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:
parent
fb749976fa
commit
5f55a5f981
@ -26,6 +26,7 @@ from meteosclient.api import templates
|
|||||||
from meteosclient.api import experiments
|
from meteosclient.api import experiments
|
||||||
from meteosclient.api import datasets
|
from meteosclient.api import datasets
|
||||||
from meteosclient.api import models
|
from meteosclient.api import models
|
||||||
|
from meteosclient.api import model_evaluations
|
||||||
from meteosclient.api import learnings
|
from meteosclient.api import learnings
|
||||||
|
|
||||||
|
|
||||||
@ -119,6 +120,7 @@ class Client(object):
|
|||||||
self.experiments = experiments.ExperimentManager(client)
|
self.experiments = experiments.ExperimentManager(client)
|
||||||
self.datasets = datasets.DatasetManager(client)
|
self.datasets = datasets.DatasetManager(client)
|
||||||
self.models = models.ModelManager(client)
|
self.models = models.ModelManager(client)
|
||||||
|
self.model_evaluations = model_evaluations.ModelEvaluationManager(client)
|
||||||
self.learnings = learnings.LearningManager(client)
|
self.learnings = learnings.LearningManager(client)
|
||||||
|
|
||||||
def _get_keystone_auth(self, username=None, api_key=None, auth_url=None,
|
def _get_keystone_auth(self, username=None, api_key=None, auth_url=None,
|
||||||
|
68
meteosclient/api/model_evaluations.py
Normal file
68
meteosclient/api/model_evaluations.py
Normal file
@ -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)
|
@ -288,6 +288,61 @@ def do_model_unload(cs, args):
|
|||||||
cs.models.unload(args.id)
|
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
|
# Learnings
|
||||||
# ~~~~~~~~
|
# ~~~~~~~~
|
||||||
|
8
sample/json/model_evaluation.json
Normal file
8
sample/json/model_evaluation.json
Normal file
@ -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"
|
||||||
|
}
|
Loading…
x
Reference in New Issue
Block a user