In SqlAlchemy how to share function between different table ORM - sqlalchemy

I wrote some table ORM in SqlAlchemy, and I want to share common functionality between them, this is my table ORM:
class RetailCampaignTemp(Base, Serialize, PrimaryField):
__tablename__ = 'retail_campaign_temp'
clicks = Column(INTEGER(11))
id = Column(INTEGER(11), primary_key=True)
Here are my custom functions:
class Serialize(object):
def Serialize(self):
return {c: getattr(self, c) for c in inspect(self).attrs.keys()}
class PrimaryField(object):
#declared_attr
def GetPrimaryField(cls):
yield from (column for column in cls.columns if column.primary_key)
When I call RetailCampaignTemp.GetPrimaryField() it say 'generator' object is not callable, what does this mean?

The culprit here is the #declared_attr decorator, which creates a class property, not a class method - that is, the expression RetailCampaignTemp.GetPrimaryField is already running the function body and returning the resulting generator, and RetailCampaignTemp.GetPrimaryField() is trying to call this generator.
This decorator is designed to be used to dynamically create sqlalchemy mapping/table declarations, e.g. by returning a relationship. From your example code it doesn't look like this is the case, so is there any reason you're not just using python's builtin #classmethod instead? This would make your call RetailCampaignTemp.GetPrimaryField() valid.

