# Path: studio/runner.py
# def main(args=sys.argv[1:]):
# def spin_up_workers(
#         runner_args,
#         config,
#         resources_needed,
#         queue_name,
#         verbose=10):
# def get_experiment_fitnesses(experiments, optimizer, config, logger):
# def _parse_artifacts(art_list, mutable):
# def _parse_external_artifacts(art_list, db):
# def _setup_artifacts_creds(artifacts, storage_creds):
# def _parse_hardware(runner_args, config={}):
# def _add_hyperparam_experiments(
#         exec_filename,
#         other_args,
#         runner_args,
#         artifacts,
#         resources_needed,
#         logger,
#         optimizer=None,
#         hyperparam_tuples=None):
#     def create_experiments(hyperparam_tuples):


import sys
import argparse
from studio import runner
                           type=int,
                           default=5000)

    argparser.add_argument('--host',
                           help='host name.',
                           default='0.0.0.0')

    argparser.add_argument(
        '--killafter',
        help='Shut down after this many seconds of inactivity',
        default=3600)

    options, other_args = argparser.parse_known_args(sys.argv[1:])
    serve_args = ['studio::serve_main']

    assert len(other_args) >= 1
    experiment_key = other_args[-1]
    runner_args = other_args[:-1]
    runner_args.append('--reuse={}/modeldir:modeldata'.format(experiment_key))
    runner_args.append('--force-git')
    runner_args.append('--port=' + str(options.port))

    if options.wrapper:
        serve_args.append('--wrapper=' + options.wrapper)
        serve_args.append('--port=' + str(options.port))

    serve_args.append('--host=' + options.host)
    serve_args.append('--killafter=' + str(options.killafter))

    total_args = runner_args + serve_args

# Path: studio/runner.py
# def main(args=sys.argv[1:]):
# def spin_up_workers(
#         runner_args,
#         config,
#         resources_needed,
#         queue_name,
#         verbose=10):
# def get_experiment_fitnesses(experiments, optimizer, config, logger):
# def _parse_artifacts(art_list, mutable):
# def _parse_external_artifacts(art_list, db):
# def _setup_artifacts_creds(artifacts, storage_creds):
# def _parse_hardware(runner_args, config={}):
# def _add_hyperparam_experiments(
#         exec_filename,
#         other_args,
#         runner_args,
#         artifacts,
#         resources_needed,
#         logger,
#         optimizer=None,
#         hyperparam_tuples=None):
#     def create_experiments(hyperparam_tuples):


# Path: studio/serve.py
import sys
import argparse
from studio import runner

                           type=int,
                           default=5000)

    argparser.add_argument('--host',
                           help='host name.',
                           default='0.0.0.0')

    argparser.add_argument(
        '--killafter',
        help='Shut down after this many seconds of inactivity',
        default=3600)

    options, other_args = argparser.parse_known_args(sys.argv[1:])
    serve_args = ['studio::serve_main']

    assert len(other_args) >= 1
    experiment_key = other_args[-1]
    runner_args = other_args[:-1]
    runner_args.append('--reuse={}/modeldir:modeldata'.format(experiment_key))
    runner_args.append('--force-git')
    runner_args.append('--port=' + str(options.port))

    if options.wrapper:
        serve_args.append('--wrapper=' + options.wrapper)
        serve_args.append('--port=' + str(options.port))

    serve_args.append('--host=' + options.host)
    serve_args.append('--killafter=' + str(options.killafter))

    total_args = runner_args + serve_args

    runner.main(total_args)