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