cloudkitty/cloudkitty/tests/storage/v2/opensearch/test_client.py

483 lines
19 KiB
Python

# Copyright 2019 Objectif Libre
#
# 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 collections
import datetime
import unittest
from unittest import mock
from dateutil import tz
from cloudkitty import dataframe
from cloudkitty.storage.v2.opensearch import client
from cloudkitty.storage.v2.opensearch import exceptions
class TestOpenSearchClient(unittest.TestCase):
def setUp(self):
super(TestOpenSearchClient, self).setUp()
self.client = client.OpenSearchClient(
'http://opensearch:9200',
'index_name',
'test_mapping',
autocommit=False)
def test_build_must_no_params(self):
self.assertEqual(self.client._build_must(None, None, None, None), [])
def test_build_must_with_start_end(self):
start = datetime.datetime(2019, 8, 30, tzinfo=tz.tzutc())
end = datetime.datetime(2019, 8, 31, tzinfo=tz.tzutc())
self.assertEqual(
self.client._build_must(start, end, None, None),
[{'range': {'start': {'gte': '2019-08-30T00:00:00+00:00'}}},
{'range': {'end': {'lte': '2019-08-31T00:00:00+00:00'}}}],
)
def test_build_must_with_filters(self):
filters = {'one': '1', 'two': '2', 'type': 'awesome'}
self.assertEqual(
self.client._build_must(None, None, None, filters),
[{'term': {'type': 'awesome'}}],
)
def test_build_must_with_metric_types(self):
types = ['awesome', 'amazing']
self.assertEqual(
self.client._build_must(None, None, types, None),
[{'terms': {'type': ['awesome', 'amazing']}}],
)
def test_build_should_no_filters(self):
self.assertEqual(
self.client._build_should(None),
[],
)
def test_build_should_with_filters(self):
filters = collections.OrderedDict([
('one', '1'), ('two', '2'), ('type', 'awesome')])
self.assertEqual(
self.client._build_should(filters),
[
{'term': {'groupby.one': '1'}},
{'term': {'metadata.one': '1'}},
{'term': {'groupby.two': '2'}},
{'term': {'metadata.two': '2'}},
],
)
def test_build_composite_no_groupby(self):
self.assertEqual(self.client._build_composite(None), [])
def test_build_composite(self):
self.assertEqual(
self.client._build_composite(['one', 'type', 'two']),
{'sources': [
{'one': {'terms': {'field': 'groupby.one'}}},
{'type': {'terms': {'field': 'type'}}},
{'two': {'terms': {'field': 'groupby.two'}}},
]},
)
def test_build_query_no_args(self):
self.assertEqual(self.client._build_query(None, None, None), {})
def test_build_query(self):
must = [{'range': {'start': {'gte': '2019-08-30T00:00:00+00:00'}}},
{'range': {'start': {'lt': '2019-08-31T00:00:00+00:00'}}}]
should = [
{'term': {'groupby.one': '1'}},
{'term': {'metadata.one': '1'}},
{'term': {'groupby.two': '2'}},
{'term': {'metadata.two': '2'}},
]
composite = {'sources': [
{'one': {'terms': {'field': 'groupby.one'}}},
{'type': {'terms': {'field': 'type'}}},
{'two': {'terms': {'field': 'groupby.two'}}},
]}
expected = {
'query': {
'bool': {
'must': must,
'should': should,
'minimum_should_match': 2,
},
},
'aggs': {
'sum_and_price': {
'composite': composite,
'aggregations': {
"sum_price": {"sum": {"field": "price"}},
"sum_qty": {"sum": {"field": "qty"}},
},
},
},
}
self.assertEqual(
self.client._build_query(must, should, composite), expected)
def test_log_query_no_hits(self):
url = '/endpoint'
body = {'1': 'one'}
response = {'took': 42}
expected = """Query on /endpoint with body "{'1': 'one'}" took 42ms"""
with mock.patch.object(client.LOG, 'debug') as debug_mock:
self.client._log_query(url, body, response)
debug_mock.assert_called_once_with(expected)
