Large Data Migrations Django
Been working with a Django project with a large dataset and wanted to insert a bunch of inter-related data in a migration. Where Django has support for data migrations via the migration framework, it doesn’t do well with large datasets. This page has a really good method of inserting large amounts of data it doesn’t really work when you have that is inter-related – i.e. being in different tables (or objects) and have foreign keys in between them.
I’m using this csv file of US States and Territories, Counties and Cities. The models for them are pretty straight-forward:
class State(models.Model): name = models.CharField(max_length=50) symbol = models.CharField(max_length=2) def __str__(self): return self.name class County(models.Model): name = models.CharField(max_length=100) state = models.ForeignKey(State, on_delete=models.CASCADE) def __str__(self): return self.name class City(models.Model): name = models.CharField(max_length=100) county = models.ForeignKey(County, on_delete=models.CASCADE) def __str__(self): return self.name
The first thing I did was make an empty migration, via:
./manage.py makemigrations --empty <app>
It will give you a the name of the file it generated – open it up on your favorite editor. We are going to set it up similar to the description found in the Django documentation but we will have to change things a little bit
The first change is that Django runs it’s migrations in one transaction, which is usually fine but we are going to inserting tens of thousands of records… one transaction would be dangerous. So we need to remote the atomic transactions – easily done with added a line to our migration class:
class Migration(migrations.Migration): atomic = False
Then I created a function in my migration file that parses the file and inserts it in. It’s a basic CSV parsing class… but I wanted to handle the transaction myself. Django seems to think that this is dangerous and glosses over how to do it. But it’s easy to go and if you code it carefully, it’s not even that dangerous.
First, turn off auto-commits (which is what Django does by default):
And then keep count of how many objects you have created. I use the Django ORM
get_or_create method, which makes this pretty easy.
state, created = State.objects.get_or_create( name=row["State full"], symbol=row["State short"], ) if created: print(state.name) obj_count += 1
Once you create enough objects (not just states, but counties and cities too) then do a manual commit:
if obj_count >= 200: transaction.commit() obj_count = 0
And at the end of your function, make sure you do one last commit so the last few items are inserted:
I’m not going to step you through line-by-line but you can see my gist with my final migration file. Finally when you are done, just run
./manage.py migrate, go get some coffee and your data will be inserted.