JSON serialization of Google App Engine models

PythonJsonGoogle App-Engine

Python Problem Overview


I've been searching for quite a while with no success. My project isn't using Django, is there a simple way to serialize App Engine models (google.appengine.ext.db.Model) into JSON or do I need to write my own serializer?

Model:

class Photo(db.Model):
    filename = db.StringProperty()
    title = db.StringProperty()
    description = db.StringProperty(multiline=True)
    date_taken = db.DateTimeProperty()
    date_uploaded = db.DateTimeProperty(auto_now_add=True)
    album = db.ReferenceProperty(Album, collection_name='photo')

Python Solutions


Solution 1 - Python

A simple recursive function can be used to convert an entity (and any referents) to a nested dictionary that can be passed to simplejson:

import datetime
import time

SIMPLE_TYPES = (int, long, float, bool, dict, basestring, list)

def to_dict(model):
    output = {}

    for key, prop in model.properties().iteritems():
        value = getattr(model, key)

        if value is None or isinstance(value, SIMPLE_TYPES):
            output[key] = value
        elif isinstance(value, datetime.date):
            # Convert date/datetime to MILLISECONDS-since-epoch (JS "new Date()").
            ms = time.mktime(value.utctimetuple()) * 1000
            ms += getattr(value, 'microseconds', 0) / 1000
            output[key] = int(ms)
        elif isinstance(value, db.GeoPt):
            output[key] = {'lat': value.lat, 'lon': value.lon}
        elif isinstance(value, db.Model):
            output[key] = to_dict(value)
        else:
            raise ValueError('cannot encode ' + repr(prop))

    return output

Solution 2 - Python

This is the simplest solution I found. It requires only 3 lines of codes.

Simply add a method to your model to return a dictionary:

class DictModel(db.Model):
    def to_dict(self):
       return dict([(p, unicode(getattr(self, p))) for p in self.properties()])

SimpleJSON now works properly:

class Photo(DictModel):
   filename = db.StringProperty()
   title = db.StringProperty()
   description = db.StringProperty(multiline=True)
   date_taken = db.DateTimeProperty()
   date_uploaded = db.DateTimeProperty(auto_now_add=True)
   album = db.ReferenceProperty(Album, collection_name='photo')

from django.utils import simplejson
from google.appengine.ext import webapp

class PhotoHandler(webapp.RequestHandler):
   def get(self):
      photos = Photo.all()
      self.response.out.write(simplejson.dumps([p.to_dict() for p in photos]))

Solution 3 - Python

In the latest (1.5.2) release of the App Engine SDK, a to_dict() function that converts model instances to dictionaries was introduced in db.py. See the release notes.

There is no reference to this function in the documentation as of yet, but I have tried it myself and it works as expected.

Solution 4 - Python

To serialize models, add a custom json encoder as in the following python:

import datetime
from google.appengine.api import users
from google.appengine.ext import db
from django.utils import simplejson

class jsonEncoder(simplejson.JSONEncoder):
    def default(self, obj):
        if isinstance(obj, datetime.datetime):
            return obj.isoformat()

        elif isinstance(obj, db.Model):
            return dict((p, getattr(obj, p)) 
                        for p in obj.properties())

        elif isinstance(obj, users.User):
            return obj.email()

        else:
            return simplejson.JSONEncoder.default(self, obj)


# use the encoder as: 
simplejson.dumps(model, cls=jsonEncoder)

This will encode:

  • a date as as isoformat string (per this suggestion),
  • a model as a dict of its properties,
  • a user as his email.

To decode the date you can use this javascript:

function decodeJsonDate(s){
  return new Date( s.slice(0,19).replace('T',' ') + ' GMT' );
} // Note that this function truncates milliseconds.

Note: Thanks to user pydave who edited this code to make it more readable. I had originally had used python's if/else expressions to express jsonEncoder in fewer lines as follows: (I've added some comments and used google.appengine.ext.db.to_dict, to make it clearer than the original.)

class jsonEncoder(simplejson.JSONEncoder):
  def default(self, obj):
    isa=lambda x: isinstance(obj, x) # isa(<type>)==True if obj is of type <type>
    return obj.isoformat() if isa(datetime.datetime) else \
           db.to_dict(obj) if isa(db.Model) else \
           obj.email()     if isa(users.User) else \
           simplejson.JSONEncoder.default(self, obj)

Solution 5 - Python

You don't need to write your own "parser" (a parser would presumably turn JSON into a Python object), but you can still serialize your Python object yourself.

