): setType('includeIntermediateResults', bool), + Optional('includeIntermediateResults'): setType('includeIntermediateResults', bool), Optional('gpuIndices'): Or(int, And(str, lambda x: len([int(i) for i in x.split(',')]) > 0), error='gpuIndex format error!'), }, 'PPOTuner': { @@ -232,35 +232,35 @@ def setPathCheck(key): } common_trial_schema = { -'trial':{ - 'command': setType('command', str), - 'codeDir': setPathCheck('codeDir'), - Optional('gpuNum'): setNumberRange('gpuNum', int, 0, 99999), - Optional('nasMode'): setChoice('nasMode', 'classic_mode', 'enas_mode', 'oneshot_mode', 'darts_mode') + 'trial':{ + 'command': setType('command', str), + 'codeDir': setPathCheck('codeDir'), + Optional('gpuNum'): setNumberRange('gpuNum', int, 0, 99999), + Optional('nasMode'): setChoice('nasMode', 'classic_mode', 'enas_mode', 'oneshot_mode', 'darts_mode') } } pai_trial_schema = { -'trial':{ - 'command': setType('command', str), - 'codeDir': setPathCheck('codeDir'), - 'gpuNum': setNumberRange('gpuNum', int, 0, 99999), - 'cpuNum': setNumberRange('cpuNum', int, 0, 99999), - 'memoryMB': setType('memoryMB', int), - 'image': setType('image', str), - Optional('authFile'): And(os.path.exists, error=SCHEMA_PATH_ERROR % 'authFile'), - Optional('shmMB'): setType('shmMB', int), - Optional('dataDir'): And(Regex(r'hdfs://(([0-9]{1,3}.){3}[0-9]{1,3})(:[0-9]{2,5})?(/.*)?'),\ - error='ERROR: dataDir format error, dataDir format is hdfs://xxx.xxx.xxx.xxx:xxx'), - Optional('outputDir'): And(Regex(r'hdfs://(([0-9]{1,3}.){3}[0-9]{1,3})(:[0-9]{2,5})?(/.*)?'),\ - error='ERROR: outputDir format error, outputDir format is hdfs://xxx.xxx.xxx.xxx:xxx'), - Optional('virtualCluster'): setType('virtualCluster', str), - Optional('nasMode'): setChoice('nasMode', 'classic_mode', 'enas_mode', 'oneshot_mode', 'darts_mode'), - Optional('portList'): [{ - "label": setType('label', str), - "beginAt": setType('beginAt', int), - "portNumber": setType('portNumber', int) - }] + 'trial':{ + 'command': setType('command', str), + 'codeDir': setPathCheck('codeDir'), + 'gpuNum': setNumberRange('gpuNum', int, 0, 99999), + 'cpuNum': setNumberRange('cpuNum', int, 0, 99999), + 'memoryMB': setType('memoryMB', int), + 'image': setType('image', str), + Optional('authFile'): And(os.path.exists, error=SCHEMA_PATH_ERROR % 'authFile'), + Optional('shmMB'): setType('shmMB', int), + Optional('dataDir'): And(Regex(r'hdfs://(([0-9]{1,3}.){3}[0-9]{1,3})(:[0-9]{2,5})?(/.*)?'),\ + error='ERROR: dataDir format error, dataDir format is hdfs://xxx.xxx.xxx.xxx:xxx'), + Optional('outputDir'): And(Regex(r'hdfs://(([0-9]{1,3}.){3}[0-9]{1,3})(:[0-9]{2,5})?(/.*)?'),\ + error='ERROR: outputDir format error, outputDir format is hdfs://xxx.xxx.xxx.xxx:xxx'), + Optional('virtualCluster'): setType('virtualCluster', str), + Optional('nasMode'): setChoice('nasMode', 'classic_mode', 'enas_mode', 'oneshot_mode', 'darts_mode'), + Optional('portList'): [{ + "label": setType('label', str), + "beginAt": setType('beginAt', int), + "portNumber": setType('portNumber', int) + }] } } @@ -273,7 +273,7 @@ def setPathCheck(key): } kubeflow_trial_schema = { -'trial':{ + 'trial':{ 'codeDir': setPathCheck('codeDir'), Optional('nasMode'): setChoice('nasMode', 'classic_mode', 'enas_mode', 'oneshot_mode', 'darts_mode'), Optional('ps'): { @@ -315,7 +315,7 @@ def setPathCheck(key): 'server': setType('server', str), 'path': setType('path', str) } - },{ + }, { 'operator': setChoice('operator', 'tf-operator', 'pytorch-operator'), 'apiVersion': setType('apiVersion', str), Optional('storage'): setChoice('storage', 'nfs', 'azureStorage'), @@ -363,7 +363,7 @@ def setPathCheck(key): 'server': setType('server', str), 'path': setType('path', str) } - },{ + }, { Optional('storage'): setChoice('storage', 'nfs', 'azureStorage'), Optional('serviceAccountName'): setType('serviceAccountName', str), 'keyVault': { @@ -383,24 +383,24 @@ def setPathCheck(key): } machine_list_schema = { -Optional('machineList'):[Or({ - 'ip': setType('ip', str), - Optional('port'): setNumberRange('port', int, 1, 65535), - 'username': setType('username', str), - 'passwd': setType('passwd', str), - Optional('gpuIndices'): Or(int, And(str, lambda x: len([int(i) for i in x.split(',')]) > 0), error='gpuIndex format error!'), - Optional('maxTrialNumPerGpu'): setType('maxTrialNumPerGpu', int), - Optional('useActiveGpu'): setType('useActiveGpu', bool) - },{ - 'ip': setType('ip', str), - Optional('port'): setNumberRange('port', int, 1, 65535), - 'username': setType('username', str), - 'sshKeyPath': setPathCheck('sshKeyPath'), - Optional('passphrase'): setType('passphrase', str), - Optional('gpuIndices'): Or(int, And(str, lambda x: len([int(i) for i in x.split(',')]) > 0), error='gpuIndex format error!'), - Optional('maxTrialNumPerGpu'): setType('maxTrialNumPerGpu', int), - Optional('useActiveGpu'): setType('useActiveGpu', bool) -})] + Optional('machineList'):[Or({ + 'ip': setType('ip', str), + Optional('port'): setNumberRange('port', int, 1, 65535), + 'username': setType('username', str), + 'passwd': setType('passwd', str), + Optional('gpuIndices'): Or(int, And(str, lambda x: len([int(i) for i in x.split(',')]) > 0), error='gpuIndex format error!'), + Optional('maxTrialNumPerGpu'): setType('maxTrialNumPerGpu', int), + Optional('useActiveGpu'): setType('useActiveGpu', bool) + }, { + 'ip': setType('ip', str), + Optional('port'): setNumberRange('port', int, 1, 65535), + 'username': setType('username', str), + 'sshKeyPath': setPathCheck('sshKeyPath'), + Optional('passphrase'): setType('passphrase', str), + Optional('gpuIndices'): Or(int, And(str, lambda x: len([int(i) for i in x.split(',')]) > 0), error='gpuIndex format error!'), + Optional('maxTrialNumPerGpu'): setType('maxTrialNumPerGpu', int), + Optional('useActiveGpu'): setType('useActiveGpu', bool) + })] } LOCAL_CONFIG_SCHEMA = Schema({**common_schema, **common_trial_schema}) diff --git a/tools/nni_cmd/config_utils.py b/tools/nni_cmd/config_utils.py index 6b2b8a0cc0..c5a36b374d 100644 --- a/tools/nni_cmd/config_utils.py +++ b/tools/nni_cmd/config_utils.py @@ -21,7 +21,6 @@ import os import json -import shutil from .constants import NNICTL_HOME_DIR class Config: @@ -73,29 +72,29 @@ def __init__(self): self.experiment_file = os.path.join(NNICTL_HOME_DIR, '.experiment') self.experiments = self.read_file() - def add_experiment(self, id, port, time, file_name, platform): + def add_experiment(self, expId, port, time, file_name, platform): '''set {key:value} paris to self.experiment''' - self.experiments[id] = {} - self.experiments[id]['port'] = port - self.experiments[id]['startTime'] = time - self.experiments[id]['endTime'] = 'N/A' - self.experiments[id]['status'] = 'INITIALIZED' - self.experiments[id]['fileName'] = file_name - self.experiments[id]['platform'] = platform + self.experiments[expId] = {} + self.experiments[expId]['port'] = port + self.experiments[expId]['startTime'] = time + self.experiments[expId]['endTime'] = 'N/A' + self.experiments[expId]['status'] = 'INITIALIZED' + self.experiments[expId]['fileName'] = file_name + self.experiments[expId]['platform'] = platform self.write_file() - def update_experiment(self, id, key, value): + def update_experiment(self, expId, key, value): '''Update experiment''' if id not in self.experiments: return False - self.experiments[id][key] = value + self.experiments[expId][key] = value self.write_file() return True - def remove_experiment(self, id): + def remove_experiment(self, expId): '''remove an experiment by id''' if id in self.experiments: - self.experiments.pop(id) + self.experiments.pop(expId) self.write_file() def get_all_experiments(self): @@ -109,7 +108,7 @@ def write_file(self): json.dump(self.experiments, file) except IOError as error: print('Error:', error) - return + return '' def read_file(self): '''load config from local file''' @@ -119,4 +118,4 @@ def read_file(self): return json.load(file) except ValueError: return {} - return {} + return {} diff --git a/tools/nni_cmd/constants.py b/tools/nni_cmd/constants.py index d22a509c46..0777d2db98 100644 --- a/tools/nni_cmd/constants.py +++ b/tools/nni_cmd/constants.py @@ -21,7 +21,7 @@ import os from colorama import Fore -NNICTL_HOME_DIR = os.path.join(os.path.expanduser('~'), '.local', 'nnictl') +NNICTL_HOME_DIR = os.path.join(os.path.expanduser('~'), '.local', 'nnictl') ERROR_INFO = 'ERROR: %s' @@ -58,7 +58,8 @@ '-----------------------------------------------------------------------\n' EXPERIMENT_START_FAILED_INFO = 'There is an experiment running in the port %d, please stop it first or set another port!