Related

Django REST Errors when serializing model with ManyToManyField

I've created a class modeling a group of files within a software product build, on a Django server using the Django-REST package. The design is that the group of files (a Depot instance) should be able to be assigned to multiple Build instances (e.g. both the "alpha" and "beta" builds using the same exact audio file depot). However, at the time that the depot is created, it is being created as part of the creation of single Build on the client; it is only later that a utility script will allow an existing Depot to be added to other Builds.
It seemed natural to me that the Depot class should represent this relationship with a ManyToManyField. The problem is that the serializer does not seem to know what to do with this ManyToManyField. I've tried several workarounds, but each has its own error. I've tried having my DepotSerializer be either a rest_framework.serializers.Serializer or a rest_framework.serializers.ModelSerializer, but that seems largely unrelated to this problem.
Models.py:
class Depot(models.Model):
name = models.CharField(max_length=64)
builds = models.ManyToManyField(Build)
TYPE_EXECUTABLE = 0
TYPE_CORE = 1
TYPE_STREAMING = 2
depot_type = models.IntegerField(choices = (
(TYPE_EXECUTABLE, 'Executable'),
(TYPE_CORE, 'Core'),
(TYPE_STREAMING, 'Streaming'),
))
def __str__(self):
return self.name
Views.py:
class DepotCreate(mixins.CreateModelMixin,
generics.GenericAPIView):
serializer_class = DepotSerializer
queryset = Depot.objects.all()
def post(self, request, *args, **kwargs):
return self.create(request, *args, **kwargs)
Serializers.py version 1:
class DepotSerializer(serializers.ModelSerializer):
builds = serializers.PrimaryKeyRelatedField()
class Meta:
model = Depot
fields = ('id', 'name', 'builds', 'depot_type')
read_only_fields = ('id',)
def validate(self, attrs):
build = attrs['builds']
if build == None:
raise serializers.ValidationError("Build could not be found")
for depot in build.depot_set.all():
if depot.name == attrs['name']:
raise serializers.ValidationError("Build already contains a depot \"{}\"".format(depot.name))
return attrs
def restore_object(self, attrs, instance=None):
# existence of the build has already been validated
return Depot(**attrs)
This version results in the following error during the Depot init call:
Exception Type: TypeError
Exception Value:
'builds' is an invalid keyword argument for this function
Exception Location: /webapps/cdp_admin_django/lib/python3.4/site-packages/django/db/models/base.py in __init__, line 417
That appears to indicate that the Depot model cannot handle the 'builds' parameter despite the fact that it has a 'builds' ManyToManyField member.
Serializers.py 'restore_object' ver 2:
def restore_object(self, attrs, instance=None):
# existence of the build has already been validated
build = attrs['builds']
depotObj = Depot(name=attrs['name'], depot_type=attrs['depot_type'])
depotObj.builds.add(build)
return depotObj
This gave me the error:
Exception Type: ValueError
Exception Value:
"<Depot: depot_test4>" needs to have a value for field "depot" before this many-to-many relationship can be used.
Exception Location: /webapps/cdp_admin_django/lib/python3.4/site-packages/django/db/models/fields/related.py in __init__, line 524
After quite a bit of investigation, I found that ManyToMany relationships can give you trouble if you don't save the MYSQL entry before attempting to manipulate that field. Hence, restore_object ver 3:
def restore_object(self, attrs, instance=None):
# existence of the build has already been validated
build = attrs['builds']
depotObj = Depot(name=attrs['name'], depot_type=attrs['depot_type'])
depotObj.save()
depotObj.builds.add(build)
return depotObj
This does successfully create the table entry for this instance, but ends up throwing the following error:
Exception Type: IntegrityError
Exception Value:
(1062, "Duplicate entry '5' for key 'PRIMARY'")
Exception Location: /webapps/cdp_admin_django/lib/python3.4/site-packages/MySQLdb/connections.py in defaulterrorhandler, line 38
This error takes place during rest_framework/mixins.py call to serializer.save(force_insert=True). Which looks like it is supposed to force the creation of a new table entry, presumably disagreeing with my earlier call to Model.save.
Does anyone know the correct approach for a design like this? I feel like this can't be that unusual of a table structure.
EDIT 10/20/2014:
After the suggestion below, I experimented with writing a new ModelSerializer for one of my models; for the most part because of these types of order-of-operations problems, I'd backed off from using ModelSerializer and did all of my data-to-object field processing in views.py by reading serializer.data.
Having a PrimaryKeyRelatedField(many=True) in the ModelSerializer DID help. Notably, I was able to create a serializer instance with existent models and get the correct serializer.data. However, I still have the problem where restore_object can do everything except create a new model instance and pass down the ManyToManyField value. I still get "TypeError: '[PrimaryKeyRelatedField name]' is an invalid keyword argument for this function" if I pass the field to the model's init func. I still cannot save the model before the REST library does it itself. In addition, in this mode, the serializer populates serializer.data with the values of the Model, not the values provided in the data input. So if you do not use the PrimaryKeyRelatedField's attrs value in restore_object, it is discarded.
It appears that I need to override ModelSerializer.save to some kind of a pre-save, apply ManyToMany input, and a post-save, but I would need the attrs values so I can apply and modify the ManyToManyField at that time. I realize that the serializer does have the init_data field to see the original inputs, but in the case where the serializer is being used to deserialize a list of data into a list of new objects, I don't think there's a way to trace which serializer.init_data corresponds with which serializer.object.
In your serializer version 1, you do not have to add
builds = serializers.PrimaryKeyRelatedField()
as the model serializer will create this for you. In fact if you look at the exemple of the documentation (http://www.django-rest-framework.org/api-guide/relations/) you'll see that the PrimaryKeyRelatedField is applied when there is a FK 'to' the current model (not a M2M relation).
I would remove this from the serializer and see then what's going on.

How to add a string into a class?

Let's say I have a Patron class that has the instance variables: name, patron_id and borroweds(borrowed books). This pretty much is a class for a virtual library. if one of my functions requires me to take a book_id # which is a string and to "reshelve" this book. How would I add the string to my class? This is what I have:
class Patron:
name= ""
patron_id= ""
borroweds= list()
# the class constructor
def __init__(self, name, patron_id, borroweds):
self.name= name
self.patron_id= patron_id
self.borroweds= borroweds
def __str__(self):
s= str("Patron("+str(self.name)+","+str(self.patron_id)+","
+list(self.borroweds)")"
return s
def __repr__(self):
return str(self)
def return_book(self,library,book, book_id):
print("Can you please reshelve this book?" + book_id)
The last function is what I need some help with.
Well if that library is an instance of some Library class and it provides methods for "reshelving" a book then you should be able to just say
def return_book(self,library,book, book_id):
print("Can you please reshelve this book?" + book_id)
library.shelve_book(book)
If you're asking how you are supposed to write your Library class or how to write the shelve_book method, well, that really depends on how you're storing those books.
For example if you store it as a list of book objects or something
self.books = []
Then you could say
class Library(object):
def self.shelve_book(self, book):
self.books.append(book)

