def main():
for net_dict_func in [net_dict_ae_rnn]:
for appliance in ['microwave']:
full_exp_name = NAME + '_' + appliance + '_' + net_dict_func.name
change_dir(PATH, full_exp_name)
configure_logger(full_exp_name)
logger = logging.getLogger(full_exp_name)
global multi_source
multi_source = get_source(appliance, logger, is_rnn=True)
seq_length = multi_source.sources[0]['source'].seq_length
net_dict = net_dict_func(seq_length)
epochs = net_dict.pop('epochs')
try:
net = exp_a(full_exp_name, net_dict, multi_source)
net.experiment_name = 'e567_microwave_ae'
net.set_csv_filenames()
net.load_params(iteration=100000,
path='/data/dk3810/figures/e567_microwave_ae')
net.experiment_name = full_exp_name
net.set_csv_filenames()
run_experiment(net, epochs=epochs)
except KeyboardInterrupt:
logger.info("KeyboardInterrupt")
break
except Exception:
logger.exception("Exception")
# raise
finally:
logging.shutdown()
def main():
for net_dict_func in [net_dict_ae_rnn]:
for appliance in ['microwave']:
full_exp_name = NAME + '_' + appliance + '_' + net_dict_func.name
change_dir(PATH, full_exp_name)
configure_logger(full_exp_name)
logger = logging.getLogger(full_exp_name)
global multi_source
multi_source = get_source(
appliance,
logger,
is_rnn=True
)
seq_length = multi_source.sources[0]['source'].seq_length
net_dict = net_dict_func(seq_length)
epochs = net_dict.pop('epochs')
try:
net = exp_a(full_exp_name, net_dict, multi_source)
net.experiment_name = 'e567_microwave_ae'
net.set_csv_filenames()
net.load_params(iteration=100000, path='/data/dk3810/figures/e567_microwave_ae')
net.experiment_name = full_exp_name
net.set_csv_filenames()
run_experiment(net, epochs=epochs)
except KeyboardInterrupt:
logger.info("KeyboardInterrupt")
break
except Exception:
logger.exception("Exception")
# raise
finally:
logging.shutdown()
def main():
# for net_dict_func in [net_dict_ae, net_dict_rectangles, net_dict_rnn]:
for net_dict_func in [net_dict_ae, net_dict_rectangles]:
for appliance in ['microwave', 'kettle', 'dish washer']:
full_exp_name = NAME + '_' + appliance + '_' + net_dict_func.name
change_dir(PATH, full_exp_name)
configure_logger(full_exp_name)
logger = logging.getLogger(full_exp_name)
global multi_source
multi_source = get_source(
appliance,
logger,
target_is_start_and_end_and_mean=(net_dict_func == net_dict_rectangles),
is_rnn=(net_dict_func == net_dict_rnn)
)
seq_length = multi_source.sources[0]['source'].seq_length
net_dict = net_dict_func(seq_length)
epochs = net_dict.pop('epochs')
try:
net = exp_a(full_exp_name, net_dict, multi_source)
run_experiment(net, epochs=epochs)
except KeyboardInterrupt:
logger.info("KeyboardInterrupt")
break
except Exception:
logger.exception("Exception")
# raise
finally:
logging.shutdown()
def main():
# for net_dict_func in [net_dict_ae, net_dict_rectangles, net_dict_rnn]:
for net_dict_func in [net_dict_rnn]:
# for appliance in ['microwave', 'washing machine',
# 'fridge', 'kettle', 'dish washer']:
for appliance in [
'washing machine', 'fridge', 'kettle', 'dish washer'
]:
# REMOVE IF RUN FROM SCRATCH:
if net_dict_func == net_dict_ae:
if appliance in [
'microwave', 'washing machine', 'dish washer'
]:
continue
elif net_dict_func == net_dict_rectangles:
if appliance == 'microwave':
continue
full_exp_name = NAME + '_' + appliance + '_' + net_dict_func.name
change_dir(PATH, full_exp_name)
configure_logger(full_exp_name)
logger = logging.getLogger(full_exp_name)
global multi_source
multi_source = get_source(
appliance,
logger,
target_is_start_and_end_and_mean=(
net_dict_func == net_dict_rectangles),
is_rnn=(net_dict_func == net_dict_rnn))
seq_length = multi_source.sources[0]['source'].seq_length
net_dict = net_dict_func(seq_length)
epochs = net_dict.pop('epochs')
try:
net = exp_a(full_exp_name, net_dict, multi_source)
# REMOVE IF RUN FROM SCRATCH:
if (appliance == 'washing machine'
and net_dict_func == net_dict_rectangles):
net.load_params(85351)
if (appliance == 'washing machine'
and net_dict_func == net_dict_rnn):
net.load_params(4000)
run_experiment(net, epochs=epochs)
except KeyboardInterrupt:
logger.info("KeyboardInterrupt")
break
except Exception:
logger.exception("Exception")
# raise
finally:
logging.shutdown()
def main():
# for net_dict_func in [net_dict_ae, net_dict_rectangles, net_dict_rnn]:
for net_dict_func in [net_dict_rnn]:
# for appliance in ['microwave', 'washing machine',
# 'fridge', 'kettle', 'dish washer']:
for appliance in ['washing machine',
'fridge', 'kettle', 'dish washer']:
# REMOVE IF RUN FROM SCRATCH:
if net_dict_func == net_dict_ae:
if appliance in ['microwave', 'washing machine', 'dish washer']:
continue
elif net_dict_func == net_dict_rectangles:
if appliance == 'microwave':
continue
full_exp_name = NAME + '_' + appliance + '_' + net_dict_func.name
change_dir(PATH, full_exp_name)
configure_logger(full_exp_name)
logger = logging.getLogger(full_exp_name)
global multi_source
multi_source = get_source(
appliance,
logger,
target_is_start_and_end_and_mean=(net_dict_func == net_dict_rectangles),
is_rnn=(net_dict_func == net_dict_rnn)
)
seq_length = multi_source.sources[0]['source'].seq_length
net_dict = net_dict_func(seq_length)
epochs = net_dict.pop('epochs')
try:
net = exp_a(full_exp_name, net_dict, multi_source)
# REMOVE IF RUN FROM SCRATCH:
if (appliance == 'washing machine' and
net_dict_func == net_dict_rectangles):
net.load_params(85351)
if (appliance == 'washing machine' and
net_dict_func == net_dict_rnn):
net.load_params(4000)
run_experiment(net, epochs=epochs)
except KeyboardInterrupt:
logger.info("KeyboardInterrupt")
break
except Exception:
logger.exception("Exception")
# raise
finally:
logging.shutdown()