Using simplejson:

import simplejson as json
serialized = json.dumps({
    'filename': self.filename,
    'title': self.title,
    'date_taken': date_taken.isoformat(),
    # etc.
})

Solution 6 - Python

For simple cases, I like the approach advocated here at the end of the article:

  # after obtaining a list of entities in some way, e.g.:
  user = users.get_current_user().email().lower();
  col = models.Entity.gql('WHERE user=:1',user).fetch(300, 0)

  # ...you can make a json serialization of name/key pairs as follows:
  json = simplejson.dumps(col, default=lambda o: {o.name :str(o.key())})

The article also contains, at the other end of the spectrum, a complex serializer class that enriches django's (and does require _meta -- not sure why you're getting errors about _meta missing, perhaps the bug described here) with the ability to serialize computed properties / methods. Most of the time you serialization needs lay somewhere in between, and for those an introspective approach such as @David Wilson's may be preferable.

Solution 7 - Python

Even if you are not using django as a framework, those libraries are still available for you to use.

from django.core import serializers
data = serializers.serialize("xml", Photo.objects.all())

Solution 8 - Python

If you use app-engine-patch it will automatically declare the _meta attribute for you, and then you can use django.core.serializers as you would normally do on django models (as in sledge's code).

App-engine-patch has some other cool features such has an hybrid authentication (django + google accounts), and the admin part of django works.

Solution 9 - Python

Mtgred's answer above worked wonderfully for me -- I slightly modified it so I could also get the key for the entry. Not as few lines of code, but it gives me the unique key:

class DictModel(db.Model):
def to_dict(self):
    tempdict1 = dict([(p, unicode(getattr(self, p))) for p in self.properties()])
    tempdict2 = {'key':unicode(self.key())}
    tempdict1.update(tempdict2)
    return tempdict1

Solution 10 - Python

I've extended the JSON Encoder class written by dpatru to support:

  • Query results properties (e.g. car.owner_set)

  • ReferenceProperty - recursively turn it into JSON

  • Filtering properties - only properties with a verbose_name will be encoded into JSON

     class DBModelJSONEncoder(json.JSONEncoder):
         """Encodes a db.Model into JSON"""
     
         def default(self, obj):
             if (isinstance(obj, db.Query)):
                 # It's a reference query (holding several model instances)
                 return [self.default(item) for item in obj]
     
             elif (isinstance(obj, db.Model)):
                 # Only properties with a verbose name will be displayed in the JSON output
                 properties = obj.properties()
                 filtered_properties = filter(lambda p: properties[p].verbose_name != None, properties)
     
                 # Turn each property of the DB model into a JSON-serializeable entity
                 json_dict = dict([(
                         p,
                         getattr(obj, p)
                             if (not isinstance(getattr(obj, p), db.Model))
                             else
                         self.default(getattr(obj, p)) # A referenced model property
                     ) for p in filtered_properties])
     
                 json_dict['id'] = obj.key().id() # Add the model instance's ID (optional - delete this if you do not use it)
     
                 return json_dict
     
             else:
                 # Use original JSON encoding
                 return json.JSONEncoder.default(self, obj)
     
    

Solution 11 - Python

As mentioned by https://stackoverflow.com/users/806432/fredva, the to_dict works great. Here is my code i'm using.

foos = query.fetch(10)
prepJson = []

for f in foos:
  prepJson.append(db.to_dict(f))

myJson = json.dumps(prepJson))

Solution 12 - Python

There's a method, "Model.properties()", defined for all Model classes. It returns the dict you seek.

from django.utils import simplejson
class Photo(db.Model):
  # ...

my_photo = Photo(...)
simplejson.dumps(my_photo.properties())

See Model properties in the docs.

Solution 13 - Python

These APIs (google.appengine.ext.db) are no longer recommended. Apps that use these APIs can only run in the App Engine Python 2 runtime and will need to migrate to other APIs and services before migrating to the App Engine Python 3 runtime. To know more: click here

Solution 14 - Python

To serialize a Datastore Model instance you can't use json.dumps (haven't tested but Lorenzo pointed it out). Maybe in the future the following will work.

http://docs.python.org/2/library/json.html

import json
string = json.dumps(['foo', {'bar': ('baz', None, 1.0, 2)}])
object = json.loads(self.request.body)

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Solution 4 - PythonDaniel PatruView Answer on Stackoverflow
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Solution 6 - PythonAlex MartelliView Answer on Stackoverflow
Solution 7 - PythonAndrew SledgeView Answer on Stackoverflow
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