\n' \ - 'You could use \'nnictl stop --port [PORT]\' command to stop an experiment!\nOr you could use \'nnictl create --config [CONFIG_PATH] --port [PORT]\' to set port!\n' + 'You could use \'nnictl stop --port [PORT]\' command to stop an experiment!\nOr you could ' \ + 'use \'nnictl create --config [CONFIG_PATH] --port [PORT]\' to set port!\n' EXPERIMENT_INFORMATION_FORMAT = '----------------------------------------------------------------------------------------\n' \ ' Experiment information\n' \ diff --git a/tools/nni_cmd/launcher.py b/tools/nni_cmd/launcher.py index e2fac2cb42..f99f8dfe43 100644 --- a/tools/nni_cmd/launcher.py +++ b/tools/nni_cmd/launcher.py @@ -22,22 +22,21 @@ import json import os import sys -import shutil import string -from subprocess import Popen, PIPE, call, check_output, check_call, CalledProcessError +import random +import site +import time import tempfile +from subprocess import Popen, check_call, CalledProcessError +from nni_annotation import expand_annotations, generate_search_space from nni.constants import ModuleName, AdvisorModuleName -from nni_annotation import * from .launcher_utils import validate_all_content -from .rest_utils import rest_put, rest_post, check_rest_server, check_rest_server_quick, check_response +from .rest_utils import rest_put, rest_post, check_rest_server, check_response from .url_utils import cluster_metadata_url, experiment_url, get_local_urls from .config_utils import Config, Experiments -from .common_utils import get_yml_content, get_json_content, print_error, print_normal, print_warning, detect_process, detect_port, get_user, get_python_dir -from .constants import * -import random -import site -import time -from pathlib import Path +from .common_utils import get_yml_content, get_json_content, print_error, print_normal, \ + detect_port, get_user, get_python_dir +from .constants import NNICTL_HOME_DIR, ERROR_INFO, REST_TIME_OUT, EXPERIMENT_SUCCESS_INFO, LOG_HEADER, PACKAGE_REQUIREMENTS from .command_utils import check_output_command, kill_command from .nnictl_utils import update_experiment @@ -83,7 +82,8 @@ def _generate_installation_path(sitepackages_path): python_dir = os.getenv('VIRTUAL_ENV') else: python_sitepackage = site.getsitepackages()[0] - # If system-wide python is used, we will give priority to using `local sitepackage`--"usersitepackages()" given that nni exists there + # If system-wide python is used, we will give priority to using `local sitepackage`--"usersitepackages()" given + # that nni exists there if python_sitepackage.startswith('/usr') or python_sitepackage.startswith('/Library'): python_dir = try_installation_path_sequentially(site.getusersitepackages(), site.getsitepackages()[0]) else: @@ -98,7 +98,6 @@ def _generate_installation_path(sitepackages_path): def start_rest_server(port, platform, mode, config_file_name, experiment_id=None, log_dir=None, log_level=None): '''Run nni manager process''' - nni_config = Config(config_file_name) if detect_port(port): print_error('Port %s is used by another process, please reset the port!\n' \ 'You could use \'nnictl create --help\' to get help information' % port) @@ -114,7 +113,7 @@ def start_rest_server(port, platform, mode, config_file_name, experiment_id=None entry_dir = get_nni_installation_path() entry_file = os.path.join(entry_dir, 'main.js') - + node_command = 'node' if sys.platform == 'win32': node_command = os.path.join(entry_dir[:-3], 'Scripts', 'node.exe') @@ -132,7 +131,7 @@ def start_rest_server(port, platform, mode, config_file_name, experiment_id=None cmds += ['--experiment_id', experiment_id] stdout_full_path, stderr_full_path = get_log_path(config_file_name) with open(stdout_full_path, 'a+') as stdout_file, open(stderr_full_path, 'a+') as stderr_file: - time_now = time.strftime('%Y-%m-%d %H:%M:%S',time.localtime(time.time())) + time_now = time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(time.time())) #add time information in the header of log files log_header = LOG_HEADER % str(time_now) stdout_file.write(log_header) @@ -212,7 +211,7 @@ def setNNIManagerIp(experiment_config, port, config_file_name): if experiment_config.get('nniManagerIp') is None: return True, None ip_config_dict = dict() - ip_config_dict['nni_manager_ip'] = { 'nniManagerIp' : experiment_config['nniManagerIp'] } + ip_config_dict['nni_manager_ip'] = {'nniManagerIp': experiment_config['nniManagerIp']} response = rest_put(cluster_metadata_url(port), json.dumps(ip_config_dict), REST_TIME_OUT) err_message = None if not response or not response.status_code == 200: @@ -403,11 +402,12 @@ def launch_experiment(args, experiment_config, mode, config_file_name, experimen stdout_full_path, stderr_full_path = get_log_path(config_file_name) with open(stdout_full_path, 'a+') as stdout_file, open(stderr_full_path, 'a+') as stderr_file: check_call([sys.executable, '-c', 'import %s'%(module_name)], stdout=stdout_file, stderr=stderr_file) - except CalledProcessError as e: + except CalledProcessError: print_error('some errors happen when import package %s.' %(package_name)) print_log_content(config_file_name) if package_name in PACKAGE_REQUIREMENTS: - print_error('If %s is not installed, it should be installed through \'nnictl package install --name %s\''%(package_name, package_name)) + print_error('If %s is not installed, it should be installed through '\ + '\'nnictl package install --name %s\''%(package_name, package_name)) exit(1) log_dir = experiment_config['logDir'] if experiment_config.get('logDir') else None log_level = experiment_config['logLevel'] if experiment_config.get('logLevel') else None @@ -416,7 +416,8 @@ def launch_experiment(args, experiment_config, mode, config_file_name, experimen if log_level not in ['trace', 'debug'] and (args.debug or experiment_config.get('debug') is True): log_level = 'debug' # start rest server - rest_process, start_time = start_rest_server(args.port, experiment_config['trainingServicePlatform'], mode, config_file_name, experiment_id, log_dir, log_level) + rest_process, start_time = start_rest_server(args.port, experiment_config['trainingServicePlatform'], \ + mode, config_file_name, experiment_id, log_dir, log_level) nni_config.set_config('restServerPid', rest_process.pid) # Deal with annotation if experiment_config.get('useAnnotation'): @@ -450,8 +451,9 @@ def