# Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. from six.moves.urllib import parse from gyanclient import api_versions from gyanclient.common import base from gyanclient.common import utils from gyanclient import exceptions CREATION_ATTRIBUTES = ['name', 'image', 'command', 'cpu', 'memory', 'environment', 'workdir', 'labels', 'image_pull_policy', 'restart_policy', 'interactive', 'image_driver', 'security_groups', 'hints', 'nets', 'auto_remove', 'runtime', 'hostname', 'mounts', 'disk', 'availability_zone', 'auto_heal', 'privileged', 'exposed_ports', 'healthcheck'] class Model(base.Resource): def __repr__(self): return "" % self._info class ModelManager(base.Manager): resource_class = Model @staticmethod def _path(id=None): if id: return '/v1/ml-models/%s' % id else: return '/v1/ml-models' def list_models(self, **kwargs): """Retrieve a list of Models. :returns: A list of models. """ return self._list_pagination(self._path(''), "models") def get(self, id): try: return self._list(self._path(id))[0] except IndexError: return None def model_train(self, **kwargs): new = {} new['name'] = kwargs["name"] new['ml_file'] = kwargs["ml_file"] return self._create(self._path(), new) def delete_model(self, id): return self._delete(self._path(id)) def _action(self, id, action, method='POST', **kwargs): kwargs.setdefault('headers', {}) kwargs['headers'].setdefault('Content-Length', '0') resp, body = self.api.json_request(method, self._path(id) + action, **kwargs) return resp, body def deploy_model(self, id): return self._action(id, '/deploy') def undeploy_model(self, id): return self._action(id, '/unstop') def rebuild(self, id, **kwargs): return self._action(id, '/rebuild', qparams=kwargs) def restart(self, id, timeout): return self._action(id, '/reboot', qparams={'timeout': timeout}) def pause(self, id): return self._action(id, '/pause') def unpause(self, id): return self._action(id, '/unpause') def logs(self, id, **kwargs): if kwargs['stdout'] is False and kwargs['stderr'] is False: kwargs['stdout'] = True kwargs['stderr'] = True return self._action(id, '/logs', method='GET', qparams=kwargs)[1] def execute(self, id, **kwargs): return self._action(id, '/execute', qparams=kwargs)[1] def execute_resize(self, id, exec_id, width, height): self._action(id, '/execute_resize', qparams={'exec_id': exec_id, 'w': width, 'h': height})[1]