Making the unique validator with Coland and SQLAlchemy

All I trying to do is simple blog website using Pyramid, SQLAlchemy. The form module I have chosen is Deform which uses Coland. So I have for now two fields in my form: name and url. Url creates by transliteration the name field, but it's nevermind. So I don't wanna have two articles with the same urls. I need somehow make the validator with Colland I think. But the problem is the validator performs per field, but not per Model record. I mean if I'd make validator for url field, I dont have information in my method about another fields, such as id or name, so I couldn't perform the validation.
For now I have there couple of strings I created for two hours =)
from slugify import slugify
def convertUrl(val):
return slugify(val) if val else val
class ArticleForm(colander.MappingSchema):
name = colander.SchemaNode(colander.String())
url = colander.SchemaNode(colander.String(),
preparer=convertUrl)
Actually, I thought I should perform such validation on a model level, i.e. in SQLAlchemy model, but of course futher rules don't work, because such rules exist mainly for making SQL scripts (CREATE TABLE):
class Article(TBase, Base):
""" The SQLAlchemy declarative model class for a Article object. """
__tablename__ = 'article'
id = Column(Integer, primary_key=True)
name = Column(Text, unique=True)
url = Column(Text, unique=True)
Actually my question doesn't refer neither to Deform nor to Colander, this validation must be performed at SQLAlchemy level, here's what i've come to:
#validates('url')
def validate_url_unique(self, key, value):
check_unique = DBSession.query(Article)\
.filter(and_(Article.url == value, Article.id != self.id)).first()
if check_unique:
# Doesn't work
raise ValueError('Something went wrong')
# Neither doesn't work
# assert not check_unique
return value

How do we update an HSTORE field with Flask-Admin?

