def calc_tree(root):
for node in PostOrderIter(root):
config = node.config
configs_child = [node_child.config for node_child in node.children]
context = Context(config)
context.pipeline(config, configs_child)
def calc_tree(root):
for node in PreOrderIter(root):
params = copy.deepcopy(node.config.experiment.params)
node.config.experiment.params = {}
node_json = jsonpickle.encode(node).encode('utf-8')
node.config.experiment.params = params
hash = hashlib.md5(node_json).hexdigest()
node.config.set_hash(hash)
save_info(node)
for node in PostOrderIter(root):
config = node.config
configs_child = [node_child.config for node_child in node.children]
context = Context(config)
context.pipeline(config, configs_child)
def load_beta_config(data, annotations, attributes, data_params=None):
config = Config(data=copy.deepcopy(data),
experiment=Experiment(
data=DataType.betas,
task=Task.load,
method=Method.mock,
data_params=copy.deepcopy(data_params)),
annotations=copy.deepcopy(annotations),
attributes=copy.deepcopy(attributes),
is_run=True,
is_root=True)
context = Context(config)
context.load(config)
return config
def check_strategy(self, data_type, task, needed_list):
experiment = Experiment(
data=data_type,
task=task,
method=None,
)
self.config.experiment = experiment
context = Context(self.config)
condition = True
real_list = ['load_strategy', 'get_strategy', 'setup_strategy',
'run_strategy', 'release_strategy', 'save_strategy']
real_list = [getattr(context, x) for x in real_list]
for real, needed in zip(real_list, needed_list):
if type(real) != needed:
condition = False
break
return condition
def plot(config, configs_primary):
config.initialize()
for config_primary in configs_primary:
config_primary.initialize()
context = Context(config)
context.plot_pipeline(config, configs_primary)
def advanced(config, configs_primary):
config.initialize()
for config_primary in configs_primary:
config_primary.initialize()
context = Context(config)
context.advanced_pipeline(config, configs_primary)
def base(config):
config.initialize()
context = Context(config)
context.base_pipeline(config)