mirror of https://github.com/zulip/zulip.git
185 lines
9.9 KiB
Markdown
185 lines
9.9 KiB
Markdown
# Schema migrations
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Zulip uses the [standard Django system for doing schema
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migrations](https://docs.djangoproject.com/en/3.2/topics/migrations/).
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There is some example usage in the [new feature
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tutorial](../tutorials/new-feature-tutorial.md).
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This page documents some important issues related to writing schema
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migrations.
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- If your database migration is just to reflect new fields in
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`models.py`, you'll typically want to just:
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- Rebase your branch before you start (this may save work later).
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- Update the model class definitions in `zerver/models.py`.
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- Run `./manage.py makemigrations` to generate a migration file
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- Rename the migration file to have a descriptive name if Django
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generated used a date-based name like `0089_auto_20170710_1353.py`
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(which happens when the changes are to multiple models and Django).
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- `git add` the new migration file
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- Run `tools/provision` to update your local database to apply the
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migrations.
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- Commit your changes.
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- For more complicated migrations where you need to run custom Python
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code as part of the migration, it's best to read past migrations to
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understand how to write them well.
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`git grep RunPython zerver/migrations/02*` will find many good
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examples. Before writing migrations of this form, you should read
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Django's docs and the sections below.
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- **Numbering conflicts across branches**: If you've done your schema
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change in a branch, and meanwhile another schema change has taken
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place, Django will now have two migrations with the same
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number. There are two easy way to fix this:
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- If your migrations were automatically generated using
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`manage.py makemigrations`, a good option is to just remove your
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migration and rerun the command after rebasing. Remember to
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`git rebase` to do this in the the commit that changed `models.py`
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if you have a multi-commit branch.
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- If you wrote code as part of preparing your migrations, or prefer
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this workflow, you can use run `./tools/renumber-migrations`,
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which renumbers your migration(s) and fixes up the "dependencies"
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entries in your migration(s). The tool could use a bit of work to
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prompt unnecessarily less, but it will update the working tree for
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you automatically (you still need to do all the `git add`
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commands, etc.).
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- **Release branches**: When a release branch needs a migration, but
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`main` already has new migrations, the migration graph must fork.
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The migration should be named and numbered in `main` to follow in
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usual sequence, but its dependency should be set to the last
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migration that exists on the release branch. This should be
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followed, on `main`, by a migration which merges the two resulting
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tips; you can make such a merge with `manage.py makemigrations --merge`.
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- **Large tables**: For our very largest tables (e.g. Message and
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UserMessage), we often need to take precautions when adding columns
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to the table, performing data backfills, or building indexes. We
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have a `zerver/lib/migrate.py` library to help with adding columns
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and backfilling data.
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- **Adding indexes** Regular `CREATE INDEX` SQL (corresponding to Django's
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`AddIndex` operation) locks writes to the affected table. This can be
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problematic when dealing with larger tables in particular and we've
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generally preferred to use `CREATE INDEX CONCURRENTLY` to allow the index
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to be built while the server is active. While in historical migrations
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we've used `RunSQL` directly, newer versions of Django add the corresponding
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operation `AddIndexConcurrently` and thus that's what should normally be used.
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- **Atomicity**. By default, each Django migration is run atomically
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inside a transaction. This can be problematic if one wants to do
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something in a migration that touches a lot of data and would best
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be done in batches of e.g. 1000 objects (e.g. a `Message` or
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`UserMessage` table change). There is a [useful Django
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feature][migrations-non-atomic] that makes it possible to add
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`atomic=False` at the top of a `Migration` class and thus not have
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the entire migration in a transaction. This should make it possible
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to use the batch update tools in `zerver/lib/migrate.py` (originally
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written to work with South) for doing larger database migrations.
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- **Accessing code and models in RunPython migrations**. When writing
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a migration that includes custom python code (aka `RunPython`), you
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almost never want to import code from `zerver` or anywhere else in
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the codebase. If you imagine the process of upgrading a Zulip
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server, it goes as follows: first a server admin checks out a recent
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version of the code, and then runs any migrations that were added
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between the last time they upgraded and the current check out. Note
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that for each migration, this means the migration is run using the
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code in the server admin's check out, and not the code that was there at the
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time the migration was written. This can be a difference of
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thousands of commits for installations that are only upgraded
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occasionally. It is hard to reason about the effect of a code change
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on a migration that imported it so long ago, so we recommend just
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copying any code you're tempted to import into the migration file
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directly, and have a linter rule enforcing this.
