def __init__(self, model=None, model_id=None, name=None, version=None, experiment=None,
labels='', verbose=False, create=True):
if create:
if isinstance(model, str) and os.path.isfile(model):
model_file_name = model
else:
if hasattr(model, 'save'):
model_file_name = 'temp_model.h5'
if os.path.isfile(model_file_name):
os.remove(model_file_name)
model.save(model_file_name)
else:
raise Exception('Invalid model: ' + str(model))
if not experiment:
self.skil = skil.Skil.from_config()
self.work_space = skil.workspaces.WorkSpace(self.skil)
self.experiment = skil.experiments.Experiment(self.work_space)
else:
self.experiment = experiment
self.work_space = experiment.work_space
self.skil = self.work_space.skil
self.skil.upload_model(os.path.join(os.getcwd(), model_file_name))
self.model_path = self.skil.get_model_path(model_file_name)
self.id = model_id if model_id else str(uuid.uuid1())
self.name = name if name else model_file_name
self.version = version if version else 1
self.evaluations = {}
self.deployment = None
self.model_deployment = None
add_model_instance_response = self.skil.api.add_model_instance(
self.skil.server_id,
skil_client.ModelInstanceEntity(
uri=self.model_path,
model_id=self.id,
model_labels=labels,
model_name=name,
model_version=self.version,
created=int(round(time.time() * 1000)),
experiment_id=self.experiment.id
)
)
if verbose:
self.skil.printer.pprint(add_model_instance_response)
else:
self.experiment = experiment
self.work_space = experiment.work_space
self.skil = self.work_space.skil
assert model_id is not None
self.id = model_id
model_entity = self.skil.api.get_model_instance(self.skil.server_id,
self.id)
self.name = model_entity.model_name
self.version = model_entity.model_version
self.model_path = model_entity.uri
self.service = None
def __init__(self,
model_file_name,
id=None,
name=None,
version=None,
experiment=None,
labels='',
verbose=False):
if not experiment:
self.skil = skil.Skil()
self.work_space = skil.workspaces.WorkSpace(self.skil)
self.experiment = skil.experiments.Experiment(self.work_space)
else:
self.experiment = experiment
self.work_space = experiment.work_space
self.skil = self.work_space.skil
self.skil.upload_model(os.path.join(os.getcwd(), model_file_name))
self.model_name = model_file_name
self.model_path = self.skil.get_model_path(model_file_name)
self.id = id if id else uuid.uuid1()
self.name = name if name else model_file_name
self.version = version if version else 1
self.evaluations = {}
add_model_instance_response = self.skil.api.add_model_instance(
self.skil.server_id,
skil_client.ModelInstanceEntity(uri=self.model_path,
model_id=id,
model_labels=labels,
model_name=name,
model_version=self.version,
created=int(
round(time.time() * 1000)),
experiment_id=self.experiment.id))
if verbose:
self.skil.printer.pprint(add_model_instance_response)
def __init__(self,
transform=None,
transform_type="CSV",
transform_id=None,
name=None,
version=None,
experiment=None,
labels='',
verbose=False,
create=True):
super(Transform, self).__init__()
if create:
if isinstance(transform, str) and os.path.isfile(transform):
transform_file_name = transform
else:
if hasattr(transform, 'to_java'):
transform_file_name = 'temp_transform.json'
if os.path.isfile(transform_file_name):
os.remove(transform_file_name)
with open(transform_file_name, 'w') as f:
f.write(transform.to_java().toJson())
else:
raise Exception('Invalid TransformProcess: ' +
str(transform))
if not experiment:
self.skil = skil.Skil.from_config()
self.work_space = skil.workspaces.WorkSpace(self.skil)
self.experiment = skil.experiments.Experiment(self.work_space)
else:
self.experiment = experiment
self.work_space = experiment.work_space
self.skil = self.work_space.skil
self.skil.upload_model(
os.path.join(os.getcwd(), transform_file_name))
self.model_path = self.skil.get_model_path(transform_file_name)
self.id = transform_id if transform_id else str(uuid.uuid1())
self.name = name if name else transform_file_name
self.version = version if version else 1
self.evaluations = {}
self.deployment = None
self.model_deployment = None
add_model_instance_response = self.skil.api.add_model_instance(
self.skil.server_id,
skil_client.ModelInstanceEntity(
uri=self.model_path,
model_id=self.id,
model_labels=labels,
model_name=name,
model_version=self.version,
created=int(round(time.time() * 1000)),
experiment_id=self.experiment.id))
if verbose:
self.skil.printer.pprint(add_model_instance_response)
else:
self.experiment = experiment
self.work_space = experiment.work_space
self.skil = self.work_space.skil
assert transform_id is not None
self.id = transform_id
model_entity = self.skil.api.get_model_instance(
self.skil.server_id, self.id)
self.name = model_entity.model_name
self.version = model_entity.model_version
self.model_path = model_entity.uri
self.transform_type = transform_type
self.service = None
