Format floats with standard json module
I am using the standard json module in python 2.6 to serialize a list of floats. However, I'm getting results like this:
>>> import json
>>> json.dumps([23.67, 23.97, 23.87])
'[23.670000000000002, 23.969999999999999, 23.870000000000001]'
I want the floats to be formated with only two decimal digits. The output should look like this:
>>> json.dumps([23.67, 23.97, 23.87])
'[23.67, 23.97, 23.87]'
I have tried defining my own JSON Encoder class:
class MyEncoder(json.JSONEncoder):
def encode(self, obj):
if isinstance(obj, float):
return format(obj, '.2f')
return json.JSONEncoder.encode(self, obj)
This works for a sole float object:
>>> json.dumps(23.67, cls=MyEncoder)
'23.67'
But fails for nested objects:
>>> json.dumps([23.67, 23.97, 23.87])
'[23.670000000000002, 23.969999999999999, 23.870000000000001]'
I don't want to have external dependencies, so I prefer to stick with the standard json module.
How can I achieve this?
Solution 1:
Note: This does not work in any recent version of Python.
Unfortunately, I believe you have to do this by monkey-patching (which, to my opinion, indicates a design defect in the standard library json
package). E.g., this code:
import json
from json import encoder
encoder.FLOAT_REPR = lambda o: format(o, '.2f')
print(json.dumps(23.67))
print(json.dumps([23.67, 23.97, 23.87]))
emits:
23.67
[23.67, 23.97, 23.87]
as you desire. Obviously, there should be an architected way to override FLOAT_REPR
so that EVERY representation of a float is under your control if you wish it to be; but unfortunately that's not how the json
package was designed:-(.
Solution 2:
import simplejson
class PrettyFloat(float):
def __repr__(self):
return '%.15g' % self
def pretty_floats(obj):
if isinstance(obj, float):
return PrettyFloat(obj)
elif isinstance(obj, dict):
return dict((k, pretty_floats(v)) for k, v in obj.items())
elif isinstance(obj, (list, tuple)):
return list(map(pretty_floats, obj))
return obj
print(simplejson.dumps(pretty_floats([23.67, 23.97, 23.87])))
emits
[23.67, 23.97, 23.87]
No monkeypatching necessary.