def test_log_query_with_hits(self):
url = '/endpoint'
body = {'1': 'one'}
response = {'took': 42, 'hits': {'total': 1337}}
expected = """Query on /endpoint with body "{'1': 'one'}" took 42ms"""
expected += " for 1337 hits"
with mock.patch.object(client.LOG, 'debug') as debug_mock:
self.client._log_query(url, body, response)
debug_mock.assert_called_once_with(expected)
def test_req_valid_status_code_no_deserialize(self):
resp_mock = mock.MagicMock()
resp_mock.status_code = 200
method_mock = mock.MagicMock()
method_mock.return_value = resp_mock
req_resp = self.client._req(
method_mock, None, None, None, deserialize=False)
method_mock.assert_called_once_with(None, data=None, params=None)
self.assertEqual(req_resp, resp_mock)
def test_req_valid_status_code_deserialize(self):
resp_mock = mock.MagicMock()
resp_mock.status_code = 200
resp_mock.json.return_value = 'output'
method_mock = mock.MagicMock()
method_mock.return_value = resp_mock
with mock.patch.object(self.client, '_log_query') as log_mock:
req_resp = self.client._req(
method_mock, None, None, None, deserialize=True)
method_mock.assert_called_once_with(None, data=None, params=None)
self.assertEqual(req_resp, 'output')
log_mock.assert_called_once_with(None, None, 'output')
def test_req_invalid_status_code(self):
resp_mock = mock.MagicMock()
resp_mock.status_code = 400
method_mock = mock.MagicMock()
method_mock.return_value = resp_mock
self.assertRaises(exceptions.InvalidStatusCode,
self.client._req,
method_mock, None, None, None)
def test_post_mapping(self):
mapping = {'a': 'b'}
with mock.patch.object(self.client, '_req') as rmock:
self.client.post_mapping(mapping)
rmock.assert_called_once_with(
self.client._sess.post,
'http://opensearch:9200/index_name/test_mapping',
'{"a": "b"}', {}, deserialize=False)
def test_get_index(self):
with mock.patch.object(self.client, '_req') as rmock:
self.client.get_index()
rmock.assert_called_once_with(
self.client._sess.get,
'http://opensearch:9200/index_name',
None, None, deserialize=False)
def test_search_without_scroll(self):
mapping = {'a': 'b'}
with mock.patch.object(self.client, '_req') as rmock:
self.client.search(mapping, scroll=False)
rmock.assert_called_once_with(
self.client._sess.get,
'http://opensearch:9200/index_name/_search',
'{"a": "b"}', None)
def test_search_with_scroll(self):
mapping = {'a': 'b'}
with mock.patch.object(self.client, '_req') as rmock:
self.client.search(mapping, scroll=True)
rmock.assert_called_once_with(
self.client._sess.get,
'http://opensearch:9200/index_name/_search',
'{"a": "b"}', {'scroll': '60s'})
def test_scroll(self):
body = {'a': 'b'}
with mock.patch.object(self.client, '_req') as rmock:
self.client.scroll(body)
rmock.assert_called_once_with(
self.client._sess.get,
'http://opensearch:9200/_search/scroll',
'{"a": "b"}', None)
def test_close_scroll(self):
body = {'a': 'b'}
with mock.patch.object(self.client, '_req') as rmock:
self.client.close_scroll(body)
rmock.assert_called_once_with(
self.client._sess.delete,
'http://opensearch:9200/_search/scroll',
'{"a": "b"}', None, deserialize=False)
def test_close_scrolls(self):
with mock.patch.object(self.client, 'close_scroll') as func_mock:
with mock.patch.object(self.client, '_scroll_ids',
new=['a', 'b', 'c']):
self.client.close_scrolls()
func_mock.assert_called_once_with(
{'scroll_id': ['a', 'b', 'c']})
self.assertSetEqual(set(), self.client._scroll_ids)
def test_bulk_with_instruction(self):
