Files
opensearch-pyd/docs/async.rst
T
2020-06-16 16:39:05 -05:00

226 lines
6.3 KiB
ReStructuredText

Using Asyncio with Elasticsearch
================================
.. py:module:: elasticsearch
Starting in ``elasticsearch-py`` v7.8.0 for Python 3.6+ the ``elasticsearch`` package supports async/await with
`Asyncio <https://docs.python.org/3/library/asyncio.html>`_. Install the package with the ``async``
extra to install the `aiohttp <https://docs.aiohttp.org>`_ HTTP client and other dependencies
required for async support:
.. code-block:: bash
$ python -m pip install elasticsearch[async]>=7.8.0
The same version specifiers for following the Elastic Stack apply to
the ``async`` extra:
.. code-block:: bash
# Elasticsearch 7.x
$ python -m pip install elasticsearch[async]>=7,<8
.. note::
Async functionality is a new feature of this library in v7.8.0 so
`please open an issue <https://github.com/elastic/elasticsearch-py/issues>`_
if you find an issue or have a question about async support.
Getting Started with Async
--------------------------
After installation all async API endpoints are available via :class:`~elasticsearch.AsyncElasticsearch`
and are used in the same way as other APIs, just with an extra ``await``:
.. code-block:: python
import asyncio
from elasticsearch import AsyncElasticsearch
es = AsyncElasticsearch()
async def main():
resp = await es.search(
index="documents",
body={"query": {"match_all": {}}}
size=20,
)
print(resp)
loop = asyncio.get_event_loop()
loop.run_until_complete(main())
All APIs that are available under the sync client are also available under the async client.
Async Helpers
-------------
Async variants of all helpers are available in ``elasticsearch.helpers``
and are all prefixed with ``async_*``. You'll notice that these APIs
are identical to the ones in the sync :ref:`helpers` documentation.
All async helpers that accept an iterator or generator also accept async iterators
and async generators.
.. py:module:: elasticsearch.helpers
Bulk and Streaming Bulk
~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: async_bulk
.. code-block:: python
import asyncio
from elasticsearch import AsyncElasticsearch
from elasticsearch.helpers import async_bulk
es = AsyncElasticsearch()
async def gendata():
mywords = ['foo', 'bar', 'baz']
for word in mywords:
yield {
"_index": "mywords",
"doc": {"word": word},
}
async def main():
await async_bulk(es, gendata())
loop = asyncio.get_event_loop()
loop.run_until_complete(main())
.. autofunction:: async_streaming_bulk
.. code-block:: python
import asyncio
from elasticsearch import AsyncElasticsearch
from elasticsearch.helpers import async_bulk
es = AsyncElasticsearch()
async def gendata():
mywords = ['foo', 'bar', 'baz']
for word in mywords:
yield {
"_index": "mywords",
"word": word,
}
async def main():
async for ok, result in async_streaming_bulk(es, gendata()):
action, result = result.popitem()
if not ok:
print("failed to %s document %s" % ())
loop = asyncio.get_event_loop()
loop.run_until_complete(main())
Scan
~~~~
.. autofunction:: async_scan
.. code-block:: python
import asyncio
from elasticsearch import AsyncElasticsearch
from elasticsearch.helpers import async_scan
es = AsyncElasticsearch()
async def main():
async for doc in async_scan(
client=es,
query={"query": {"match": {"title": "python"}}},
index="orders-*"
):
print(doc)
loop = asyncio.get_event_loop()
loop.run_until_complete(main())
Reindex
~~~~~~~
.. autofunction:: async_reindex
Frequently Asked Questions
--------------------------
NameError / ImportError when importing ``AsyncElasticsearch``?
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
If when trying to use ``AsyncElasticsearch`` and you're receiving a ``NameError`` or ``ImportError``
you should ensure that you're installing via the ``elasticsearch[async]`` extra given above.
The ``AsyncElasticsearch`` name won't be available unless ``aiohttp`` and other async dependencies
are installed and you're using Python 3.6 or later.
What about the ``elasticsearch-async`` package?
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Previously asyncio was supported separately via the `elasticsearch-async <https://github.com/elastic/elasticsearch-py-async>`_ package.
elasticsearch-async has been deprecated in favor of ``elasticsearch`` async support.
For Elasticsearch 7.x and later you must install
``elasticsearch[async]`` and use ``elasticsearch.AsyncElasticsearch()``.
Receiving 'Unclosed client session / connector' warning?
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
This warning is created by ``aiohttp`` when an open HTTP connection is
garbage collected. You'll typically run into this when closing your application.
To resolve the issue ensure that :meth:`~elasticsearch.AsyncElasticsearch.close`
is called before the :py:class:`~elasticsearch.AsyncElasticsearch` instance is garbage collected.
For example if using FastAPI that might look like this:
.. code-block:: python
from fastapi import FastAPI
from elasticsearch import AsyncElasticsearch
app = FastAPI()
es = AsyncElasticsearch()
# This gets called once the app is shutting down.
@app.on_event("shutdown")
async def app_shutdown():
await es.close()
API Reference
-------------
.. py:module:: elasticsearch
The API of :class:`~elasticsearch.AsyncElasticsearch` is nearly identical
to the API of :class:`~elasticsearch.Elasticsearch` with the exception that
every API call like :py:func:`~elasticsearch.AsyncElasticsearch.search` is
an ``async`` function and requires an ``await`` to properly return the response
body.
AsyncElasticsearch
~~~~~~~~~~~~~~~~~~
.. note::
To reference Elasticsearch APIs that are namespaced like ``.indices.create()``
refer to the sync API reference. These APIs are identical between sync and async.
.. autoclass:: AsyncElasticsearch
:members:
AsyncTransport
~~~~~~~~~~~~~~
.. autoclass:: AsyncTransport
:members:
AIOHttpConnection
~~~~~~~~~~~~~~~~~
.. autoclass:: AIOHttpConnection
:members: