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
This commit is contained in:
Hiroyuki Eguchi 2017-01-20 10:02:46 +09:00
parent fb749976fa
commit 5f55a5f981
4 changed files with 133 additions and 0 deletions

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@ -26,6 +26,7 @@ from meteosclient.api import templates
from meteosclient.api import experiments
from meteosclient.api import datasets
from meteosclient.api import models
from meteosclient.api import model_evaluations
from meteosclient.api import learnings
@ -119,6 +120,7 @@ class Client(object):
self.experiments = experiments.ExperimentManager(client)
self.datasets = datasets.DatasetManager(client)
self.models = models.ModelManager(client)
self.model_evaluations = model_evaluations.ModelEvaluationManager(client)
self.learnings = learnings.LearningManager(client)
def _get_keystone_auth(self, username=None, api_key=None, auth_url=None,

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@ -0,0 +1,68 @@
# Copyright (c) 2013 Mirantis Inc.
#
# 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.
import base64
from six.moves.urllib import parse
from meteosclient.api import base
class ModelEvaluation(base.Resource):
resource_name = 'ModelEvaluation'
class ModelEvaluationManager(base.ResourceManager):
resource_class = ModelEvaluation
NotUpdated = base.NotUpdated()
def create(self, display_name=None, model_id=None,
source_dataset_url=None, dataset_format=None,
swift_tenant=None, swift_username=None,
swift_password=None):
"""Create a ModelEvaluation."""
data = {
'display_name': display_name,
'model_id': model_id,
'source_dataset_url': source_dataset_url,
'dataset_format': dataset_format,
'swift_tenant': swift_tenant,
'swift_username': swift_username,
'swift_password': swift_password,
}
body = {'model_evaluation': data}
return self._create('/model_evaluations', body, 'model_evaluation')
def list(self, search_opts=None, limit=None, marker=None,
sort_by=None, reverse=None):
"""Get a list of ModelEvaluations."""
query = base.get_query_string(search_opts, limit=limit, marker=marker,
sort_by=sort_by, reverse=reverse)
url = "/model_evaluations%s" % query
return self._page(url, 'model_evaluations', limit)
def get(self, model_evaluation_id, show_progress=False):
"""Get information about a ModelEvaluation."""
url = ('/model_evaluations/%(model_evaluation_id)s?%(params)s' %
{"model_evaluation_id": model_evaluation_id,
"params": parse.urlencode({"show_progress": show_progress})})
return self._get(url, 'model_evaluation')
def delete(self, model_evaluation_id):
"""Delete a ModelEvaluation."""
self._delete('/model_evaluations/%s' % model_evaluation_id)

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@ -288,6 +288,61 @@ def do_model_unload(cs, args):
cs.models.unload(args.id)
#
# Model_Evaluations
# ~~~~~~~~
# model_evaluation-list
#
# model_evaluation-show <model_evaluation_id>
#
# model_evaluation-create [--json <file>]
#
# model_evaluation-delete <model_evaluation_id>
#
def do_model_evaluation_list(cs, args):
"""Print a list of available model_evaluations."""
model_evaluations = cs.model_evaluations.list()
columns = ('id',
'name',
'status',
'model_id',
'model_type',
'source_dataset_url',
'stdout')
utils.print_list(model_evaluations, columns)
@utils.arg('id',
metavar='<model_evaluation_id>',
help='ID of the model_evaluation to show.')
def do_model_evaluation_show(cs, args):
"""Show details of a model_evaluation."""
model_evaluation = cs.model_evaluations.get(args.id)
_show_dict(model_evaluation)
@utils.arg('--json',
default=sys.stdin,
type=argparse.FileType('r'),
help='JSON representation of model_evaluation.')
def do_model_evaluation_create(cs, args):
"""Create a model_evaluation."""
model_evaluation = json.loads(args.json.read())
_filter_call_args(model_evaluation, cs.model_evaluations.create)
_show_dict(cs.model_evaluations.create(**model_evaluation))
@utils.arg('id',
metavar='<model_evaluation_id>',
help='ID of the model_evaluation to delete.')
def do_model_evaluation_delete(cs, args):
"""Delete a model_evaluation."""
cs.model_evaluations.delete(args.id)
#
# Learnings
# ~~~~~~~~

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@ -0,0 +1,8 @@
{
"display_name": "sample-evaluation",
"source_dataset_url": "<YOUR_SOURCE_DATASET_URL>",
"model_id": "<YOUR_MODEL_ID>",
"swift_tenant": "demo",
"swift_username": "demo",
"swift_password": "nova"
}