instruction = {'instruction': {}}
terms = ('one', 'two', 'three')
expected_data = ''.join([
'{"instruction": {}}\n'
'"one"\n'
'{"instruction": {}}\n'
'"two"\n'
'{"instruction": {}}\n'
'"three"\n',
])
with mock.patch.object(self.client, '_req') as rmock:
self.client.bulk_with_instruction(instruction, terms)
rmock.assert_called_once_with(
self.client._sess.post,
'http://opensearch:9200/index_name/_bulk',
expected_data, None, deserialize=False)
def test_bulk_index(self):
terms = ('one', 'two', 'three')
with mock.patch.object(self.client, 'bulk_with_instruction') as fmock:
self.client.bulk_index(terms)
fmock.assert_called_once_with({'index': {}}, terms)
def test_commit(self):
docs = ['one', 'two', 'three', 'four', 'five', 'six', 'seven']
size = 3
with mock.patch.object(self.client, 'bulk_index') as bulk_mock:
with mock.patch.object(self.client, '_docs', new=docs):
with mock.patch.object(self.client, '_chunk_size', new=size):
self.client.commit()
bulk_mock.assert_has_calls([
mock.call(['one', 'two', 'three']),
mock.call(['four', 'five', 'six']),
mock.call(['seven']),
])
def test_add_point_no_autocommit(self):
point = dataframe.DataPoint(
'unit', '0.42', '0.1337', {}, {})
start = datetime.datetime(2019, 1, 1)
end = datetime.datetime(2019, 1, 1, 1)
with mock.patch.object(self.client, 'commit') as func_mock:
with mock.patch.object(self.client, '_autocommit', new=False):
with mock.patch.object(self.client, '_chunk_size', new=3):
self.client._docs = []
for _ in range(5):
self.client.add_point(
point, 'awesome_type', start, end)
func_mock.assert_not_called()
self.assertEqual(self.client._docs, [{
'start': start,
'end': end,
'type': 'awesome_type',
'unit': point.unit,
'qty': point.qty,
'price': point.price,
'groupby': point.groupby,
'metadata': point.metadata,
} for _ in range(5)])
self.client._docs = []
def test_add_point_with_autocommit(self):
point = dataframe.DataPoint(
'unit', '0.42', '0.1337', {}, {})
start = datetime.datetime(2019, 1, 1)
end = datetime.datetime(2019, 1, 1, 1)
commit_calls = {'count': 0}
def commit():
# We can't re-assign nonlocal variables in python2
commit_calls['count'] += 1
self.client._docs = []
with mock.patch.object(self.client, 'commit', new=commit):
with mock.patch.object(self.client, '_autocommit', new=True):
with mock.patch.object(self.client, '_chunk_size', new=3):
self.client._docs = []
for i in range(5):
self.client.add_point(
point, 'awesome_type', start, end)
self.assertEqual(commit_calls['count'], 1)
self.assertEqual(self.client._docs, [{
'start': start,
'end': end,
'type': 'awesome_type',
'unit': point.unit,
'qty': point.qty,
'price': point.price,
'groupby': point.groupby,
'metadata': point.metadata,
} for _ in range(2)])
# cleanup
self.client._docs = []
def test_delete_by_query_with_must(self):
with mock.patch.object(self.client, '_req') as rmock:
with mock.patch.object(self.client, '_build_must') as func_mock:
func_mock.return_value = {'a': 'b'}
self.client.delete_by_query()
rmock.assert_called_once_with(
self.client._sess.post,
'http://opensearch:9200/index_name/_delete_by_query',
'{"query": {"bool": {"must": {"a": "b"}}}}', None)
def test_delete_by_query_no_must(self):
with mock.patch.object(self.client, '_req') as rmock:
with mock.patch.object(self.client, '_build_must') as func_mock:
func_mock.return_value = {}
self.client.delete_by_query()
rmock.assert_called_once_with(
self.client._sess.post,
'http://opensearch:9200/index_name/_delete_by_query',
None, None)