launch_experiment(args, experiment_config, mode, config_file_name, experimen exit(1) if mode != 'view': # set platform configuration - set_platform_config(experiment_config['trainingServicePlatform'], experiment_config, args.port, config_file_name, rest_process) - + set_platform_config(experiment_config['trainingServicePlatform'], experiment_config, args.port,\ + config_file_name, rest_process) + # start a new experiment print_normal('Starting experiment...') # set debug configuration @@ -478,7 +480,8 @@ def launch_experiment(args, experiment_config, mode, config_file_name, experimen #save experiment information nnictl_experiment_config = Experiments() - nnictl_experiment_config.add_experiment(experiment_id, args.port, start_time, config_file_name, experiment_config['trainingServicePlatform']) + nnictl_experiment_config.add_experiment(experiment_id, args.port, start_time, config_file_name,\ + experiment_config['trainingServicePlatform']) print_normal(EXPERIMENT_SUCCESS_INFO % (experiment_id, ' '.join(web_ui_url_list))) @@ -503,7 +506,6 @@ def manage_stopped_experiment(args, mode): experiment_config = Experiments() experiment_dict = experiment_config.get_all_experiments() experiment_id = None - experiment_endTime = None #find the latest stopped experiment if not args.id: print_error('Please set experiment id! \nYou could use \'nnictl {0} {id}\' to {0} a stopped experiment!\n' \ diff --git a/tools/nni_cmd/launcher_utils.py b/tools/nni_cmd/launcher_utils.py index da6a668064..f6c849abab 100644 --- a/tools/nni_cmd/launcher_utils.py +++ b/tools/nni_cmd/launcher_utils.py @@ -20,11 +20,11 @@ import os import json -from .config_schema import LOCAL_CONFIG_SCHEMA, REMOTE_CONFIG_SCHEMA, PAI_CONFIG_SCHEMA, KUBEFLOW_CONFIG_SCHEMA, FRAMEWORKCONTROLLER_CONFIG_SCHEMA, \ -tuner_schema_dict, advisor_schema_dict, assessor_schema_dict -from schema import SchemaMissingKeyError, SchemaForbiddenKeyError, SchemaUnexpectedTypeError, SchemaWrongKeyError, SchemaError -from .common_utils import get_json_content, print_error, print_warning, print_normal -from schema import Schema, And, Use, Optional, Regex, Or +from schema import SchemaError +from schema import Schema +from .config_schema import LOCAL_CONFIG_SCHEMA, REMOTE_CONFIG_SCHEMA, PAI_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 def expand_path(experiment_config, key): '''Change '~' to user home directory''' @@ -164,11 +164,11 @@ def validate_common_content(experiment_config): print_error('Please set correct trainingServicePlatform!') exit(1) schema_dict = { - 'local': LOCAL_CONFIG_SCHEMA, - 'remote': REMOTE_CONFIG_SCHEMA, - 'pai': PAI_CONFIG_SCHEMA, - 'kubeflow': KUBEFLOW_CONFIG_SCHEMA, - 'frameworkcontroller': FRAMEWORKCONTROLLER_CONFIG_SCHEMA + 'local': LOCAL_CONFIG_SCHEMA, + 'remote': REMOTE_CONFIG_SCHEMA, + 'pai': PAI_CONFIG_SCHEMA, + 'kubeflow': KUBEFLOW_CONFIG_SCHEMA, + 'frameworkcontroller': FRAMEWORKCONTROLLER_CONFIG_SCHEMA } separate_schema_dict = { 'tuner': tuner_schema_dict, diff --git a/tools/nni_cmd/nnictl.py b/tools/nni_cmd/nnictl.py index 8da30fdfb7..88ee311423 100644 --- a/tools/nni_cmd/nnictl.py +++ b/tools/nni_cmd/nnictl.py @@ -20,14 +20,18 @@ import argparse +import os import pkg_resources +from colorama import init +from .common_utils import print_error from .launcher import create_experiment, resume_experiment, view_experiment from .updater import update_searchspace, update_concurrency, update_duration, update_trialnum, import_data -from .nnictl_utils import * -from .package_management import * -from .constants import * -from .tensorboard_utils import * -from colorama import init +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 +from .package_management import package_install, package_show +from .constants import DEFAULT_REST_PORT +from .tensorboard_utils import start_tensorboard, stop_tensorboard init(autoreset=True) if os.environ.get('COVERAGE_PROCESS_START'): @@ -38,7 +42,7 @@ def nni_info(*args): if args[0].version: try: print(pkg_resources.get_distribution('nni').version) - except pkg_resources.ResolutionError as err: + except pkg_resources.ResolutionError: print_error('Get version failed, please use `pip3 list | grep nni` to check nni version!') else: print('please run "nnictl {positional argument} --help" to see nnictl guidance') diff --git a/tools/nni_cmd/nnictl_utils.py b/tools/nni_cmd/nnictl_utils.py index b6fada56e8..4cadce182d 100644 --- a/tools/nni_cmd/nnictl_utils.py +++ b/tools/nni_cmd/nnictl_utils.py @@ -20,15 +20,13 @@ import csv import os -import psutil import json -from datetime import datetime, timezone import time import re -from pathlib import Path -from pyhdfs import HdfsClient, HdfsFileNotFoundException import shutil -from subprocess import call, check_output +from datetime import datetime, timezone +from pathlib import Path +from pyhdfs import HdfsClient from nni_annotation import expand_annotations from .rest_utils import rest_get, rest_delete, check_rest_server_quick, check_response from .url_utils import trial_jobs_url, experiment_url, trial_job_id_url, export_data_url @@ -102,7 +100,8 @@ def check_experiment_id(args, update=True): experiment_information = "" for key in running_experiment_list: experiment_information += (EXPERIMENT_DETAIL_FORMAT % (key, experiment_dict[key]['status'], \ - experiment_dict[key]['port'], experiment_dict[key].get('platform'), experiment_dict[key]['startTime'], experiment_dict[key]['endTime'])) + experiment_dict[key]['port'], experiment_dict[key].get('platform'), experiment_dict[key]['startTime'],\ + experiment_dict[key]['endTime'])) print(EXPERIMENT_INFORMATION_FORMAT % experiment_information) exit(1) elif not running_experiment_list: @@ -157,23 +156,24 @@ def parse_ids(args): experiment_information = "" for key in running_experiment_list: experiment_information += (EXPERIMENT_DETAIL_FORMAT % (key, experiment_dict[key]['status'], \ - experiment_dict[key]['port'], experiment_dict[key].get('platform'), experiment_dict[key]['startTime'], experiment_dict[key]['endTime'])) + experiment_dict[key]['port'], experiment_dict[key].get('platform'), experiment_dict[key]['startTime'], \ + experiment_dict[key]['endTime'])) print(EXPERIMENT_INFORMATION_FORMAT % experiment_information) exit(1) else: result_list = running_experiment_list elif args.id.endswith('*'): - for id in running_experiment_list: - if id.startswith(args.id[:-1]): - result_list.append(id) + for expId in running_experiment_list: + if expId.startswith(args.id[:-1]): + result_list.append(expId) elif args.id in running_experiment_list: result_list.append(args.id) else: - for id in running_experiment_list: - if id.startswith(args.id): - result_list.append(id) + for expId in running_experiment_list: + if expId.startswith(args.id): + result_list.append(expId) if len(result_list) > 1: - print_error(args.id + ' is ambiguous, please choose ' + ' '.join(result_list) ) + print_error(args.id + ' is ambiguous, please choose ' + ' '.join(result_list)) return None if not result_list and (args.id or args.port): print_error('There are no experiments matched, please set correct experiment id or restful server port') @@ -235,7 +235,6 @@ def stop_experiment(args): for experiment_id in experiment_id_list: print_normal('Stoping experiment %s' % experiment_id) nni_config = Config(experiment_dict[experiment_id]['fileName']) - rest_port = nni_config.get_config('restServerPort') rest_pid = nni_config.get_config('restServerPid') if rest_pid: kill_command(rest_pid) @@ -249,7 +248,7 @@ def stop_experiment(args): nni_config.set_config('tensorboardPidList', []) print_normal('Stop experiment success.') experiment_config.update_experiment(experiment_id, 'status', 'STOPPED') - time_now = time.strftime('%Y-%m-%d %H:%M:%S',time.localtime(time.time())) + time_now = time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(time.time())) experiment_config.update_experiment(experiment_id, 'endTime', str(time_now)) def trial_ls(args): @@ -401,9 +400,9 @@ def local_clean(directory): print_normal('removing folder {0}'.format(directory)) try: shutil.rmtree(directory) - except FileNotFoundError as err: + except FileNotFoundError: print_error('{0} does not exist.'.format(directory)) - + def remote_clean(machine_list, experiment_id=None): '''clean up remote data''' for machine in machine_list: @@ -418,7 +417,7 @@ def remote_clean(machine_list, experiment_id=None): sftp = create_ssh_sftp_client(host, port, userName, passwd) print_normal('removing folder {0}'.format(host + ':' + str(port) + remote_dir)) remove_remote_directory(sftp, remote_dir) - + def hdfs_clean(host, user_name, output_dir, experiment_id=None): '''clean up hdfs data''' hdfs_client = HdfsClient(hosts='{0}:80'.format(host), user_name=user_name, webhdfs_path='/webhdfs/api/v1', timeout=5) @@ -475,7 +474,7 @@ def experiment_clean(args): machine_list = nni_config.get_config('experimentConfig').get('machineList') remote_clean(machine_list, experiment_id) elif platform == 'pai': - host = nni_config.get_config('experimentConfig').get('paiConfig').get('host') + host = nni_config.get_config('experimentConfig').get('paiConfig').get('host') user_name = nni_config.get_config('experimentConfig').get('paiConfig').get('userName') output_dir = nni_config.get_config('experimentConfig').get('trial').get('outputDir') hdfs_clean(host, user_name, output_dir, experiment_id) @@ -492,7 +491,7 @@ def experiment_clean(args): experiment_config = Experiments() print_normal('removing metadata of experiment {0}'.format(experiment_id)) experiment_config.remove_experiment(experiment_id) - print_normal('Done.') + print_normal('Done.') def get_platform_dir(config_content): '''get the dir list to be deleted''' @@ -505,8 +504,7 @@ def get_platform_dir(config_content): port = machine.get('port') dir_list.append(host + ':' + str(port) + '/tmp/nni') elif platform == 'pai': - pai_config = config_content.get('paiConfig') - host = config_content.get('paiConfig').get('host') + host = config_content.get('paiConfig').get('host') user_name = config_content.get('paiConfig').get('userName') output_dir = config_content.get('trial').get('outputDir') dir_list.append('server: {0}, path: {1}/nni'.format(host, user_name)) @@ -529,17 +527,15 @@ def platform_clean(args): print_normal('platform {0} not supported.'.format(platform)) exit(0) update_experiment() - experiment_config = Experiments() - experiment_dict = experiment_config.get_all_experiments() - id_list = list(experiment_dict.keys()) dir_list = get_platform_dir(config_content) if not dir_list: print_normal('No folder of NNI caches is found.') exit(1) while True: - print_normal('This command will remove below folders of NNI caches. If other users are using experiments on below hosts, it will be broken.') - for dir in dir_list: - print(' ' + dir) + print_normal('This command will remove below folders of NNI caches. If other users are using experiments' \ + ' on below hosts, it will be broken.') + for value in dir_list: + print(' ' + value) inputs = input('INFO: do you want to continue?[y/N]:') if not inputs.lower() or inputs.lower() in ['n', 'no']: exit(0) @@ -549,11 +545,9 @@ def platform_clean(args): break if platform == 'remote': machine_list = config_content.get('machineList') - for machine in machine_list: - remote_clean(machine_list, None) + remote_clean(machine_list, None) elif platform == 'pai': - pai_config = config_content.get('paiConfig') - host = config_content.get('paiConfig').get('host') + host = config_content.get('paiConfig').get('host') user_name = config_content.get('paiConfig').get('userName') output_dir = config_content.get('trial').get('outputDir') hdfs_clean(host, user_name, output_dir, None) @@ -618,7 +612,8 @@ def show_experiment_info(): return for key in experiment_id_list: print(EXPERIMENT_MONITOR_INFO % (key, experiment_dict[key]['status'], experiment_dict[key]['port'], \ - experiment_dict[key].get('platform'), experiment_dict[key]['startTime'], get_time_interval(experiment_dict[key]['startTime'], experiment_dict[key]['endTime']))) + experiment_dict[key].get('platform'), experiment_dict[key]['startTime'], \ + get_time_interval(experiment_dict[key]['startTime'], experiment_dict[key]['endTime']))) print(TRIAL_MONITOR_HEAD) running, response = check_rest_server_quick(experiment_dict[key]['port']) if running: @@ -627,7 +622,8 @@ def show_experiment_info(): content = json.loads(response.text) for index, value in enumerate(content): content[index] = convert_time_stamp_to_date(value) - print(TRIAL_MONITOR_CONTENT % (content[index].get('id'), content[index].get('startTime'), content[index].get('endTime'), content[index].get('status'))) + print(TRIAL_MONITOR_CONTENT % (content[index].get('id'), content[index].get('startTime'), \ + content[index].get('endTime'), content[index].get('status'))) print(TRIAL_MONITOR_TAIL) def monitor_experiment(args): diff --git a/tools/nni_cmd/package_management.py b/tools/nni_cmd/package_management.py index de8dbe62ec..32ed79496d 100644 --- a/tools/nni_cmd/package_management.py +++ b/tools/nni_cmd/package_management.py @@ -18,12 +18,10 @@ # DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. -import nni import os -import sys -from subprocess import call +import nni from .constants import PACKAGE_REQUIREMENTS -from .common_utils import print_normal, print_error +from .common_utils import print_error from .command_utils import install_requirements_command def process_install(package_name): diff --git a/tools/nni_cmd/ssh_utils.py b/tools/nni_cmd/ssh_utils.py index da707dac48..7453830323 100644 --- a/tools/nni_cmd/ssh_utils.py +++ b/tools/nni_cmd/ssh_utils.py @@ -20,7 +20,6 @@ import os from .common_utils import print_error -from subprocess import call from .command_utils import install_package_command def check_environment(): @@ -29,6 +28,8 @@ def check_environment(): import paramiko except: install_package_command('paramiko') + import paramiko + return paramiko def copy_remote_directory_to_local(sftp, remote_path, local_path): '''copy remote directory to local machine''' @@ -49,8 +50,7 @@ def copy_remote_directory_to_local(sftp, remote_path, local_path): def create_ssh_sftp_client(host_ip, port, username, password): '''create ssh client''' try: - check_environment() - import paramiko + paramiko = check_environment() conn = paramiko.Transport(host_ip, port) conn.connect(username=username, password=password) sftp = paramiko.SFTPClient.from_transport(conn) diff --git a/tools/nni_cmd/tensorboard_utils.py b/tools/nni_cmd/tensorboard_utils.py index b4578c34b0..9646b4de0e 100644 --- a/tools/nni_cmd/tensorboard_utils.py +++ b/tools/nni_cmd/tensorboard_utils.py @@ -19,21 +19,17 @@ # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. import os -import psutil import json -import datetime -import time -from subprocess import call, check_output, Popen, PIPE -from .rest_utils import rest_get, rest_delete, check_rest_server_quick, check_response -from .config_utils import Config, Experiments -from .url_utils