def reify_evaluation(self, resource_id):
""" Extracts the REST API arguments from the evaluation JSON structure:
model/ensemble, dataset and args
"""
child = self.get_resource(resource_id)
# evalutations have 2 different origins as arguments
[(_, parent1), (_, parent2)] = u.get_origin_info(child)
parent1 = self.get_resource(parent1)
parent2 = self.get_resource(parent2)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent1, opts)
# non-default create options
u.non_default_opts(child, opts)
u.fields_map_options(child, parent1, parent2, opts, call="create")
# name, exclude automatic naming alternatives
u.non_automatic_name(child, opts)
# range in dataset
if not child.get('range', []) in [[], None, \
[1, parent2.get('rows', None)]]:
opts['create'].update({"range": child['range']})
calls = u.build_calls(resource_id,
[parent1['resource'], parent2['resource']], opts)
self.add(resource_id, calls)
def reify_prediction(self, resource_id):
""" Extracts the REST API arguments from the prediction JSON structure:
"""
child = self.get_resource(resource_id)
origin, parent = u.get_origin_info(child)
if origin == 'models':
model = self.get_resource(parent[0])
parent = self.get_resource('ensemble/%s' % model['ensemble_id'])
else:
parent = self.get_resource(parent)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent, opts)
# non-default create options
u.non_default_opts(child, opts)
opts['create'].update({'input_data': child['input_data']})
# name, exclude automatic naming alternatives
u.non_automatic_name(child, opts)
calls = u.build_calls(resource_id, [parent['resource']], opts)
self.add(resource_id, calls)
def reify_centroid(self, resource_id):
""" Extracts the REST API arguments from the centroid JSON structure:
"""
child = self.get_resource(resource_id)
_, parent = u.get_origin_info(child)
parent = self.get_resource(parent)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent, opts)
# non-default create options
u.non_default_opts(child, opts)
opts['create'].update({'input_data': child['input_data']})
# name, exclude automatic naming alternatives
u.non_automatic_name(child, opts)
# non-default update options
u.non_default_opts(child, opts, call="update")
calls = u.build_calls(resource_id, [parent['resource']], opts)
self.add(resource_id, calls)
def reify_centroid(self, resource_id):
""" Extracts the REST API arguments from the centroid JSON structure:
"""
child = self.get_resource(resource_id)
_, parent = u.get_origin_info(child)
parent = self.get_resource(parent)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent, opts)
# non-default create options
u.non_default_opts(child, opts)
opts['create'].update({'input_data': child['input_data']})
# name, exclude automatic naming alternatives
u.non_automatic_name(
child, opts)
# non-default update options
u.non_default_opts(child, opts, call="update")
calls = u.build_calls(resource_id, [parent['resource']], opts)
self.add(resource_id, calls)
def reify_prediction(self, resource_id):
""" Extracts the REST API arguments from the prediction JSON structure:
"""
child = self.get_resource(resource_id)
origin, parent = u.get_origin_info(child)
if origin == 'models':
model = self.get_resource(parent[0])
parent = self.get_resource('ensemble/%s' % model['ensemble_id'])
else:
parent = self.get_resource(parent)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent, opts)
# non-default create options
u.non_default_opts(child, opts)
opts['create'].update({'input_data': child['input_data']})
# name, exclude automatic naming alternatives
u.non_automatic_name(
child, opts)
calls = u.build_calls(resource_id, [parent['resource']], opts)
self.add(resource_id, calls)
def reify_prediction(self, resource_id):
""" Extracts the REST API arguments from the prediction JSON structure:
"""
child = self.get_resource(resource_id)
origin, parent = u.get_origin_info(child)
if origin == "models":
model = self.get_resource(parent[0])
parent = self.get_resource("ensemble/%s" % model["ensemble_id"])
else:
parent = self.get_resource(parent)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent, opts)
