Model Evaluation
Prediction model needs to be evaluated accuracy. Add a "meteos model-evaluation" command to allow users to evaluate their models which they created. implements blueprint evaluate-model Change-Id: I4d54d789298f88251ddbd2dabab357318052cc40
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@ -26,6 +26,7 @@ from meteosclient.api import templates
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from meteosclient.api import experiments
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from meteosclient.api import datasets
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from meteosclient.api import models
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from meteosclient.api import model_evaluations
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from meteosclient.api import learnings
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@ -119,6 +120,7 @@ class Client(object):
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self.experiments = experiments.ExperimentManager(client)
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self.datasets = datasets.DatasetManager(client)
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self.models = models.ModelManager(client)
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self.model_evaluations = model_evaluations.ModelEvaluationManager(client)
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self.learnings = learnings.LearningManager(client)
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def _get_keystone_auth(self, username=None, api_key=None, auth_url=None,
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68
meteosclient/api/model_evaluations.py
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68
meteosclient/api/model_evaluations.py
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# Copyright (c) 2013 Mirantis Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain 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,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
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# implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import base64
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from six.moves.urllib import parse
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from meteosclient.api import base
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class ModelEvaluation(base.Resource):
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resource_name = 'ModelEvaluation'
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class ModelEvaluationManager(base.ResourceManager):
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resource_class = ModelEvaluation
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NotUpdated = base.NotUpdated()
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def create(self, display_name=None, model_id=None,
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source_dataset_url=None, dataset_format=None,
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swift_tenant=None, swift_username=None,
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swift_password=None):
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"""Create a ModelEvaluation."""
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data = {
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'display_name': display_name,
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'model_id': model_id,
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'source_dataset_url': source_dataset_url,
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'dataset_format': dataset_format,
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'swift_tenant': swift_tenant,
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'swift_username': swift_username,
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'swift_password': swift_password,
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}
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body = {'model_evaluation': data}
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return self._create('/model_evaluations', body, 'model_evaluation')
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def list(self, search_opts=None, limit=None, marker=None,
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sort_by=None, reverse=None):
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"""Get a list of ModelEvaluations."""
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query = base.get_query_string(search_opts, limit=limit, marker=marker,
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sort_by=sort_by, reverse=reverse)
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url = "/model_evaluations%s" % query
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return self._page(url, 'model_evaluations', limit)
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def get(self, model_evaluation_id, show_progress=False):
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"""Get information about a ModelEvaluation."""
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url = ('/model_evaluations/%(model_evaluation_id)s?%(params)s' %
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{"model_evaluation_id": model_evaluation_id,
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"params": parse.urlencode({"show_progress": show_progress})})
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return self._get(url, 'model_evaluation')
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def delete(self, model_evaluation_id):
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"""Delete a ModelEvaluation."""
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self._delete('/model_evaluations/%s' % model_evaluation_id)
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@ -288,6 +288,61 @@ def do_model_unload(cs, args):
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cs.models.unload(args.id)
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#
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# Model_Evaluations
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# ~~~~~~~~
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# model_evaluation-list
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#
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# model_evaluation-show <model_evaluation_id>
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#
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# model_evaluation-create [--json <file>]
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#
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# model_evaluation-delete <model_evaluation_id>
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#
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def do_model_evaluation_list(cs, args):
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"""Print a list of available model_evaluations."""
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model_evaluations = cs.model_evaluations.list()
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columns = ('id',
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'name',
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'status',
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'model_id',
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'model_type',
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'source_dataset_url',
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'stdout')
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utils.print_list(model_evaluations, columns)
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@utils.arg('id',
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metavar='<model_evaluation_id>',
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help='ID of the model_evaluation to show.')
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def do_model_evaluation_show(cs, args):
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"""Show details of a model_evaluation."""
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model_evaluation = cs.model_evaluations.get(args.id)
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_show_dict(model_evaluation)
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@utils.arg('--json',
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default=sys.stdin,
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type=argparse.FileType('r'),
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help='JSON representation of model_evaluation.')
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def do_model_evaluation_create(cs, args):
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"""Create a model_evaluation."""
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model_evaluation = json.loads(args.json.read())
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_filter_call_args(model_evaluation, cs.model_evaluations.create)
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_show_dict(cs.model_evaluations.create(**model_evaluation))
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@utils.arg('id',
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metavar='<model_evaluation_id>',
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help='ID of the model_evaluation to delete.')
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def do_model_evaluation_delete(cs, args):
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"""Delete a model_evaluation."""
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cs.model_evaluations.delete(args.id)
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#
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# Learnings
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# ~~~~~~~~
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8
sample/json/model_evaluation.json
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8
sample/json/model_evaluation.json
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{
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"display_name": "sample-evaluation",
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"source_dataset_url": "<YOUR_SOURCE_DATASET_URL>",
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"model_id": "<YOUR_MODEL_ID>",
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"swift_tenant": "demo",
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"swift_username": "demo",
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"swift_password": "nova"
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}
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