PyMongo 3 Migration Guide
PyMongo 3 is a partial rewrite bringing a large number of improvements. It also brings a number of backward breaking changes. This guide provides a roadmap for migrating an existing application from PyMongo 2.x to 3.x or writing libraries that will work with both PyMongo 2.x and 3.x.
PyMongo 2.9
The first step in any successful migration involves upgrading to, or requiring, at least PyMongo 2.9. If your project has a requirements.txt file, add the line “pymongo >= 2.9, < 3.0” until you have completely migrated to PyMongo 3. Most of the key new methods and options from PyMongo 3.0 are backported in PyMongo 2.9 making migration much easier.
Enable Deprecation Warnings
Starting with PyMongo 2.9, DeprecationWarning
is raised by most methods removed in PyMongo 3.0. Make sure you enable runtime warnings to see where deprecated functions and methods are being used in your application:
python -Wd <your application>
Warnings can also be changed to errors:
python -Wd -Werror <your application>
Note
Not all deprecated features raise DeprecationWarning
when used. For example, the find()
options renamed in PyMongo 3.0 do not raise DeprecationWarning
when used in PyMongo 2.x. See also Removed features with no migration path.
CRUD API
Changes to find() and find_one()
“spec” renamed “filter”
The spec option has been renamed to filter. Code like this:
>>> cursor = collection.find(spec={"a": 1})
can be changed to this with PyMongo 2.9 or later:
>>> cursor = collection.find(filter={"a": 1})
or this with any version of PyMongo:
>>> cursor = collection.find({"a": 1})
“fields” renamed “projection”
The fields option has been renamed to projection. Code like this:
>>> cursor = collection.find({"a": 1}, fields={"_id": False})
can be changed to this with PyMongo 2.9 or later:
>>> cursor = collection.find({"a": 1}, projection={"_id": False})
or this with any version of PyMongo:
>>> cursor = collection.find({"a": 1}, {"_id": False})
“partial” renamed “allow_partial_results”
The partial option has been renamed to allow_partial_results. Code like this:
>>> cursor = collection.find({"a": 1}, partial=True)
can be changed to this with PyMongo 2.9 or later:
>>> cursor = collection.find({"a": 1}, allow_partial_results=True)
“timeout” replaced by “no_cursor_timeout”
The timeout option has been replaced by no_cursor_timeout. Code like this:
>>> cursor = collection.find({"a": 1}, timeout=False)
can be changed to this with PyMongo 2.9 or later:
>>> cursor = collection.find({"a": 1}, no_cursor_timeout=True)
“network_timeout” is removed
The network_timeout option has been removed. This option was always the wrong solution for timing out long running queries and should never be used in production. Starting with MongoDB 2.6 you can use the $maxTimeMS query modifier. Code like this:
# Set a 5 second select() timeout.
>>> cursor = collection.find({"a": 1}, network_timeout=5)
can be changed to this with PyMongo 2.9 or later:
# Set a 5 second (5000 millisecond) server side query timeout.
>>> cursor = collection.find({"a": 1}, modifiers={"$maxTimeMS": 5000})
or with PyMongo 3.5 or later:
>>> cursor = collection.find({"a": 1}, max_time_ms=5000)
or with any version of PyMongo:
>>> cursor = collection.find({"$query": {"a": 1}, "$maxTimeMS": 5000})
See also
Tailable cursors
The tailable and await_data options have been replaced by cursor_type. Code like this:
>>> cursor = collection.find({"a": 1}, tailable=True)
>>> cursor = collection.find({"a": 1}, tailable=True, await_data=True)
can be changed to this with PyMongo 2.9 or later:
>>> from pymongo import CursorType
>>> cursor = collection.find({"a": 1}, cursor_type=CursorType.TAILABLE)
>>> cursor = collection.find({"a": 1}, cursor_type=CursorType.TAILABLE_AWAIT)
Other removed options
The slave_okay, read_preference, tag_sets, and secondary_acceptable_latency_ms options have been removed. See the Read Preferences section for solutions.