import trial_jobs_url, experiment_url, trial_job_id_url, get_local_urls -from .constants import NNICTL_HOME_DIR, EXPERIMENT_INFORMATION_FORMAT, EXPERIMENT_DETAIL_FORMAT, COLOR_GREEN_FORMAT -import time -from .common_utils import print_normal, print_error, print_warning, detect_process, detect_port -from .nnictl_utils import * import re -from .ssh_utils import create_ssh_sftp_client, copy_remote_directory_to_local import tempfile +from subprocess import call, Popen +from .rest_utils import rest_get, check_rest_server_quick, check_response +from .config_utils import Config, Experiments +from .url_utils import trial_jobs_url, get_local_urls +from .constants import COLOR_GREEN_FORMAT, REST_TIME_OUT +from .common_utils import print_normal, print_error, detect_process, detect_port +from .nnictl_utils import check_experiment_id, check_experiment_id +from .ssh_utils import create_ssh_sftp_client, copy_remote_directory_to_local def parse_log_path(args, trial_content): '''parse log path''' @@ -43,7 +39,7 @@ def parse_log_path(args, trial_content): if args.trial_id and args.trial_id != 'all' and trial.get('id') != args.trial_id: continue pattern = r'(?P<head>.+)://(?P<host>.+):(?P<path>.*)' - match = re.search(pattern,trial['logPath']) + match = re.search(pattern, trial['logPath']) if match: path_list.append(match.group('path')) host_list.append(match.group('host')) @@ -94,7 +90,8 @@ def start_tensorboard_process(args, nni_config, path_list, temp_nni_path): if detect_port(args.port): print_error('Port %s is used by another process, please reset port!' % str(args.port)) exit(1) - with open(os.path.join(temp_nni_path, 'tensorboard_stdout'), 'a+') as stdout_file, open(os.path.join(temp_nni_path, 'tensorboard_stderr'), 'a+') as stderr_file: + with open(os.path.join(temp_nni_path, 'tensorboard_stdout'), 'a+') as stdout_file, \ + open(os.path.join(temp_nni_path, 'tensorboard_stderr'), 'a+') as stderr_file: cmds = ['tensorboard', '--logdir', format_tensorboard_log_path(path_list), '--port', str(args.port)] tensorboard_process = Popen(cmds, stdout=stdout_file, stderr=stderr_file) url_list = get_local_urls(args.port) diff --git a/tools/nni_cmd/updater.py b/tools/nni_cmd/updater.py index 9258d73f0a..07ae6123cb 100644 --- a/tools/nni_cmd/updater.py +++ b/tools/nni_cmd/updater.py @@ -25,7 +25,7 @@ from .url_utils import experiment_url, import_data_url from .config_utils import Config from .common_utils import get_json_content, print_normal, print_error, print_warning -from .nnictl_utils import check_experiment_id, get_experiment_port, get_config_filename +from .nnictl_utils import get_experiment_port, get_config_filename from .launcher_utils import parse_time from .constants import REST_TIME_OUT, TUNERS_SUPPORTING_IMPORT_DATA, TUNERS_NO_NEED_TO_IMPORT_DATA diff --git a/tools/nni_cmd/url_utils.py b/tools/nni_cmd/url_utils.py index c50b2551d2..05cfa8e66f 100644 --- a/tools/nni_cmd/url_utils.py +++ b/tools/nni_cmd/url_utils.py @@ -18,8 +18,8 @@ # DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. +import socket import psutil -from socket import AddressFamily BASE_URL = 'http://localhost' @@ -83,8 +83,8 @@ def tensorboard_url(port): def get_local_urls(port): '''get urls of local machine''' url_list = [] - for name, info in psutil.net_if_addrs().items(): + for _, info in psutil.net_if_addrs().items(): for addr in info: - if AddressFamily.AF_INET == addr.family: + if socket.AddressFamily.AF_INET == addr.family: url_list.append('http://{}:{}'.format(addr.address, port)) return url_list From e259d109fea97fbce6f81b3081390fcb99d594fa Mon Sep 17 00:00:00 2001 From: Shinai Yang <shinyang@microsoft.com> Date: Thu, 31 Oct 2019 17:55:41 +0800 Subject: [PATCH 02/11] fix id error --- tools/nni_cmd/config_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/nni_cmd/config_utils.py b/tools/nni_cmd/config_utils.py index c5a36b374d..c7c88bcf3e 100644 --- a/tools/nni_cmd/config_utils.py +++ b/tools/nni_cmd/config_utils.py @@ -85,7 +85,7 @@ def add_experiment(self, expId, port, time, file_name, platform): def update_experiment(self, expId, key, value): '''Update experiment''' - if id not in self.experiments: + if expId not in self.experiments: return False self.experiments[expId][key] = value self.write_file() From 4c7ae00c60cf04ae8939af24ad378715bf6ca1ad Mon Sep 17 00:00:00 2001 From: Shinai Yang <shinyang@microsoft.com> Date: Tue, 14 Jan 2020 16:52:01 +0800 Subject: [PATCH 03/11] add foreground mode --- docs/en_US/Tutorial/Nnictl.md | 4 ++-- src/nni_manager/common/log.ts | 12 +++++++---- src/nni_manager/main.ts | 25 ++++++++++++++++++---- tools/nni_cmd/launcher.py | 39 ++++++++++++++++++++++++----------- tools/nni_cmd/nnictl.py | 4 ++-- 5 files changed, 60 insertions(+), 24 deletions(-) diff --git a/docs/en_US/Tutorial/Nnictl.md b/docs/en_US/Tutorial/Nnictl.md index b58d4c4a37..b0a8b33513 100644 --- a/docs/en_US/Tutorial/Nnictl.md +++ b/docs/en_US/Tutorial/Nnictl.md @@ -49,7 +49,7 @@ nnictl support commands: |--config, -c| True| |YAML configure file of the experiment| |--port, -p|False| |the port of restful server| |--debug, -d|False||set debug mode| - |--watch, -w|False||set watch mode| + |--foreground, -f|False||set foreground mode, print log content to terminal| * Examples @@ -98,7 +98,7 @@ Debug mode will disable version check function in Trialkeeper. |id| True| |The id of the experiment you want to resume| |--port, -p| False| |Rest port of the experiment you want to resume| |--debug, -d|False||set debug mode| - |--watch, -w|False||set watch mode| + |--foreground, -f|False||set foreground mode, print log content to terminal| * Example diff --git a/src/nni_manager/common/log.ts b/src/nni_manager/common/log.ts index 31a38d6e07..0bca56b37a 100644 --- a/src/nni_manager/common/log.ts +++ b/src/nni_manager/common/log.ts @@ -60,8 +60,9 @@ class Logger { private bufferSerialEmitter: BufferSerialEmitter; private writable: Writable; private readonly: boolean = false; + private foreground: boolean = false; - constructor(fileName?: string) { + constructor(foreground: boolean, fileName?: string) { let logFile: string | undefined = fileName; if (logFile === undefined) { logFile = this.DEFAULT_LOGFILE; @@ -81,6 +82,7 @@ class Logger { } this.readonly = isReadonly(); + this.foreground = foreground; } public close(): void { @@ -129,10 +131,12 @@ class Logger { private log(level: string, param: any[]): void { if (!this.readonly) { const buffer: WritableStreamBuffer = new WritableStreamBuffer(); - buffer.write(`[${(new Date()).toLocaleString()}] ${level} `); - buffer.write(format(param)); - buffer.write('\n'); + const logContent = `[${(new Date()).toLocaleString()}] ${level} ${format(param)}\n`; + buffer.write(logContent); buffer.end(); + if (this.foreground) { + console.log(logContent); + } this.bufferSerialEmitter.feed(buffer.getContents()); } } diff --git a/src/nni_manager/main.ts b/src/nni_manager/main.ts index f707304382..9ee12f4653 100644 --- a/src/nni_manager/main.ts +++ b/src/nni_manager/main.ts @@ -34,7 +34,7 @@ function initStartupInfo( setExperimentStartupInfo(createNew, expId, basePort, logDirectory, experimentLogLevel, readonly); } -async function initContainer(platformMode: string, logFileName?: string): Promise<void> { +async function initContainer(foreground: boolean, platformMode: string, logFileName?: string): Promise<void> { if (platformMode === 'local') { Container.bind(TrainingService) .to(LocalTrainingService) @@ -72,7 +72,7 @@ async function initContainer(platformMode: string, logFileName?: string): Promis .to(NNIDataStore) .scope(Scope.Singleton); Container.bind(Logger).provider({ - get: (): Logger => new Logger(logFileName) + get: (): Logger => new Logger(foreground, logFileName) }); const ds: DataStore = component.get(DataStore); @@ -81,7 +81,7 @@ async function initContainer(platformMode: string, logFileName?: string): Promis function usage(): void { console.info('usage: node main.js --port <port> --mode \ - <local/remote/pai/kubeflow/frameworkcontroller/paiYarn> --start_mode <new/resume> --experiment_id <id>'); + <local/remote/pai/kubeflow/frameworkcontroller/paiYarn> --start_mode <new/resume> --experiment_id <id> --foreground <true/false>'); } const strPort: string = parseArg(['--port', '-p']); @@ -90,6 +90,14 @@ if (!strPort || strPort.length === 0) { process.exit(1); } +const foregroundArg: string = parseArg(['--foreground', '-f']); +if (!