def test_retrieve_no_pagination(self):
search_resp = {
'_scroll_id': '000',
'hits': {'hits': ['one', 'two', 'three'], 'total': 12},
}
scroll_resps = [{
'_scroll_id': str(i + 1) * 3,
'hits': {'hits': ['one', 'two', 'three']},
} for i in range(3)]
scroll_resps.append({'_scroll_id': '444', 'hits': {'hits': []}})
self.client._scroll_ids = set()
with mock.patch.object(self.client, 'search') as search_mock:
with mock.patch.object(self.client, 'scroll') as scroll_mock:
with mock.patch.object(self.client, 'close_scrolls') as close:
search_mock.return_value = search_resp
scroll_mock.side_effect = scroll_resps
total, resp = self.client.retrieve(
None, None, None, None, paginate=False)
search_mock.assert_called_once()
scroll_mock.assert_has_calls([
mock.call({
'scroll_id': str(i) * 3,
'scroll': '60s',
}) for i in range(4)
])
self.assertEqual(total, 12)
self.assertEqual(resp, ['one', 'two', 'three'] * 4)
self.assertSetEqual(self.client._scroll_ids,
set(str(i) * 3 for i in range(5)))
close.assert_called_once()
self.client._scroll_ids = set()
def test_retrieve_with_pagination(self):
search_resp = {
'_scroll_id': '000',
'hits': {'hits': ['one', 'two', 'three'], 'total': 12},
}
scroll_resps = [{
'_scroll_id': str(i + 1) * 3,
'hits': {'hits': ['one', 'two', 'three']},
} for i in range(3)]
scroll_resps.append({'_scroll_id': '444', 'hits': {'hits': []}})
self.client._scroll_ids = set()
with mock.patch.object(self.client, 'search') as search_mock:
with mock.patch.object(self.client, 'scroll') as scroll_mock:
with mock.patch.object(self.client, 'close_scrolls') as close:
search_mock.return_value = search_resp
scroll_mock.side_effect = scroll_resps
total, resp = self.client.retrieve(
None, None, None, None,
offset=2, limit=4, paginate=True)
search_mock.assert_called_once()
scroll_mock.assert_called_once_with({
'scroll_id': '000',
'scroll': '60s',
})
self.assertEqual(total, 12)
self.assertEqual(resp, ['three', 'one', 'two', 'three'])
self.assertSetEqual(self.client._scroll_ids,
set(str(i) * 3 for i in range(2)))
close.assert_called_once()
self.client._scroll_ids = set()
def _do_test_total(self, groupby, paginate):
with mock.patch.object(self.client, 'search') as search_mock:
if groupby:
search_resps = [{
'aggregations': {
'sum_and_price': {
'buckets': ['one', 'two', 'three'],
'after_key': str(i),
}
}
} for i in range(3)]
last_resp_aggs = search_resps[2]['aggregations']
last_resp_aggs['sum_and_price'].pop('after_key')
last_resp_aggs['sum_and_price']['buckets'] = []
search_mock.side_effect = search_resps
else:
search_mock.return_value = {
'aggregations': ['one', 'two', 'three'],
}
resp = self.client.total(None, None, None, None, groupby,
offset=2, limit=4, paginate=paginate)
if not groupby:
search_mock.assert_called_once()
return resp
def test_total_no_groupby_no_pagination(self):
total, aggs = self._do_test_total(None, False)
self.assertEqual(total, 1)
self.assertEqual(aggs, [['one', 'two', 'three']])
def test_total_no_groupby_with_pagination(self):
total, aggs = self._do_test_total(None, True)
self.assertEqual(total, 1)
self.assertEqual(aggs, [['one', 'two', 'three']])
def test_total_with_groupby_no_pagination(self):
total, aggs = self._do_test_total(['x'], False)
self.assertEqual(total, 6)
self.assertEqual(aggs, ['one', 'two', 'three'] * 2)
def test_total_with_groupby_with_pagination(self):
total, aggs = self._do_test_total(['x'], True)
self.assertEqual(total, 6)
self.assertEqual(aggs, ['three', 'one', 'two', 'three'])