How do I update an HSTORE field with Flask-Admin?
The regular ModelView doesn't show the HSTORE field in Edit view. It shows nothing. No control at all. In list view, it shows a column with data in JSON notation. That's fine with me.
Using a custom ModelView, I can change the HSTORE field into a TextAreaField. This will show me the HSTORE field in JSON notation when in edit view. But I cannot edit/update it. In list view, it still shows me the object in JSON notation. Looks fine to me.
class MyView(ModelView):
form_overrides = dict(attributes=fields.TextAreaField)
When I attempt to save/edit the JSON, I receive this error:
sqlalchemy.exc.InternalError
InternalError: (InternalError) Unexpected end of string
LINE 1: UPDATE mytable SET attributes='{}' WHERE mytable.id = ...
^
'UPDATE mytable SET attributes=%(attributes)s WHERE mytable.id = %(mytable_id)s' {'attributes': u'{}', 'mytable_id': 14L}
Now -- using code, I can get something to save into the HSTORE field:
class MyView(ModelView):
form_overrides = dict(attributes=fields.TextAreaField)
def on_model_change(self, form, model, is_created):
model.attributes = {"a": "1"}
return
This basically overrides the model and put this object into it. I can then see the object in the List view and the Edit view. Still not good enough -- I want to save/edit the object that the user typed in.
I tried to parse and save the content from the form into JSON and back out. This doesn't work:
class MyView(ModelView):
form_overrides = dict(attributes=fields.TextAreaField)
def on_model_change(self, form, model, is_created):
x = form.data['attributes']
y = json.loads(x)
model.attributes = y
return
json.loads(x) says this:
ValueError ValueError: Expecting property name: line 1 column 1 (char
1)
and here are some sample inputs that fail:
{u's': u'ff'}
{'s':'ff'}
However, this input works:
{}
Blank also works
This is my SQL Table:
CREATE TABLE mytable (
id BIGSERIAL UNIQUE PRIMARY KEY,
attributes hstore
);
This is my SQA Model:
class MyTable(Base):
__tablename__ = u'mytable'
id = Column(BigInteger, primary_key=True)
attributes = Column(HSTORE)
Here is how I added the view's to the admin object
admin.add_view(ModelView(models.MyTable, db.session))
Add the view using a custom Model View
admin.add_view(MyView(models.MyTable, db.session))
But I don't do those views at the same time -- I get a Blueprint name collision error -- separate issue)
I also attempted to use a form field converter. I couldn't get it to actually hit the code.
class MyModelConverter(AdminModelConverter):
def post_process(self, form_class, info):
raise Exception('here I am') #but it never hits this
return form_class
class MyView(ModelView):
form_overrides = dict(attributes=fields.TextAreaField)
The answer gives you a bit more then asked
Fist of all it "extends" hstore to be able to store actually JSON, not just key-value
So this structure is also OK:
{"key":{"inner_object_key":{"Another_key":"Done!","list":["no","problem"]}}}
So, first of all your ModelView should use custom converter
class ExtendedModelView(ModelView):
model_form_converter=CustomAdminConverter
Converter itself should know how to use hstore dialect:
class CustomAdminConverter(AdminModelConverter):
#converts('sqlalchemy.dialects.postgresql.hstore.HSTORE')
def conv_HSTORE(self, field_args, **extra):
return DictToHstoreField(**field_args)
This one as you can see uses custom WTForms field which converts data in both directions:
class DictToHstoreField(TextAreaField):
def process_data(self, value):
if value is None:
value = {}
else:
for key,obj in value.iteritems():
if (obj.startswith("{") and obj.endswith("}")) or (obj.startswith("[") and obj.endswith("]")):
try:
value[key]=json.loads(obj)
except:
pass #
self.data=json.dumps(value)
def process_formdata(self, valuelist):
if valuelist:
self.data = json.loads(valuelist[0])
for key,obj in self.data.iteritems():
if isinstance(obj,dict) or isinstance(obj,list):
self.data[key]=json.dumps(obj)
if isinstance(obj,int):
self.data[key]=str(obj)
The final step will be to actual use this data in application
I did not make it in common nice way for SQLalchemy, since was used with flask-restful, so I have only adoption for flask-restful in one direction, but I think it's easy to get the idea from here and do the rest.
And if your case is simple key-value storage so nothing additionaly should be done, just use it as is.
But if you want to unwrap JSON somewhere in code, it's simple like this whenever you use it, just wrap in function
if (value.startswith("{") and value.endswith("}")) or (value.startswith("[") and value.endswith("]")):
value=json.loads(value)
Creating dynamical field for actual nice non-JSON way for editing of data also possible by extending FormField and adding some javascript for adding/removing fields, but this is whole different story, in my case I needed actual json storage, with blackjack and lists :)
Was working on postgres JSON datatype. The above solution worked great with a minor modifications.
Tried
'sqlalchemy.dialects.postgresql.json.JSON',
'sqlalchemy.dialects.postgresql.JSON',
'dialects.postgresql.json.JSON',
'dialects.postgresql.JSON'
The above versions did not work.
Finally the following change worked
#converts('JSON')
And changed class DictToHstoreField to the following:
class DictToJSONField(fields.TextAreaField):
def process_data(self, value):
if value is None:
value = {}
self.data = json.dumps(value)
def process_formdata(self, valuelist):
if valuelist:
self.data = json.loads(valuelist[0])
else:
self.data = '{}'
Although, this is might not be the answer to your question, but by default SQLAlchemy's ORM doesn't detect in-place changes to HSTORE field values. But fortunately there's a solution: SQLAlchemy's MutableDict type:
from sqlalchemy.ext.mutable import MutableDict
class MyClass(Base):
__tablename__ = 'mytable'
id = Column(Integer, primary_key=True)
attributes = Column(MutableDict.as_mutable(HSTORE))
Now when you change something in-place:
my_object.attributes.['some_key'] = 'some value'
The hstore field will be updated after session.commit().

Association Proxy SQLAlchemy

This source details how to use association proxies to create views and objects with values of an ORM object.
However, when I append an value that matches an existing object in the database (and said value is either unique or a primary key), it creates a conflicting object so I cannot commit.
So in my case is this only useful as a view, and I'll need to use ORM queries to retrieve the object to be appended.
Is this my only option or can I use merge (I may only be able to do this if it's a primary key and not a unique constraint), OR set up the constructor such that it will use an existing object in the database if it exists instead of creating a new object?
For example from the docs:
user.keywords.append('cheese inspector')
# Is translated by the association proxy into the operation:
user.kw.append(Keyword('cheese inspector'))
But I'd like to to be translated to something more like: (of course the query could fail).
keyword = session.query(Keyword).filter(Keyword.keyword == 'cheese inspector').one()
user.kw.append(keyword)
OR ideally
user.kw.append(Keyword('cheese inspector'))
session.merge() # retrieves identical object from the database, or keeps new one
session.commit() # success!
I suppose this may not even be a good idea, but it could be in certain use cases :)
The example shown on the documentation page you link to is a composition type of relationship (in OOP terms) and as such represents the owns type of relationship rather then uses in terms of verbs. Therefore each owner would have its own copy of the same (in terms of value) keyword.
In fact, you can use exactly the suggestion from the documentation you link to in your question to create a custom creator method and hack it to reuse existing object for given key instead of just creating a new one. In this case the sample code of the User class and creator function will look like below:
def _keyword_find_or_create(kw):
keyword = Keyword.query.filter_by(keyword=kw).first()
if not(keyword):
keyword = Keyword(keyword=kw)
# if aufoflush=False used in the session, then uncomment below
#session.add(keyword)
#session.flush()
return keyword
class User(Base):
__tablename__ = 'user'
id = Column(Integer, primary_key=True)
name = Column(String(64))
kw = relationship("Keyword", secondary=lambda: userkeywords_table)
keywords = association_proxy('kw', 'keyword',
creator=_keyword_find_or_create, # #note: this is the
)
I recently ran into the same problem. Mike Bayer, creator of SQLAlchemy, refered me to the “unique object” recipe but also showed me a variant that uses an event listener. The latter approach modifies the association proxy so that UserKeyword.keyword temporarily points to a plain string and only creates a new Keyword object if the keyword doesn't already exist.
from sqlalchemy import event
# Same User and Keyword classes from documentation
class UserKeyword(Base):
__tablename__ = 'user_keywords'
# Columns
user_id = Column(Integer, ForeignKey(User.id), primary_key=True)
keyword_id = Column(Integer, ForeignKey(Keyword.id), primary_key=True)
special_key = Column(String(50))
# Bidirectional attribute/collection of 'user'/'user_keywords'
user = relationship(
User,
backref=backref(
'user_keywords',
cascade='all, delete-orphan'
)
)
# Reference to the 'Keyword' object
keyword = relationship(Keyword)
def __init__(self, keyword=None, user=None, special_key=None):
self._keyword_keyword = keyword_keyword # temporary, will turn into a
# Keyword when we attach to a
# Session
self.special_key = special_key
#property
def keyword_keyword(self):
if self.keyword is not None:
return self.keyword.keyword
else:
return self._keyword_keyword
#event.listens_for(Session, "after_attach")
def after_attach(session, instance):
# when UserKeyword objects are attached to a Session, figure out what
# Keyword in the database it should point to, or create a new one
if isinstance(instance, UserKeyword):
with session.no_autoflush:
keyword = session.query(Keyword).\
filter_by(keyword=instance._keyword_keyword).\
first()
if keyword is None:
keyword = Keyword(keyword=instance._keyword_keyword)
instance.keyword = keyword