('true' || 'false').includes(foregroundArg.toLowerCase())) { + console.log(`FATAL: foreground property should only be true or false`); + usage(); + process.exit(1); +} +const foreground: boolean = foregroundArg.toLowerCase() === 'true' ? true : false; + const port: number = parseInt(strPort, 10); const mode: string = parseArg(['--mode', '-m']); @@ -138,7 +146,7 @@ initStartupInfo(startMode, experimentId, port, logDir, logLevel, readonly); mkDirP(getLogDir()) .then(async () => { try { - await initContainer(mode); + await initContainer(foreground, mode); const restServer: NNIRestServer = component.get(NNIRestServer); await restServer.start(); const log: Logger = getLogger(); @@ -162,6 +170,15 @@ function getStopSignal(): any { } } +function getCtrlCSignal(): any { + return 'SIGINT'; +} + +process.on(getCtrlCSignal(), async () => { + const log: Logger = getLogger(); + log.info(`Get SIGINT signal!`); +}); + process.on(getStopSignal(), async () => { const log: Logger = getLogger(); let hasError: boolean = false; diff --git a/tools/nni_cmd/launcher.py b/tools/nni_cmd/launcher.py index 5d406a0ae3..fb4a86630d 100644 --- a/tools/nni_cmd/launcher.py +++ b/tools/nni_cmd/launcher.py @@ -9,7 +9,7 @@ import site import time import tempfile -from subprocess import Popen, check_call, CalledProcessError +from subprocess import Popen, check_call, CalledProcessError, PIPE from nni_annotation import expand_annotations, generate_search_space from nni.constants import ModuleName, AdvisorModuleName from .launcher_utils import validate_all_content @@ -78,17 +78,17 @@ def _generate_installation_path(sitepackages_path): print_error('Fail to find nni under python library') exit(1) -def start_rest_server(port, platform, mode, config_file_name, experiment_id=None, log_dir=None, log_level=None): +def start_rest_server(args, platform, mode, config_file_name, experiment_id=None, log_dir=None, log_level=None): '''Run nni manager process''' - if detect_port(port): + if detect_port(args.port): print_error('Port %s is used by another process, please reset the port!\n' \ - 'You could use \'nnictl create --help\' to get help information' % port) + 'You could use \'nnictl create --help\' to get help information' % args.port) exit(1) - if (platform != 'local') and detect_port(int(port) + 1): + if (platform != 'local') and detect_port(int(args.port) + 1): print_error('PAI mode need an additional adjacent port %d, and the port %d is used by another process!\n' \ 'You could set another port to start experiment!\n' \ - 'You could use \'nnictl create --help\' to get help information' % ((int(port) + 1), (int(port) + 1))) + 'You could use \'nnictl create --help\' to get help information' % ((int(args.port) + 1), (int(args.port) + 1))) exit(1) print_normal('Starting restful server...') @@ -99,7 +99,7 @@ def start_rest_server(port, platform, mode, config_file_name, experiment_id=None 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, entry_file, '--port', str(args.port), '--mode', platform] if mode == 'view': cmds += ['--start_mode', 'resume'] cmds += ['--readonly', 'true'] @@ -111,6 +111,8 @@ def start_rest_server(port, platform, mode, config_file_name, experiment_id=None cmds += ['--log_level', log_level] if mode in ['resume', 'view']: cmds += ['--experiment_id', experiment_id] + if args.foreground: + cmds += ['--foreground', 'true'] stdout_full_path, stderr_full_path = get_log_path(config_file_name) with open(stdout_full_path, 'a+') as stdout_file, open(stderr_full_path, 'a+') as stderr_file: time_now = time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(time.time())) @@ -120,9 +122,15 @@ def start_rest_server(port, platform, mode, config_file_name, experiment_id=None stderr_file.write(log_header) if sys.platform == 'win32': from subprocess import CREATE_NEW_PROCESS_GROUP - process = Popen(cmds, cwd=entry_dir, stdout=stdout_file, stderr=stderr_file, creationflags=CREATE_NEW_PROCESS_GROUP) + if args.foreground: + process = Popen(cmds, cwd=entry_dir, stdout=PIPE, stderr=PIPE, creationflags=CREATE_NEW_PROCESS_GROUP) + else: + process = Popen(cmds, cwd=entry_dir, stdout=stdout_file, stderr=stderr_file, creationflags=CREATE_NEW_PROCESS_GROUP) else: - process = Popen(cmds, cwd=entry_dir, stdout=stdout_file, stderr=stderr_file) + if args.foreground: + process = Popen(cmds, cwd=entry_dir, stdout=PIPE, stderr=PIPE) + else: + process = Popen(cmds, cwd=entry_dir, stdout=stdout_file, stderr=stderr_file) return process, str(time_now) def set_trial_config(experiment_config, port, config_file_name): @@ -424,7 +432,7 @@ def launch_experiment(args, experiment_config, mode, config_file_name, experimen if log_level not in ['trace', 'debug'] and (args.debug or experiment_config.get('debug') is True): log_level = 'debug' # start rest server - rest_process, start_time = start_rest_server(args.port, experiment_config['trainingServicePlatform'], \ + rest_process, start_time = start_rest_server(args, experiment_config['trainingServicePlatform'], \ mode, config_file_name, experiment_id, log_dir, log_level) nni_config.set_config('restServerPid', rest_process.pid) # Deal with annotation @@ -493,8 +501,15 @@ def launch_experiment(args, experiment_config, mode, config_file_name, experimen experiment_config['experimentName']) print_normal(EXPERIMENT_SUCCESS_INFO % (experiment_id, ' '.join(web_ui_url_list))) - if args.watch: - set_monitor(True, 3, args.port, rest_process.pid) + if args.foreground: + try: + while True: + log_content = rest_process.stdout.readline().strip().decode('utf-8') + print(log_content) + pass + except KeyboardInterrupt: + kill_command(rest_process.pid) + print_normal('Stopping experiment...') def create_experiment(args): '''start a new experiment''' diff --git a/tools/nni_cmd/nnictl.py b/tools/nni_cmd/nnictl.py index 856bd2adc8..d9da570abb 100644 --- a/tools/nni_cmd/nnictl.py +++ b/tools/nni_cmd/nnictl.py @@ -51,7 +51,7 @@ def parse_args(): parser_start.add_argument('--config', '-c', required=True, dest='config', help='the path of yaml config file') parser_start.add_argument('--port', '-p', default=DEFAULT_REST_PORT, dest='port', help='the port of restful server') parser_start.add_argument('--debug', '-d', action='store_true', help=' set debug mode') - parser_start.add_argument('--watch', '-w', action='store_true', help=' set watch mode') + parser_start.add_argument('--foreground', '-f', action='store_true', help=' set foreground mode, print log content to terminal') parser_start.set_defaults(func=create_experiment) # parse resume command @@ -59,7 +59,7 @@ def parse_args(): parser_resume.add_argument('id', nargs='?', help='The id of the experiment you want to resume') parser_resume.add_argument('--port', '-p', default=DEFAULT_REST_PORT, dest='port', help='the port of restful server') parser_resume.add_argument('--debug', '-d', action='store_true', help=' set debug mode') - parser_resume.add_argument('--watch', '-w', action='store_true', help=' set watch mode') + parser_resume.add_argument('--foreground', '-f', action='store_true', help=' set foreground mode, print log content to terminal') parser_resume.set_defaults(func=resume_experiment) # parse view command From 9b5acf3cea3fcd141f42b3847a8f700bfbe8aef0 Mon Sep 17 00:00:00 2001 From: Shinai Yang <shinyang@microsoft.com> Date: Tue, 14 Jan 2020 16:56:27 +0800 Subject: [PATCH 04/11] remove pass --- tools/nni_cmd/launcher.