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auto-related-0.0.4
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تبلیغات ما
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تبلیغات ما
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مشاهده بیشترتوضیحات
Optimize serializers automatically with select_related(), prefetch_related(), defer() and only()
| ویژگی | مقدار |
|---|---|
| سیستم عامل | - |
| نام فایل | auto-related-0.0.4 |
| نام | auto-related |
| نسخه کتابخانه | 0.0.4 |
| نگهدارنده | [] |
| ایمیل نگهدارنده | [] |
| نویسنده | Furkan Akyol |
| ایمیل نویسنده | furkanakyol1997@gmail.com |
| آدرس صفحه اصلی | https://github.com/thetarby/django-auto-related |
| آدرس اینترنتی | https://pypi.org/project/auto-related/ |
| مجوز | MIT |
# AutoRelated
AutoRelated package automatically creates correct use of `select_related()`, `prefetch_related()` and `only()` methods of django for django-rest serializers.
- Pass your serializer to Tracer object
- Build your query with the returned parameters
- Your query is optimized
## Requirements
AutoRelated is developed and tested against;
* Django version: 3.0, 3.0.5
* Django REST framework version: 3.10.3, 3.11.0
* Python version: 3.6, 3.7, 3.8
It requires only:
* Django
* Django REST framework
For development in addition to above:
* Django Debug Toolbar
## Installation
To install it use
```sh
$ pip install auto-related
```
## Usage
If you have a serializer like this defined in your serializers.py file;
```python
from restframework import serializers
class SomeSerializer(serializer.ModelSerializer):
field=SomeotherSerializer(many=True)
.
.
.
```
You can use it in your views like this;
```python
from auto_related.tracer import Trace, optimized_queryset_given_trails
from rest_framework import status,generics
class ParentList(generics.ListAPIView):
serializer_class = SomeSerializer
def get_queryset(self):
t=Tracer(SomeSerializer)
traces=t.trace()
s,p=optimized_queryset_given_trails(traces)
return SomeSerializer.model.objects.select_related(*s)\
.prefetch_related(*p)\
.only(*t.build_only())
```
Or you can use mixins that basically do the same thing
```python
from auto_related.mixin import ViewMixin, ViewMixinWithOnlyOptim
from rest_framework import status,generics
#this mixin does not use only() and defer() optimization
class ParentList(ViewMixin, generics.ListAPIView):
serializer_class = SomeSerializer
# you can pass extra parameters here for SerializerMethodField if you do not use auto-related's MethodField
queryset=Parent.objects.all()
#this mixin uses only() and defer() optimization
class ParentList(ViewMixinWithOnlyOptim, generics.ListAPIView):
serializer_class = SomeSerializer
queryset=Parent.objects.all()
```
##### If you have a SerializerMethodField:
If you have a SerializerMethodField in your serializer which requires a queryset to be evaluated then it cannot be detected by auto-related automatically since inspecting a function is really hard. As a solution you can use a MethodField from auto-related.method_field which is almost same as SerializerMethodField except that it has an sources attribute which later could be used by auto-related to determine correct use of select_related(), prefetch_related() and only().
```python
from auto_related.method_field import MethodField
class SomeSerializerWithMethodField(serializer.ModelSerializer):
field1=MethodField(many=True, sources=['related_object_set'])
field2=MethodField(many=True, sources=['child__related_object_set', 'related_object_set'])
get_field1(self, obj):
# here related_object is accessed hence it sould be added to sources
return obj.related_object_set.all().count()
get_field2(self, obj):
# here related_object and child.related_object is accessed hence they sould be added to sources
return obj.child.related_object_set.all().count() + obj.related_object_set.all().count()
class Meta:
model=modelA
class AnotherSerializer(serializer.ModelSerializer):
# You can use above serializer which includes a SerializerMethodField in another serializer safely.
# This way you do not need to deal with nested usage of SerilizerMethodField.
# They are automatically prepended with necessary model and field names when used in another serializer.
# Also sources are automatically splitted into select_related and prefetch_related in a way
# which minimizes database hits.
field=SomeSerializerWithMethodField(many=True, source='modelA')
class Meta:
model=modelB
```
MethodField's implementation is almost same with the SerializerMethodField from rest-framework. In fact if you do not pass an sources argument to it, it is the same. Hence you can import like ```auto_related.method_field import MethodField as SerializerMethodField``` without changing your code, and you only set sources argument for the necessary fields.
## How It Works
First a util function `get_all_sources()` inspects a serializer deeply by iterating over all of its fields including fields of the nested serializers. Say that you have serializer like this;
```python
class SomeSerializer(serializer.ModelSerializer):
field=SomeOtherSerializer(many=True, source='some_other')
text=CharField()
class SomeOtherSerializer(serializer.ModelSerializer):
name=CharField()
attr=IntegerField()
```
then all sources of a serializer is obtained by;
```python
get_all_sources(SomeSerializer)
#returns ['field', 'text',' some_other.name', 'some_other.attr']
```
which is all attributes that this serializer will access when it is passed with a data. We somehow have to inspect those sources to decide what to prefetch.
Then, the tracer object traces all these sources on model that this serializer is assigned to. For example some_other.attr source first visits some_other relational field and then attr integerfield of SomeOther model. Note that those fields has nothing to do with rest framework fields, they are django's field objects. Fields helps us to decide what to prefetch. For instance, If a field is a related or reverse related field then it could be said that it should be prefetched. However there are two methods to do that in django which are `select_related` and `prefetch_related`. Fields classes helps to decide which is which. For example a onetoone field can be prefetched using `select_related` but we should use `prefetch_related` for manytomany fields or reverse related fields etc..
## Development
Want to contribute? Great!
Currently no automated tests. You can clone the repo and run the test project;
```sh
$ cd projectfolder/autorelated/tests
$ python manage.py runserver
```
Django toolbar is installed in the project so that you can examine how many queries are executed and lots of other things as well for testing purposes. For instance you can go to `http://localhost:8080/test/course` and `http://localhost:8080/test/course/slow` to compare speed and query count difference between auto_related applied and not applied queries. Each url in the test project has its counter part `...url/slow` which does not use auto_related and only use `model.objects.all()` as queryset.
## Todos
- Writing Tests
- Examining queryset or model instances passed to serializers to check if they are cached and properly configured and if not optimize them automatically.
- Utilizing `values()` instead of `only()` when django model instance is not needed.
- To be able to use whole package as a debug tool which could warn for missing optimizations when DEBUG=True
License
----
MIT
نیازمندی
| مقدار | نام |
|---|---|
| - | djangorestframework |
| - | django |
نحوه نصب
نصب پکیج whl auto-related-0.0.4:
pip install auto-related-0.0.4.whl
نصب پکیج tar.gz auto-related-0.0.4:
pip install auto-related-0.0.4.tar.gz