def __init__(self, settings, verbose = True):
Printer.__init__(self, 'COMMUNICATOR', color = 'grey')
self.settings = settings
self.account_details = self.settings['account_details']
self.account_details['exp_names'] = [exp['name'] for exp in self.settings['experiments']]
self.verbose = verbose
self.option = self.settings['communicator']['type']
if self.option == 'auto':
# prepare file dumping mechanism for all experiments
for experiment in self.settings['experiments']:
request = {'exp_identifier': experiment['name'], 'kind': 'start'}
self.RECEIVED_REQUESTS.append(request)
elif self.option == 'gmail':
# prepare gmail communication
# GMailCommunicator.__init__(self.account_details)
self.bot = Bot()
raise NotImplementedError
elif self.option == 'twitter':
# prepare twitter communication
# TwitterCommunicator.__init__(self.account_details)
self.bot = Bot()
raise NotImplementedError
elif self.option == 'slack':
self._print('setting up Slack streaming')
self.bot = Bot()
SlackCommunicator.__init__(self, self.settings['communicator'], self.account_details)
else:
self._print('did not understand option: %s' % self.option)
raise NotImplementedError
def __init__(self, verbose=True):
Printer.__init__(self, 'CHEM_OS', color='green')
self.verbose = verbose
# initialize bot manager
if self.verbose: self._print('initializing bot manager')
self.bot_manager = BotManager(settings=self.SETTINGS)
# FIXME: THE LINE BELOW DO NOT ALIGN WITH THE IDEAL WORKFLOW
self.bot_manager.boot_bots()
# initialize communicator
if self.verbose: self._print('initializing communicator')
self.communicator = Communicator(settings=self.SETTINGS)
# initialize feedback handler
if self.verbose: self._print('initializing feedback handler')
self.feedback_handler = FeedbackHandler(settings=self.SETTINGS)
# initialize request handler
if self.verbose: self._print('initializing request handler')
self.request_handler = RequestHandler(settings=self.SETTINGS)
# initialize results handler
if self.verbose: self._print('initializing results handler')
self.results_handler = ResultsHandler(settings=self.SETTINGS)
# initialize parameter generator
if self.verbose: self._print('initializing parameter generator')
self.param_generator = ParamGenerator(settings=self.SETTINGS)
# initialize analyzer
if self.verbose: self._print('initializing analyzer')
self.analyzer = Analyzer(settings=self.SETTINGS)
def __init__(self, settings, verbose=True):
Printer.__init__(self, 'BOT MANAGER', color='red')
self.settings = settings
self.verbose = verbose
self._create_database()
# add all bots found in settings
self._add_all_bots()
def __init__(self, settings, verbose=True):
Printer.__init__(self, 'PARAMETER GENERATOR')
self.settings = settings
self.verbose = verbose
self.settings['algorithm']['scratch_dir'] = self.settings[
'scratch_dir']
# importing the wrappers here allows to use one optimimization algorithm
# without having installed the others
if self.settings['algorithm']['name'] == 'phoenics':
from ParamGenerator.Phoenics.phoenics_wrapper import PhoenicsWrapper
self.optimization_algorithm = PhoenicsWrapper(
self.settings['algorithm'])
elif self.settings['algorithm']['name'] == 'smac':
from ParamGenerator.SMAC.smac_wrapper import SmacWrapper
self.optimization_algorithm = SmacWrapper(
self.settings['algorithm'])
elif self.settings['algorithm']['name'] == 'spearmint':
from ParamGenerator.Spearmint.spearmint_wrapper import SpearmintWrapper
self.optimization_algorithm = SpearmintWrapper(
self.settings['algorithm'])
elif self.settings['algorithm']['name'] == 'random_search':
from ParamGenerator.RandomSearch.random_search_wrapper import RandomsearchWrapper
self.optimization_algorithm = RandomsearchWrapper(
self.settings['algorithm'])
else:
raise NotImplementedError
self.BUSY = {
experiment['name']: False
for experiment in self.settings['experiments']
}
self.number_proposed_parameters = {
experiment['name']: 0
for experiment in self.settings['experiments']
}
self._create_database()
self.number_proposed_recipes = {}
def __init__(self, settings, verbose=True):
Printer.__init__(self, 'RESULTS HANDLER', color='yellow')
self.settings = settings
self.verbose = verbose
self._create_database()
def __init__(self, settings, verbose=True):
Printer.__init__(self, 'ANALYZER', color='grey')
self.settings = settings
self.verbose = verbose