TypeError: ObjectId('') is not JSON serializable
My response back from MongoDB after querying an aggregated function on document using Python, It returns valid response and i can print it but can not return it.
Error:
TypeError: ObjectId('51948e86c25f4b1d1c0d303c') is not JSON serializable
Print:
{'result': [{'_id': ObjectId('51948e86c25f4b1d1c0d303c'), 'api_calls_with_key': 4, 'api_calls_per_day': 0.375, 'api_calls_total': 6, 'api_calls_without_key': 2}], 'ok': 1.0}
But When i try to return:
TypeError: ObjectId('51948e86c25f4b1d1c0d303c') is not JSON serializable
It is RESTfull call:
@appv1.route('/v1/analytics')
def get_api_analytics():
# get handle to collections in MongoDB
statistics = sldb.statistics
objectid = ObjectId("51948e86c25f4b1d1c0d303c")
analytics = statistics.aggregate([
{'$match': {'owner': objectid}},
{'$project': {'owner': "$owner",
'api_calls_with_key': {'$cond': [{'$eq': ["$apikey", None]}, 0, 1]},
'api_calls_without_key': {'$cond': [{'$ne': ["$apikey", None]}, 0, 1]}
}},
{'$group': {'_id': "$owner",
'api_calls_with_key': {'$sum': "$api_calls_with_key"},
'api_calls_without_key': {'$sum': "$api_calls_without_key"}
}},
{'$project': {'api_calls_with_key': "$api_calls_with_key",
'api_calls_without_key': "$api_calls_without_key",
'api_calls_total': {'$add': ["$api_calls_with_key", "$api_calls_without_key"]},
'api_calls_per_day': {'$divide': [{'$add': ["$api_calls_with_key", "$api_calls_without_key"]}, {'$dayOfMonth': datetime.now()}]},
}}
])
print(analytics)
return analytics
db is well connected and collection is there too and I got back valid expected result but when i try to return it gives me Json error. Any idea how to convert the response back into JSON. Thanks
Solution 1:
Pymongo provides json_util - you can use that one instead to handle BSON types
def parse_json(data):
return json.loads(json_util.dumps(data))
Solution 2:
You should define you own JSONEncoder
and using it:
import json
from bson import ObjectId
class JSONEncoder(json.JSONEncoder):
def default(self, o):
if isinstance(o, ObjectId):
return str(o)
return json.JSONEncoder.default(self, o)
JSONEncoder().encode(analytics)
It's also possible to use it in the following way.
json.encode(analytics, cls=JSONEncoder)
Solution 3:
>>> from bson import Binary, Code
>>> from bson.json_util import dumps
>>> dumps([{'foo': [1, 2]},
... {'bar': {'hello': 'world'}},
... {'code': Code("function x() { return 1; }")},
... {'bin': Binary("")}])
'[{"foo": [1, 2]}, {"bar": {"hello": "world"}}, {"code": {"$code": "function x() { return 1; }", "$scope": {}}}, {"bin": {"$binary": "AQIDBA==", "$type": "00"}}]'
Actual example from json_util.
Unlike Flask's jsonify, "dumps" will return a string, so it cannot be used as a 1:1 replacement of Flask's jsonify.
But this question shows that we can serialize using json_util.dumps(), convert back to dict using json.loads() and finally call Flask's jsonify on it.
Example (derived from previous question's answer):
from bson import json_util, ObjectId
import json
#Lets create some dummy document to prove it will work
page = {'foo': ObjectId(), 'bar': [ObjectId(), ObjectId()]}
#Dump loaded BSON to valid JSON string and reload it as dict
page_sanitized = json.loads(json_util.dumps(page))
return page_sanitized
This solution will convert ObjectId and others (ie Binary, Code, etc) to a string equivalent such as "$oid."
JSON output would look like this:
{
"_id": {
"$oid": "abc123"
}
}
Solution 4:
Most users who receive the "not JSON serializable" error simply need to specify default=str
when using json.dumps
. For example:
json.dumps(my_obj, default=str)
This will force a conversion to str
, preventing the error. Of course then look at the generated output to confirm that it is what you need.