eland/eland/index.py
2020-05-18 14:55:41 -05:00

89 lines
3.0 KiB
Python

# Licensed to Elasticsearch B.V under one or more agreements.
# Elasticsearch B.V licenses this file to you under the Apache 2.0 License.
# See the LICENSE file in the project root for more information
from typing import Optional, TextIO, TYPE_CHECKING
from eland.utils import deprecated_api
if TYPE_CHECKING:
from .query_compiler import QueryCompiler
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: "QueryCompiler", es_index_field: Optional[str] = None
):
self._query_compiler = query_compiler
# _is_source_field is set immediately within
# index_field.setter
self._is_source_field = False
# The type:ignore is due to mypy not being smart enough
# to recognize the property.setter has a different type
# than the property.getter.
self.es_index_field = es_index_field # type: ignore
@property
def sort_field(self) -> str:
if self._index_field == self.ID_INDEX_FIELD:
return self.ID_SORT_FIELD
return self._index_field
@property
def is_source_field(self) -> bool:
return self._is_source_field
@property
def es_index_field(self) -> str:
return self._index_field
@es_index_field.setter
def es_index_field(self, index_field: Optional[str]) -> None:
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) -> int:
return self._query_compiler._index_count()
# Make iterable
def __next__(self) -> None:
# TODO resolve this hack to make this 'iterable'
raise StopIteration()
def __iter__(self) -> "Index":
return self
def es_info(self, buf: TextIO) -> None:
buf.write("Index:\n")
buf.write(f" es_index_field: {self.es_index_field}\n")
buf.write(f" is_source_field: {self.is_source_field}\n")
@deprecated_api("eland.Index.es_info()")
def info_es(self, buf: TextIO) -> None:
self.es_info(buf)