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There is one special case where this doesn't work: you can't copy
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the definition of a model (like `Realm`) into a migration, and you
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can't import it from `zerver.models` for the reasons above. In this
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situation you should use Django's `apps.get_model` to get access to
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a model as it is at the time of a migration. Note that this will
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work for doing something like `Realm.objects.filter(..)`, but
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shouldn't be used for accessing properties like `Realm.subdomain` or
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anything not related to the Django ORM.
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Another important note is that making changes to the data in a table
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via `RunPython` code and `ALTER TABLE` operations within a single,
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atomic migration don't mix well. If you encounter an error such as
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```text
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django.db.utils.OperationalError: cannot ALTER TABLE "table_name" because it has pending trigger events
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```
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when testing the migration, the reason is often that these operations
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were incorrectly mixed. To resolve this, consider making the migration
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non-atomic, splitting it into two migration files (recommended), or replacing the
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`RunPython` logic with pure SQL (though this can generally be difficult).
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- **Making large migrations work**. Major migrations should have a
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few properties:
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- **Unit tests**. You'll want to carefully test these, so you might
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as well write some unit tests to verify the migration works
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correctly, rather than doing everything by hand. This often saves
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a lot of time in re-testing the migration process as we make
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adjustments to the plan.
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- **Run in batches**. Updating more than 1K-10K rows (depending on
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type) in a single transaction can lock up a database. It's best
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to do lots of small batches, potentially with a brief sleep in
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between, so that we don't block other operations from finishing.
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- **Rerunnability/idempotency**. Good migrations are ones where if
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operational concerns (e.g. it taking down the Zulip server for
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users) interfere with it finishing, it's easy to restart the
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migration without doing a bunch of hand investigation. Ideally,
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the migration can even continue where it left off, without needing
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to redo work.
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- **Multi-step migrations**. For really big migrations, one wants
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to split the transition into into several commits that are each
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individually correct, and can each be deployed independently:
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1. First, do a migration to add the new column to the Message table
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and start writing to that column (but don't use it for anything)
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2. Second, do a migration to copy values from the old column to
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the new column, to ensure that the two data stores agree.
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3. Third, a commit that stops writing to the old field.
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4. Any cleanup work, e.g. if the old field were a column, we'd do
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a migration to remove it entirely here.
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This multi-step process is how most migrations on large database
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tables are done in large-scale systems, since it ensures that the
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system can continue running happily during the migration.
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## Automated testing for migrations
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Zulip has support for writing automated tests for your database
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migrations, using the `MigrationsTestCase` test class. This system is
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inspired by [a great blog post][django-migration-test-blog-post] on
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the subject.
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We have integrated this system with our test framework so that if you
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use the `use_db_models` decorator, you can use some helper methods
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from `test_classes.py` and friends from inside the tests (which is
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normally not possible in Django's migrations framework).
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If you find yourself writing logic in a `RunPython` migration, we
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highly recommend adding a test using this framework. We may end up
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deleting the test later (they can get slow once they are many
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migrations away from current), but it can help prevent disaster where
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an incorrect migration messes up a database in a way that's impossible
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to undo without going to backups.
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[django-migration-test-blog-post]: https://www.caktusgroup.com/blog/2016/02/02/writing-unit-tests-django-migrations/
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[migrations-non-atomic]: https://docs.djangoproject.com/en/3.2/howto/writing-migrations/#non-atomic-migrations
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## Schema and initial data changes
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If you follow the processes described above, `tools/provision` and
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`tools/test-backend` should detect any changes to the declared
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migrations and run migrations on (`./manage.py migrate`) or rebuild
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the relevant database automatically as appropriate.
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While developing migrations, you may accidentally corrupt
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your databases while debugging your new code.
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You can always rebuild these databases from scratch.
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Use `tools/rebuild-test-database` to rebuild the database
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used for `test-backend` and other automated tests.
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Use `tools/rebuild-dev-database` to rebuild the database
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used in [manual testing](../development/using.md).
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