The aggregate method always returns a cursor
PyMongo 2.6 added an option to return an iterable cursor from aggregate()
. In PyMongo 3 aggregate()
always returns a cursor. Use the cursor option for consistent behavior with PyMongo 2.9 and later:
>>> for result in collection.aggregate([], cursor={}):
... pass
Read Preferences
The “slave_okay” option is removed
The slave_okay option is removed from PyMongo’s API. The secondaryPreferred read preference provides the same behavior. Code like this:
>>> client = MongoClient(slave_okay=True)
can be changed to this with PyMongo 2.9 or newer:
>>> client = MongoClient(readPreference="secondaryPreferred")
The “read_preference” attribute is immutable
Code like this:
>>> from pymongo import ReadPreference
>>> db = client.my_database
>>> db.read_preference = ReadPreference.SECONDARY
can be changed to this with PyMongo 2.9 or later:
>>> db = client.get_database("my_database",
... read_preference=ReadPreference.SECONDARY)
Code like this:
>>> cursor = collection.find({"a": 1},
... read_preference=ReadPreference.SECONDARY)
can be changed to this with PyMongo 2.9 or later:
>>> coll2 = collection.with_options(read_preference=ReadPreference.SECONDARY)
>>> cursor = coll2.find({"a": 1})
See also
The “tag_sets” option and attribute are removed
The tag_sets MongoClient option is removed. The read_preference option can be used instead. Code like this:
>>> client = MongoClient(
... read_preference=ReadPreference.SECONDARY,
... tag_sets=[{"dc": "ny"}, {"dc": "sf"}])
can be changed to this with PyMongo 2.9 or later:
>>> from pymongo.read_preferences import Secondary
>>> client = MongoClient(read_preference=Secondary([{"dc": "ny"}]))
To change the tags sets for a Database or Collection, code like this:
>>> db = client.my_database
>>> db.read_preference = ReadPreference.SECONDARY
>>> db.tag_sets = [{"dc": "ny"}]
can be changed to this with PyMongo 2.9 or later:
>>> db = client.get_database("my_database",
... read_preference=Secondary([{"dc": "ny"}]))
Code like this:
>>> cursor = collection.find(
... {"a": 1},
... read_preference=ReadPreference.SECONDARY,
... tag_sets=[{"dc": "ny"}])
can be changed to this with PyMongo 2.9 or later:
>>> from pymongo.read_preferences import Secondary
>>> coll2 = collection.with_options(
... read_preference=Secondary([{"dc": "ny"}]))
>>> cursor = coll2.find({"a": 1})
See also
The “secondary_acceptable_latency_ms” option and attribute are removed
PyMongo 2.x supports secondary_acceptable_latency_ms as an option to methods throughout the driver, but mongos only supports a global latency option. PyMongo 3.x has changed to match the behavior of mongos, allowing migration from a single server, to a replica set, to a sharded cluster without a surprising change in server selection behavior. A new option, localThresholdMS, is available through MongoClient and should be used in place of secondaryAcceptableLatencyMS. Code like this:
>>> client = MongoClient(readPreference="nearest",
... secondaryAcceptableLatencyMS=100)
can be changed to this with PyMongo 2.9 or later:
>>> client = MongoClient(readPreference="nearest",
... localThresholdMS=100)
Write Concern
The “safe” option is removed
In PyMongo 3 the safe option is removed from the entire API. MongoClient
has always defaulted to acknowledged write operations and continues to do so in PyMongo 3.