# non-default create options
u.non_default_opts(child, opts)
opts["create"].update({"input_data": child["input_data"]})
# name, exclude automatic naming alternatives
u.non_automatic_name(child, opts, autoname=u"Prediction for %s" % child["objective_field_name"])
calls = u.build_calls(resource_id, [parent["resource"]], opts)
self.add(resource_id, calls)
def reify_evaluation(self, resource_id):
""" Extracts the REST API arguments from the evaluation JSON structure:
model/ensemble, dataset and args
"""
child = self.get_resource(resource_id)
# evalutations have 2 different origins as arguments
[(_, parent1),
(_, parent2)] = u.get_origin_info(child)
parent1 = self.get_resource(parent1)
parent2 = self.get_resource(parent2)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent1, opts)
# non-default create options
u.non_default_opts(child, opts)
# model/ensemble to dataset mapping
fields = parent2['fields'].keys()
default_map = dict(zip(fields, fields))
opts['create'].update(
u.default_setting(child, 'fields_map', default_map))
# name, exclude automatic naming alternatives
u.non_automatic_name(
child, opts,
autoname=u'Evaluation of %s with %s' % \
(parent1.get('name', ''),
parent2.get('name', '')))
# range in dataset
if not child.get('range', []) in [[], [1, parent2.get('rows', None)]]:
opts['create'].update({"range": child['range']})
calls = u.build_calls(
resource_id, [parent1['resource'], parent2['resource']], opts)
self.add(resource_id, calls)
def reify_evaluation(self, resource_id):
""" Extracts the REST API arguments from the evaluation JSON structure:
model/ensemble, dataset and args
"""
child = self.get_resource(resource_id)
# evalutations have 2 different origins as arguments
[(_, parent1),
(_, parent2)] = u.get_origin_info(child)
parent1 = self.get_resource(parent1)
parent2 = self.get_resource(parent2)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent1, opts)
# non-default create options
u.non_default_opts(child, opts)
# model/ensemble to dataset mapping
fields = parent2['fields'].keys()
default_map = dict(zip(fields, fields))
opts['create'].update(
u.default_setting(child, 'fields_map', default_map))
# name, exclude automatic naming alternatives
u.non_automatic_name(
child, opts,
autoname=u'Evaluation of %s with %s' % \
(parent1.get('name', ''),
parent2.get('name', '')))
# range in dataset
if not child.get('range', []) in [[], [1, parent2.get('rows', None)]]:
opts['create'].update({"range": child['range']})
calls = u.build_calls(
resource_id, [parent1['resource'], parent2['resource']], opts)
self.add(resource_id, calls)
def reify_anomalyscore(self, resource_id):
""" Extracts the REST API arguments from the anomaly score
JSON structure:
"""
child = self.get_resource(resource_id)
_, parent = u.get_origin_info(child)
parent = self.get_resource(parent)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent, opts)
opts["create"].update({"input_data": child["input_data"]})
# name, exclude automatic naming alternatives
u.non_automatic_name(child, opts, autoname=u"Score for %s" % parent["name"])
calls = u.build_calls(resource_id, [parent["resource"]], opts)
self.add(resource_id, calls)
def reify_evaluation(self, resource_id):
""" Extracts the REST API arguments from the evaluation JSON structure:
model/ensemble, dataset and args
"""
child = self.get_resource(resource_id)
# evalutations have 2 different origins as arguments
[(_, parent1),
(_, parent2)] = u.get_origin_info(child)
parent1 = self.get_resource(parent1)
parent2 = self.get_resource(parent2)
opts = {"create": {}, "update": {}}
# non-inherited create options
u.non_inherited_opts(child, parent1, opts)
# non-default create options
u.non_default_opts(child, opts)
u.fields_map_options(child, parent1, parent2, opts, call="create")
# name, exclude automatic naming alternatives
u.non_automatic_name(
child, opts)
# range in dataset
if not child.get('range', []) in [[], None, \
[1, parent2.get('rows', None)]]:
opts['create'].update({"range": child['range']})
calls = u.build_calls(
resource_id, [parent1['resource'], parent2['resource']], opts)
self.add(resource_id, calls)
