utils.py

# Copyright (c) Microsoft Corporation
# All rights reserved.
#
# MIT License
#
# Permission is hereby granted, free of charge,
# to any person obtaining a copy of this software and associated
# documentation files (the "Software"), to deal in the Software without restriction,
# including without limitation the rights to use, copy, modify, merge, publish,
# distribute, sublicense, and/or sell copies of the Software, and
# to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included
# in all copies or substantial portions of the Software.
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# THE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING
# BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
# NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM,
# DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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import contextlib
import collections
import json
import os
import subprocess
import requests
import yaml

EXPERIMENT_DONE_SIGNAL = '"Experiment done"'

GREEN = '\33[32m'
RED = '\33[31m'
CLEAR = '\33[0m'

REST_ENDPOINT = 'http://localhost:8080/api/v1/nni'
EXPERIMENT_URL = REST_ENDPOINT + '/experiment'
STATUS_URL = REST_ENDPOINT + '/check-status'
TRIAL_JOBS_URL = REST_ENDPOINT + '/trial-jobs'
METRICS_URL = REST_ENDPOINT + '/metric-data'

def read_last_line(file_name):
    '''read last line of a file and return None if file not found'''
    try:
        *_, last_line = open(file_name)
        return last_line.strip()
    except (FileNotFoundError, ValueError):
        return None

def remove_files(file_list):
    '''remove a list of files'''
    for file_path in file_list:
        with contextlib.suppress(FileNotFoundError):
            os.remove(file_path)

def get_yml_content(file_path):
    '''Load yaml file content'''
    with open(file_path, 'r') as file:
        return yaml.load(file)

def dump_yml_content(file_path, content):
    '''Dump yaml file content'''
    with open(file_path, 'w') as file:
        file.write(yaml.dump(content, default_flow_style=False))

def setup_experiment(installed=True):
    '''setup the experiment if nni is not installed'''
    if not installed:
        os.environ['PATH'] = os.environ['PATH'] + ':' + os.environ['PWD']
        sdk_path = os.path.abspath('../src/sdk/pynni')
        cmd_path = os.path.abspath('../tools')
        pypath = os.environ.get('PYTHONPATH')
        if pypath:
            pypath = ':'.join([pypath, sdk_path, cmd_path])
        else:
            pypath = ':'.join([sdk_path, cmd_path])
        os.environ['PYTHONPATH'] = pypath

def fetch_nni_log_path(experiment_url):
    '''get nni's log path from nni's experiment url'''
    experiment_profile = requests.get(experiment_url)
    experiment_id = json.loads(experiment_profile.text)['id']
    experiment_path = os.path.join(os.environ['HOME'], 'nni/experiments', experiment_id)
    nnimanager_log_path = os.path.join(experiment_path, 'log', 'nnimanager.log')

    return nnimanager_log_path

def is_experiment_done(nnimanager_log_path):
    '''check if the experiment is done successfully'''
    assert os.path.exists(nnimanager_log_path), 'Experiment starts failed'
    cmds = ['cat', nnimanager_log_path, '|', 'grep', EXPERIMENT_DONE_SIGNAL]
    completed_process = subprocess.run(' '.join(cmds), shell=True)

    return completed_process.returncode == 0

def get_experiment_status(status_url):
    nni_status = requests.get(status_url).json()
    #print(nni_status)
    return nni_status['status']

def get_succeeded_trial_num(trial_jobs_url):
    trial_jobs = requests.get(trial_jobs_url).json()
    print(trial_jobs)
    num_succeed = 0
    for trial_job in trial_jobs:
        if trial_job['status'] in ['SUCCEEDED', 'EARLY_STOPPED']:
            num_succeed += 1
    print('num_succeed:', num_succeed)
    return num_succeed

def print_stderr(trial_jobs_url):
    trial_jobs = requests.get(trial_jobs_url).json()
    for trial_job in trial_jobs:
        if trial_job['status'] == 'FAILED':
            stderr_path = trial_job['stderrPath'].split(':')[-1]
            subprocess.run(['cat', stderr_path])

def parse_max_duration_time(max_exec_duration):
    unit = max_exec_duration[-1]
    time = max_exec_duration[:-1]
    units_dict = {'s':1, 'm':60, 'h':3600, 'd':86400}
    return int(time) * units_dict[unit]

def deep_update(source, overrides):
    """Update a nested dictionary or similar mapping.

    Modify ``source`` in place.
    """
    for key, value in overrides.items():
        if isinstance(value, collections.Mapping) and value:
            returned = deep_update(source.get(key, {}), value)
            source[key] = returned
        else:
            source[key] = overrides[key]
    return source