eland/eland/index.py

77 lines
2.7 KiB
Python

# Copyright 2019 Elasticsearch BV
#
# 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.
class Index:
"""
The index for an eland.DataFrame.
TODO - This currently has very different behaviour than pandas.Index
Currently, the index is a field that exists in every document in an Elasticsearch index.
For slicing and sorting operations it must be a docvalues field. By default _id is used,
which can't be used for range queries and is inefficient for sorting:
https://www.elastic.co/guide/en/elasticsearch/reference/current/mapping-id-field.html
(The value of the _id field is also accessible in aggregations or for sorting,
but doing so is discouraged as it requires to load a lot of data in memory.
In case sorting or aggregating on the _id field is required, it is advised to duplicate
the content of the _id field in another field that has doc_values enabled.)
"""
ID_INDEX_FIELD = '_id'
ID_SORT_FIELD = '_doc' # if index field is _id, sort by _doc
def __init__(self, query_compiler, index_field=None):
self.index_field = index_field
self._query_compiler = query_compiler
@property
def sort_field(self):
if self._index_field == self.ID_INDEX_FIELD:
return self.ID_SORT_FIELD
return self._index_field
@property
def is_source_field(self):
return self._is_source_field
@property
def index_field(self):
return self._index_field
@index_field.setter
def index_field(self, index_field):
if index_field is None or index_field == Index.ID_INDEX_FIELD:
self._index_field = Index.ID_INDEX_FIELD
self._is_source_field = False
else:
self._index_field = index_field
self._is_source_field = True
def __len__(self):
return self._query_compiler._index_count()
# Make iterable
def __next__(self):
# TODO resolve this hack to make this 'iterable'
raise StopIteration()
def __iter__(self):
return self
def info_es(self, buf):
buf.write("Index:\n")
buf.write(" index_field: {0}\n".format(self.index_field))
buf.write(" is_source_field: {0}\n".format(self.is_source_field))