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tools/nni_cmd/launcher.py b/tools/nni_cmd/launcher.py index fb4a86630d..a9664f4d1f 100644 --- a/tools/nni_cmd/launcher.py +++ b/tools/nni_cmd/launcher.py @@ -506,7 +506,6 @@ def launch_experiment(args, experiment_config, mode, config_file_name, experimen while True: log_content = rest_process.stdout.readline().strip().decode('utf-8') print(log_content) - pass except KeyboardInterrupt: kill_command(rest_process.pid) print_normal('Stopping experiment...') From a4159dab86df044261ba9907fa80db86d3ec3dc0 Mon Sep 17 00:00:00 2001 From: Shinai Yang <shinyang@microsoft.com> Date: Tue, 14 Jan 2020 17:34:03 +0800 Subject: [PATCH 05/11] fix windows pipe --- tools/nni_cmd/launcher.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tools/nni_cmd/launcher.py b/tools/nni_cmd/launcher.py index a9664f4d1f..c53128e049 100644 --- a/tools/nni_cmd/launcher.py +++ b/tools/nni_cmd/launcher.py @@ -9,7 +9,7 @@ import site import time import tempfile -from subprocess import Popen, check_call, CalledProcessError, PIPE +from subprocess import Popen, check_call, CalledProcessError, PIPE, STDOUT from nni_annotation import expand_annotations, generate_search_space from nni.constants import ModuleName, AdvisorModuleName from .launcher_utils import validate_all_content @@ -123,7 +123,7 @@ def start_rest_server(args, platform, mode, config_file_name, experiment_id=None if sys.platform == 'win32': from subprocess import CREATE_NEW_PROCESS_GROUP if args.foreground: - process = Popen(cmds, cwd=entry_dir, stdout=PIPE, stderr=PIPE, creationflags=CREATE_NEW_PROCESS_GROUP) + process = Popen(cmds, cwd=entry_dir, stdout=PIPE, stderr=STDOUT, creationflags=CREATE_NEW_PROCESS_GROUP) else: process = Popen(cmds, cwd=entry_dir, stdout=stdout_file, stderr=stderr_file, creationflags=CREATE_NEW_PROCESS_GROUP) else: From fb0af3bc08339b90a6f7f20305879ff329a196d7 Mon Sep 17 00:00:00 2001 From: Shinai Yang <shinyang@microsoft.com> Date: Tue, 14 Jan 2020 17:35:45 +0800 Subject: [PATCH 06/11] fix pylint --- tools/nni_cmd/launcher.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tools/nni_cmd/launcher.py b/tools/nni_cmd/launcher.py index c53128e049..68033b2e53 100644 --- a/tools/nni_cmd/launcher.py +++ b/tools/nni_cmd/launcher.py @@ -20,7 +20,7 @@ detect_port, get_user, get_python_dir from .constants import NNICTL_HOME_DIR, ERROR_INFO, REST_TIME_OUT, EXPERIMENT_SUCCESS_INFO, LOG_HEADER, PACKAGE_REQUIREMENTS from .command_utils import check_output_command, kill_command -from .nnictl_utils import update_experiment, set_monitor +from .nnictl_utils import update_experiment def get_log_path(config_file_name): '''generate stdout and stderr log path''' @@ -508,7 +508,7 @@ def launch_experiment(args, experiment_config, mode, config_file_name, experimen print(log_content) except KeyboardInterrupt: kill_command(rest_process.pid) - print_normal('Stopping experiment...') + print_normal('Stopping experiment...') def create_experiment(args): '''start a new experiment''' From 536a9cb65e5f3f7af3ff2584c9e23e8ef7de8778 Mon Sep 17 00:00:00 2001 From: Shinai Yang <shinyang@microsoft.com> Date: Tue, 14 Jan 2020 17:46:29 +0800 Subject: [PATCH 07/11] fix pylint --- tools/nni_cmd/launcher.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/nni_cmd/launcher.py b/tools/nni_cmd/launcher.py index 68033b2e53..26332c37b0 100644 --- a/tools/nni_cmd/launcher.py +++ b/tools/nni_cmd/launcher.py @@ -508,7 +508,7 @@ def launch_experiment(args, experiment_config, mode, config_file_name, experimen print(log_content) except KeyboardInterrupt: kill_command(rest_process.pid) - print_normal('Stopping experiment...') + print_normal('Stopping experiment...') def create_experiment(args): '''start a new experiment''' From 954a1b15ff486900e31550d7900654678843d817 Mon Sep 17 00:00:00 2001 From: unknown <Administrator@MININT-27KBA7M.fareast.corp.microsoft.com> Date: Thu, 6 Feb 2020 17:36:09 +0800 Subject: [PATCH 08/11] fix comments --- src/nni_manager/common/log.ts | 41 ++++++++++++++++------------------- src/nni_manager/main.ts | 9 +++++++- 2 files changed, 27 insertions(+), 23 deletions(-) diff --git a/src/nni_manager/common/log.ts b/src/nni_manager/common/log.ts index 0bca56b37a..2b08586e6e 100644 --- a/src/nni_manager/common/log.ts +++ b/src/nni_manager/common/log.ts @@ -4,13 +4,11 @@ 'use strict'; import * as fs from 'fs'; -import * as path from 'path'; import { Writable } from 'stream'; import { WritableStreamBuffer } from 'stream-buffers'; import { format } from 'util'; import * as component from '../common/component'; import { getExperimentStartupInfo, isReadonly } from './experimentStartupInfo'; -import { getLogDir } from './utils'; const FATAL: number = 1; const ERROR: number = 2; @@ -55,24 +53,21 @@ class BufferSerialEmitter { @component.Singleton class Logger { - private DEFAULT_LOGFILE: string = path.join(getLogDir(), 'nnimanager.log'); private level: number = INFO; - private bufferSerialEmitter: BufferSerialEmitter; - private writable: Writable; + private bufferSerialEmitter?: BufferSerialEmitter; + private writable?: Writable; private readonly: boolean = false; - private foreground: boolean = false; - constructor(foreground: boolean, fileName?: string) { + constructor(fileName?: string) { let logFile: string | undefined = fileName; - if (logFile === undefined) { - logFile = this.DEFAULT_LOGFILE; + if (logFile) { + this.writable = fs.createWriteStream(logFile, { + flags: 'a+', + encoding: 'utf8', + autoClose: true + }); + this.bufferSerialEmitter = new BufferSerialEmitter(this.writable); } - this.writable = fs.createWriteStream(logFile, { - flags: 'a+', - encoding: 'utf8', - autoClose: true - }); - this.bufferSerialEmitter = new BufferSerialEmitter(this.writable); const logLevelName: string = getExperimentStartupInfo() .getLogLevel(); @@ -82,11 +77,12 @@ class Logger { } this.readonly = isReadonly(); - this.foreground = foreground; } public close(): void { - this.writable.destroy(); + if (this.writable) { + this.writable.destroy(); + } } public trace(...param: any[]): void { @@ -130,14 +126,15 @@ class Logger { */ private log(level: string, param: any[]): void { if (!this.readonly) { - const buffer: WritableStreamBuffer = new WritableStreamBuffer(); const logContent = `[${(new Date()).toLocaleString()}] ${level} ${format(param)}\n`; - buffer.write(logContent); - buffer.end(); - if (this.foreground) { + if (this.writable && this.bufferSerialEmitter) { + const buffer: WritableStreamBuffer = new WritableStreamBuffer(); + buffer.write(logContent); + buffer.end(); + this.bufferSerialEmitter.feed(buffer.getContents()); + } else { console.log(logContent); } - this.bufferSerialEmitter.feed(buffer.getContents()); } } } diff --git a/src/nni_manager/main.ts b/src/nni_manager/main.ts index 9ee12f4653..51f964756e 100644 --- a/src/nni_manager/main.ts +++ b/src/nni_manager/main.ts @@ -6,6 +6,7 @@ import { Container, Scope } from 'typescript-ioc'; import * as fs from 'fs'; +import * as path from 'path'; import * as component from './common/component'; import { Database, DataStore } from './common/datastore'; import { setExperimentStartupInfo } from './common/experimentStartupInfo'; @@ -71,8 +72,14 @@ async function initContainer(foreground: boolean, platformMode: string, logFileN Container.bind(DataStore) .to(NNIDataStore) .scope(Scope.Singleton); + const DEFAULT_LOGFILE: string = path.join(getLogDir(), 'nnimanager.log'); + if (foreground) { + logFileName = undefined; + } else if (logFileName === undefined) { + logFileName = DEFAULT_LOGFILE; + } Container.bind(Logger).provider({ - get: (): Logger => new Logger(foreground, logFileName) + get: (): Logger => new Logger(logFileName) }); const ds: DataStore = component.get(DataStore); From 26a000b30f89c8777a2cd966935d23221ffcbdaa Mon Sep 17 00:00:00 2001 From: unknown <Administrator@MININT-27KBA7M.fareast.corp.microsoft.com> Date: Thu, 6 Feb 2020 18:55:28 +0800 Subject: [PATCH 09/11] fix eslint --- src/nni_manager/common/log.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/nni_manager/common/log.ts b/src/nni_manager/common/log.ts index 2b08586e6e..9bf2b92c88 100644 --- a/src/nni_manager/common/log.ts +++ b/src/nni_manager/common/log.ts @@ -59,7 +59,7 @@ class Logger { private readonly: boolean = false; constructor(fileName?: string) { - let logFile: string | undefined = fileName; + const logFile: string | undefined = fileName; if (logFile) { this.writable = fs.createWriteStream(logFile, { flags: 'a+', From 2f644f0aa572699487fa9d80ecb30e8e5cd4d9f4 Mon Sep 17 00:00:00 2001 From: unknown <Administrator@MININT-27KBA7M.fareast.corp.microsoft.com> Date: Fri, 7 Feb 2020 11:13:28 +0800 Subject: [PATCH 10/11] add doc for PAI --- docs/en_US/TrainingService/PaiMode.md | 28 +++++++++++++++++++++++++- docs/img/pai_data_management_page.jpg | Bin 0 -> 226121 bytes docs/img/pai_job_submission_page.jpg | Bin 0 -> 127488 bytes docs/img/pai_token_button.jpg | Bin 0 -> 16503 bytes docs/img/pai_token_profile.jpg | Bin 0 -> 55722 bytes 5 files changed, 27 insertions(+), 1 deletion(-) create mode 100644 docs/img/pai_data_management_page.jpg create mode 100644 docs/img/pai_job_submission_page.jpg create mode 100644 docs/img/pai_token_button.jpg create mode 100644 docs/img/pai_token_profile.jpg diff --git a/docs/en_US/TrainingService/PaiMode.md b/docs/en_US/TrainingService/PaiMode.md index 3174e1079b..73a52af9be 100644 --- a/docs/en_US/TrainingService/PaiMode.md +++ b/docs/en_US/TrainingService/PaiMode.md @@ -3,7 +3,33 @@ NNI supports running an experiment on [OpenPAI](https://github.com/Microsoft/pai) (aka pai), called pai mode. Before starting to use NNI pai mode, you should have an account to access an [OpenPAI](https://github.com/Microsoft/pai) cluster. See [here](https://github.com/Microsoft/pai#how-to-deploy) if you don't have any OpenPAI account and want to deploy an OpenPAI cluster. In pai mode, your trial program will run in pai's container created by Docker. ## Setup environment -Install NNI, follow the install guide [here](../Tutorial/QuickStart.md). +Step 1. Install NNI, follow the install guide [here](../Tutorial/QuickStart.md). +Step 2. Get PAI token. +Click `My profile` button in the top-right side of PAI's webprotal. +![](../../img/pai_token_button.jpg) +Find the token management region, copy one of the token as your account token. +![](../../img/pai_token_profile.jpg) +Step 3. Mount NFS storage to local machine. + Click `Submit job` button in PAI's webportal. +![](../../img/pai_job_submission_page.jpg) + Find the data management region in job submission page. +![](../../img/pai_data_management_page.jpg) +The `DEFAULT_STORAGE`field is the path to be mounted in PAI's container when a job is started. The `Preview container paths` is the NFS host and path that PAI provided, you need to mount the corresponding host and path to your local machine first, then NNI could use the PAI's NFS storage. +For example, use the following command: +``` +sudo mount nfs://gcr-openpai-infra02:/pai/data /local/mnt +``` +Then the `/data` folder in container will be mounted to `/local/mnt` folder in your local machine. +You could use the following configuration in your NNI's config file: +``` + nniManagerNFSMountPath: /local/mnt + containerNFSMountPath: /data +``` +Step 4. Get PAI's storage plugin name. +Contact PAI's admin, and get the PAI's storage plugin name for NFS storage. The default storage name is `teamwise_storage`, the configuration in NNI's config file is in following value: +``` +paiStoragePlugin: teamwise_storage +``` ## Run an experiment Use `examples/trials/mnist-annotation` as an example. 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z{==<DH&2&dw(HWuRwc<N?`#X-#{Q+#Mp)NTdytnjjIu}511-}4lgz|}2fr?RTmK$> zN5bs*-~SnwN`pz@{RwH;|NUop=>{f2cPnfK-emVH5KMwDQOE`90u#XN6-Kp=2GeMg z7|l7OrNn57NT}jyIPmGG+>GVGVK}l*)fm+`8g8R$U^ESkrh(BkFq#I4P6PG-Zvp@T CkE@OV literal 0 HcmV?d00001 From 65e0c2779383db4e87318892083007d3e71a5f47 Mon Sep 17 00:00:00 2001 From: unknown <Administrator@MININT-27KBA7M.fareast.corp.microsoft.com> Date: Fri, 7 Feb 2020 15:44:53 +0800 Subject: [PATCH 11/11] fix comments --- docs/en_US/TrainingService/PaiMode.md | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/docs/en_US/TrainingService/PaiMode.md b/docs/en_US/TrainingService/PaiMode.md index a3f4c4c35c..841ac54471 100644 --- a/docs/en_US/TrainingService/PaiMode.md +++ b/docs/en_US/TrainingService/PaiMode.md @@ -3,12 +3,14 @@ NNI supports running an experiment on [OpenPAI](https://github.com/Microsoft/pai) (aka pai), called pai mode. Before starting to use NNI pai mode, you should have an account to access an [OpenPAI](https://github.com/Microsoft/pai) cluster. See [here](https://github.com/Microsoft/pai#how-to-deploy) if you don't have any OpenPAI account and want to deploy an OpenPAI cluster. In pai mode, your trial program will run in pai's container created by Docker. ## Setup environment -Step 1. Install NNI, follow the install guide [here](../Tutorial/QuickStart.md). +Step 1. Install NNI, follow the install guide [here](../Tutorial/QuickStart.md). + Step 2. Get PAI token. Click `My profile` button in the top-right side of PAI's webprotal. ![](../../img/pai_token_button.jpg) Find the token management region, copy one of the token as your account token. ![](../../img/pai_token_profile.jpg) + Step 3. Mount NFS storage to local machine. Click `Submit job` button in PAI's webportal. ![](../../img/pai_job_submission_page.jpg) @@ -22,9 +24,10 @@ sudo mount nfs://gcr-openpai-infra02:/pai/data /local/mnt Then the `/data` folder in container will be mounted to `/local/mnt` folder in your local machine. You could use the following configuration in your NNI's config file: ``` - nniManagerNFSMountPath: /local/mnt - containerNFSMountPath: /data -``` +nniManagerNFSMountPath: /local/mnt +containerNFSMountPath: /data +``` + Step 4. Get PAI's storage plugin name. Contact PAI's admin, and get the PAI's storage plugin name for NFS storage. The default storage name is `teamwise_storage`, the configuration in NNI's config file is in following value: ```