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correlationhandler.py
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120 lines (98 loc) · 4.35 KB
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# -*- coding: utf-8 -*-
#!/usr/bin/env python
#
# Copyright 2015-2017 BigML
#
# 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.
"""Base class for correlations' REST calls
https://bigml.com/developers/correlations
"""
try:
import simplejson as json
except ImportError:
import json
from bigml.resourcehandler import ResourceHandler
from bigml.resourcehandler import (check_resource_type,
get_correlation_id, get_resource_type,
get_dataset_id, check_resource)
from bigml.constants import (CORRELATION_PATH, DATASET_PATH,
TINY_RESOURCE)
class CorrelationHandler(ResourceHandler):
"""This class is used by the BigML class as
a mixin that provides the correlations' REST calls. It should not
be instantiated independently.
"""
def __init__(self):
"""Initializes the CorrelationHandler. This class is intended to be
used as a mixin on ResourceHandler, that inherits its
attributes and basic method from BigMLConnection, and must not be
instantiated independently.
"""
self.correlation_url = self.url + CORRELATION_PATH
def create_correlation(self, dataset, args=None, wait_time=3, retries=10):
"""Creates a correlation from a `dataset`.
"""
dataset_id = None
resource_type = get_resource_type(dataset)
if resource_type == DATASET_PATH:
dataset_id = get_dataset_id(dataset)
check_resource(dataset_id,
query_string=TINY_RESOURCE,
wait_time=wait_time, retries=retries,
raise_on_error=True, api=self)
else:
raise Exception("A dataset id is needed to create a"
" correlation. %s found." % resource_type)
create_args = {}
if args is not None:
create_args.update(args)
create_args.update({
"dataset": dataset_id})
body = json.dumps(create_args)
return self._create(self.correlation_url, body)
def get_correlation(self, correlation, query_string=''):
"""Retrieves a correlation.
The correlation parameter should be a string containing the
correlation id or the dict returned by create_correlation.
As correlation is an evolving object that is processed
until it reaches the FINISHED or FAULTY state, the function will
return a dict that encloses the correlation values and state info
available at the time it is called.
"""
check_resource_type(correlation, CORRELATION_PATH,
message="A correlation id is needed.")
correlation_id = get_correlation_id(correlation)
if correlation_id:
return self._get("%s%s" % (self.url, correlation_id),
query_string=query_string)
def list_correlations(self, query_string=''):
"""Lists all your correlations.
"""
return self._list(self.correlation_url, query_string)
def update_correlation(self, correlation, changes):
"""Updates a correlation.
"""
check_resource_type(correlation, CORRELATION_PATH,
message="A correlation id is needed.")
correlation_id = get_correlation_id(correlation)
if correlation_id:
body = json.dumps(changes)
return self._update("%s%s" % (self.url, correlation_id), body)
def delete_correlation(self, correlation):
"""Deletes a correlation.
"""
check_resource_type(correlation, CORRELATION_PATH,
message="A correlation id is needed.")
correlation_id = get_correlation_id(correlation)
if correlation_id:
return self._delete("%s%s" % (self.url, correlation_id))