def ft_demo_v1():
# test_data_name = "dorothea"
# test_data_name = "coil2000"
# test_data_name = "magic"
# test_data_name = "digits"
# test_data_name = "ring"
# test_data_name = "banana"
# test_data_name = "heart"
# test_data_name = "liver"
# test_data_name = "christine"
# test_data_name = "jasmine"
test_data_name = "madeline"
# test_data_name = "philippine"
# test_data_name = "sylvine"
# test_data_name = 'newsgroups'
# test_data_name = 'adult'
test_time_budget = 5 * 60 # seconds TODO - this should also be in an experiment config file
# FIXME - TEST_INPUT_DIR is not a constant! - this should be in an experiment config file
constants.TEST_INPUT_DIR = os.path.join('..', 'data', 'phase_1')
mgr = FixedLearnersStackingManager(constants.TEST_INPUT_DIR, constants.TEST_OUTPUT_DIR, test_data_name,
test_time_budget,
compute_quantum=5, plot=True,
overhead_memory=constants.OVERHEAD,
cgroup_soft_limit=constants.CGROUP_SOFT_LIMIT,
cgroup_hard_limit=constants.CGROUP_HARD_LIMIT)
mgr.communicate()
def ft_demo_v1():
# test_data_name = "dorothea"
# test_data_name = "coil2000"
# test_data_name = "magic"
# test_data_name = "digits"
# test_data_name = "ring"
# test_data_name = "banana"
# test_data_name = "heart"
# test_data_name = "liver"
# test_data_name = "christine"
# test_data_name = "jasmine"
test_data_name = "madeline"
# test_data_name = "philippine"
# test_data_name = "sylvine"
# test_data_name = 'newsgroups'
# test_data_name = 'adult'
test_time_budget = 5 * 60 # seconds TODO - this should also be in an experiment config file
# FIXME - TEST_INPUT_DIR is not a constant! - this should be in an experiment config file
constants.TEST_INPUT_DIR = os.path.join('..', 'data', 'phase_1')
mgr = FixedLearnersStackingManager(
constants.TEST_INPUT_DIR,
constants.TEST_OUTPUT_DIR,
test_data_name,
test_time_budget,
compute_quantum=5,
plot=True,
overhead_memory=constants.OVERHEAD,
cgroup_soft_limit=constants.CGROUP_SOFT_LIMIT,
cgroup_hard_limit=constants.CGROUP_HARD_LIMIT)
mgr.communicate()
def run_experiment_file(filename, plot_override=True, separate_process=False):
"""
This is intended to be the function that's called to initiate a series of experiments.
"""
exp = load_experiment_details(filename=filename)
print("BEGIN EXPERIMENT SPECIFICATIONS")
print(exp_params_to_str(exp))
print("END EXPERIMENT SPECIFICATIONS")
# # Set number of processors
p = psutil.Process()
all_cpus = list(range(psutil.cpu_count() - 1))
p.cpu_affinity(all_cpus)
# Set up logging
root_logger = logging.getLogger()
root_logger.setLevel(logging.DEBUG)
form = logging.Formatter("[%(levelname)s/%(processName)s] %(asctime)s %(message)s")
# Handler for logging to stderr
sh = logging.StreamHandler(stream=sys.stdout)
sh.setLevel(logging.WARN) # set level here
# sh.addFilter(ProcessFilter()) # filter to show only logs from manager
sh.setFormatter(form)
root_logger.addHandler(sh)
# Handler for logging to file
util.move_make_file(constants.LOGFILE)
fh = logging.handlers.RotatingFileHandler(constants.LOGFILE, maxBytes=512 * 1024 * 1024)
fh.setLevel(logging.DEBUG)
fh.setFormatter(form)
root_logger.addHandler(fh)
# Make output dir
util.move_make(exp["output_dir"])
# Make score dir and learning curve
if exp["score_dir"] is not None:
util.move_make(exp["score_dir"])
with open(os.path.join(exp["score_dir"], "learning_curve.csv"), "w") as score_file:
score_file.write("Time,Score\n")
# Record start time
open(os.path.join(exp["output_dir"], exp["basename"] + ".firstpost"), "wb").close()
# Plotting?
if plot_override is not None:
exp["plot"] = plot_override
# Start manager
mgr = FixedLearnersStackingManager(
exp["input_dir"],
exp["output_dir"],
exp["basename"],
exp["time_budget"],
compute_quantum=exp["compute_quantum"],
plot=exp["plot"],
overhead_memory=constants.OVERHEAD,
cgroup_soft_limit=constants.CGROUP_SOFT_LIMIT,
cgroup_hard_limit=constants.CGROUP_HARD_LIMIT,
exp=exp,
)
if separate_process:
# Create process
p = Process(target=agent.start_communication, kwargs=dict(agent=mgr))
p.name = "manager"
p.start()
print("\nPress enter to terminate at any time.\n")
while True:
if not p.is_alive():
break
# Wait for one second to see if any keyboard input
i, o, e = select.select([sys.stdin], [], [], 1)
if i:
print("\n\nTerminating")
try:
ps = psutil.Process(pid=p.pid)
ps.send_signal(signal.SIGTERM)
p.join(timeout=5)
if p.is_alive():
print("Didn't respond to SIGTERM")
util.murder_family(pid=p.pid, killall=True, sig=signal.SIGKILL)
except psutil.NoSuchProcess:
pass # already dead
break
else:
mgr.communicate()