if __name__ == '__main__':
# list configs in active directory
configs = os.listdir( '../configs/active' )
# iterate over each config and perform experiment
for config_file in configs:
# set config path
config_path = f'../configs/active/{ config_file }'
# load config file
config = json.load(open(config_path))
# get experiment path
experiment_name = config['experiment']['name']
experiment_path = f'../experiments/{ experiment_name }'
# initialize experiment
experiment = Experiment(experiment_name)
experiment.captured_out_filter = apply_backspaces_and_linefeeds
experiment.observers.append(FileStorageObserver.create(experiment_path))
# wrap run function (sacred reasons)
def wrapper():
run( config, config_path )
# run experiment
experiment.automain( wrapper )
experiment.add_artifact(full_kfold_summary_file_path)
experiment.add_artifact(all_results_file_path)
if __name__ == '__main__':
# list configs in active directory
configs = os.listdir('../configs/active')
# iterate over each config and perform experiment
for config_file in configs:
# set config path
config_path = f'../configs/active/{config_file}'
# load config file
config = json.load(open(config_path))
# get experiment path
experiment_name = config['experiment']['name']
experiment_path = f'../experiments/{experiment_name}'
# initialize experiment
experiment = Experiment(experiment_name)
experiment.captured_out_filter = apply_backspaces_and_linefeeds
experiment.observers.append(
FileStorageObserver.create(experiment_path))
# run experiment
experiment.automain(run)
epochs=EPOCHS,
verbose=1,
callbacks=MODEL_CALLBACKS,
validation_data=(x_test, y_test),
shuffle=True)
plot_loss(history, PLOT_FILE)
model_path = f'{ os.path.splitext(MODEL_PATH)[0] }_{ fold_index }.h5'
model.save(model_path)
if Experiment is not None:
experiment.add_artifact(PLOT_FILE)
experiment.add_artifact(model_path)
if __name__ == '__main__':
if Experiment is not None:
experiment_path = f'{EXPERIMENT_ROOT}/{ EXPERIMENT_NAME }'
experiment = Experiment(EXPERIMENT_NAME)
experiment.captured_out_filter = apply_backspaces_and_linefeeds
experiment.observers.append(
FileStorageObserver.create(experiment_path))
experiment.automain(train)
else:
train()