The “write_concern” attribute is immutable
The write_concern attribute is immutable in PyMongo 3. Code like this:
>>> client = MongoClient()
>>> client.write_concern = {"w": "majority"}
can be changed to this with any version of PyMongo:
>>> client = MongoClient(w="majority")
Code like this:
>>> db = client.my_database
>>> db.write_concern = {"w": "majority"}
can be changed to this with PyMongo 2.9 or later:
>>> from pymongo import WriteConcern
>>> db = client.get_database("my_database",
... write_concern=WriteConcern(w="majority"))
The new CRUD API write methods do not accept write concern options. Code like this:
>>> oid = collection.insert({"a": 2}, w="majority")
can be changed to this with PyMongo 2.9 or later:
>>> from pymongo import WriteConcern
>>> coll2 = collection.with_options(
... write_concern=WriteConcern(w="majority"))
>>> oid = coll2.insert({"a": 2})
See also
Codec Options
The “document_class” attribute is removed
Code like this:
>>> from bson.son import SON
>>> client = MongoClient()
>>> client.document_class = SON
can be replaced by this in any version of PyMongo:
>>> from bson.son import SON
>>> client = MongoClient(document_class=SON)
or to change the document_class for a Database
with PyMongo 2.9 or later:
>>> from bson.codec_options import CodecOptions
>>> from bson.son import SON
>>> db = client.get_database("my_database", CodecOptions(SON))
See also
get_collection()
and with_options()
The “uuid_subtype” option and attribute are removed
Code like this:
>>> from bson.binary import JAVA_LEGACY
>>> db = client.my_database
>>> db.uuid_subtype = JAVA_LEGACY
can be replaced by this with PyMongo 2.9 or later:
>>> from bson.binary import JAVA_LEGACY
>>> from bson.codec_options import CodecOptions
>>> db = client.get_database("my_database",
... CodecOptions(uuid_representation=JAVA_LEGACY))
See also
get_collection()
and with_options()
MongoClient
MongoClient connects asynchronously
In PyMongo 3, the MongoClient
constructor no longer blocks while connecting to the server or servers, and it no longer raises ConnectionFailure
if they are unavailable, nor ConfigurationError
if the user’s credentials are wrong. Instead, the constructor returns immediately and launches the connection process on background threads. The connect option is added to control whether these threads are started immediately, or when the client is first used.
For consistent behavior in PyMongo 2.x and PyMongo 3.x, code like this:
>>> from pymongo.errors import ConnectionFailure
>>> try:
... client = MongoClient()
... except ConnectionFailure:
... print("Server not available")
>>>
can be changed to this with PyMongo 2.9 or later:
>>> from pymongo.errors import ConnectionFailure
>>> client = MongoClient(connect=False)
>>> try:
... result = client.admin.command("ismaster")
... except ConnectionFailure:
... print("Server not available")
>>>
Any operation can be used to determine if the server is available. We choose the “ismaster” command here because it is cheap and does not require auth, so it is a simple way to check whether the server is available.
The max_pool_size parameter is removed
PyMongo 3 replaced the max_pool_size parameter with support for the MongoDB URI maxPoolSize option. Code like this:
>>> client = MongoClient(max_pool_size=10)
can be replaced by this with PyMongo 2.9 or later:
>>> client = MongoClient(maxPoolSize=10)
>>> client = MongoClient("mongodb://localhost:27017/?maxPoolSize=10")
The “disconnect” method is removed
Code like this:
>>> client.disconnect()
can be replaced by this with PyMongo 2.9 or later:
>>> client.close()
The host and port attributes are removed
Code like this:
>>> host = client.host
>>> port = client.port
can be replaced by this with PyMongo 2.9 or later:
>>> address = client.address
>>> host, port = address or (None, None)
BSON
“as_class”, “tz_aware”, and “uuid_subtype” are removed
The as_class, tz_aware, and uuid_subtype parameters have been removed from the functions provided in bson
. Furthermore, the encode()
and decode()
functions have been added as more performant alternatives to the bson.BSON.encode()
and bson.BSON.decode()
methods. Code like this:
>>> from bson import BSON
>>> from bson.son import SON
>>> encoded = BSON.encode({"a": 1}, as_class=SON)
can be replaced by this in PyMongo 2.9 or later:
>>> from bson import encode
>>> from bson.codec_options import CodecOptions
>>> from bson.son import SON
>>> encoded = encode({"a": 1}, codec_options=CodecOptions(SON))
Removed features with no migration path
MasterSlaveConnection is removed
Master slave deployments are deprecated in MongoDB. Starting with MongoDB 3.0 a replica set can have up to 50 members and that limit is likely to be removed in later releases. We recommend migrating to replica sets instead.
Requests are removed
The client methods start_request, in_request, and end_request are removed. Requests were designed to make read-your-writes consistency more likely with the w=0 write concern. Additionally, a thread in a request used the same member for all secondary reads in a replica set. To ensure read-your-writes consistency in PyMongo 3.0, do not override the default write concern with w=0, and do not override the default read preference of PRIMARY.
The “compile_re” option is removed
In PyMongo 3 regular expressions are never compiled to Python match objects.
The “use_greenlets” option is removed
The use_greenlets option was meant to allow use of PyMongo with Gevent without the use of gevent.monkey.patch_threads(). This option caused a lot of confusion and made it difficult to support alternative asyncio libraries like Eventlet. Users of Gevent should use gevent.monkey.patch_all() instead.
See also