Advanced search migration style guide
Create a new advanced search migration
NOTE: This functionality is only supported for indices created in GitLab 13.0 and later.
With a script
- Introduced in GitLab 16.3.
Execute scripts/elastic-migration
and follow the prompts to create:
- A migration file to define the migration:
ee/elastic/migrate/YYYYMMDDHHMMSS_migration_name.rb
- A spec file to test the migration:
ee/spec/elastic/migrate/YYYYMMDDHHMMSS_migration_name_spec.rb
- A dictionary file to identify the migration:
ee/elastic/docs/YYYYMMDDHHMMSS_migration_name.yml
Manually
- Introduced in GitLab 13.6.
In the ee/elastic/migrate/
folder, create a new file with the filename format YYYYMMDDHHMMSS_migration_name.rb
. This format is the same for Rails database migrations.
# frozen_string_literal: true
class MigrationName < Elastic::Migration
# Important: Any updates to the Elastic index mappings must be replicated in the respective
# configuration files:
# - `Elastic::Latest::Config`, for the main index.
# - `Elastic::Latest::<Type>Config`, for standalone indices.
def migrate
end
# Check if the migration has completed
# Return true if completed, otherwise return false
def completed?
end
end
Applied migrations are stored in gitlab-#{RAILS_ENV}-migrations
index. All migrations not executed
are applied by the Elastic::MigrationWorker
cron worker sequentially.
To update Elastic index mappings, apply the configuration to the respective files:
- For the main index:
Elastic::Latest::Config
. - For standalone indices:
Elastic::Latest::<Type>Config
.
Migrations can be built with a retry limit and have the ability to be failed and marked as halted. Any data or index cleanup needed to support migration retries should be handled in the migration.
Migration helpers
The following migration helpers are available in ee/app/workers/concerns/elastic/
:
Elastic::MigrationBackfillHelper
Backfills a specific field in an index. In most cases, the mapping for the field should already be added.
Requires the field_name
method and DOCUMENT_TYPE
constant to backfill a single field.
class MigrationName < Elastic::Migration
include Elastic::MigrationBackfillHelper
DOCUMENT_TYPE = Issue
private
def field_name
:schema_version
end
end
Requires the field_names
method and DOCUMENT_TYPE
constant to backfill multiple fields if any field is null.
class MigrationName < Elastic::Migration
include Elastic::MigrationBackfillHelper
DOCUMENT_TYPE = Issue
private
def field_names
%w[schema_version visibility_level]
end
end
Elastic::MigrationUpdateMappingsHelper
Updates a mapping in an index by calling put_mapping
with the mapping specified.
Requires the new_mappings
method and DOCUMENT_TYPE
constant.
class MigrationName < Elastic::Migration
include Elastic::MigrationUpdateMappingsHelper
DOCUMENT_TYPE = Issue
private
def new_mappings
{
schema_version: {
type: 'short'
}
}
end
end
Elastic::MigrationRemoveFieldsHelper
Removes specified fields from an index.
Requires the index_name
, document_type
methods. If there is one field to remove, add the field_to_remove
method, otherwise add fields_to_remove
with an array of fields.
Checks in batches if any documents that match document_type
have the fields specified in Elasticsearch. If documents exist, uses a Painless script to perform update_by_query
.
class MigrationName < Elastic::Migration
include Elastic::MigrationRemoveFieldsHelper
batched!
throttle_delay 1.minute
private
def index_name
User.__elasticsearch__.index_name
end
def document_type
'user'
end
def fields_to_remove
%w[two_factor_enabled has_projects]
end
end
The default batch size is 10_000
. You can override this value by specifying BATCH_SIZE
:
class MigrationName < Elastic::Migration
include Elastic::MigrationRemoveFieldsHelper
batched!
BATCH_SIZE = 100
...
end
Elastic::MigrationObsolete
Marks a migration as obsolete when it's no longer required.
class MigrationName < Elastic::Migration
include Elastic::MigrationObsolete
end
Elastic::MigrationCreateIndex
Creates a new index.
Requires:
- The
target_class
anddocument_type
methods - Mappings and index settings for the class in
ee/lib/elastic/latest/
andee/lib/elastic/v12p1/
WARNING: You must perform a follow-up migration to populate the index in the same milestone.
class MigrationName < Elastic::Migration
include Elastic::MigrationCreateIndex
retry_on_failure
def document_type
:epic
end
def target_class
Epic
end
end
Search::Elastic::MigrationReindexBasedOnSchemaVersion
Reindexes all documents in the index that stores the specified document type and updates schema_version
.
Requires the DOCUMENT_TYPE
and NEW_SCHEMA_VERSION
constants.
The index mapping must have a schema_version
integer field in a YYMM
format.
class MigrationName < Elastic::Migration
include Search::Elastic::MigrationReindexBasedOnSchemaVersion
batched!
batch_size 9_000
throttle_delay 1.minute
DOCUMENT_TYPE = WorkItem
NEW_SCHEMA_VERSION = 23_08
UPDATE_BATCH_SIZE = 100
end
Search::Elastic::MigrationDeleteBasedOnSchemaVersion
Deletes all documents in the index that stores the specified document type and has schema_version
less than the given value.
Requires the DOCUMENT_TYPE
constant and schema_version
method.
The index mapping must have a schema_version
integer field in a YYMM
format.
class MigrationName < Elastic::Migration
include ::Search::Elastic::MigrationDeleteBasedOnSchemaVersion
DOCUMENT_TYPE = Issue
batch_size 10_000
batched!
throttle_delay 1.minute
retry_on_failure
def schema_version
23_12
end
end
Search::Elastic::MigrationDatabaseBackfillHelper
Reindexes all documents in the database to the elastic search index respecting the limited_indexing
setting.
Requires the DOCUMENT_TYPE
constant and respect_limited_indexing?
method.
class MigrationName < Elastic::Migration
include ::Search::Elastic::MigrationDatabaseBackfillHelper
batch_size 10_000
batched!
throttle_delay 1.minute
retry_on_failure
DOCUMENT_TYPE = Issue
def respect_limited_indexing?
true
end
end
Elastic::MigrationHelper
Contains methods you can use when a migration doesn't fit the previous examples.
class MigrationName < Elastic::Migration
include Elastic::MigrationHelper
def migrate
...
end
def completed?
...
end
end
Elastic::MigrationWorker
Migration options supported by the Elastic::MigrationWorker
supports the following migration options:
-
batched!
- Allow the migration to run in batches. If set,Elastic::MigrationWorker
re-enqueues itself with a delay which is set using thethrottle_delay
option described below. The batching must be handled in themigrate
method. This setting controls the re-enqueuing only. -
batch_size
- Sets the number of documents modified during abatched!
migration run. This size should be set to a value which allows the updates enough time to finish. This can be tuned in combination with thethrottle_delay
option described below. The batching must be handled in a custommigrate
method or by using theElastic::MigrationBackfillHelper
migrate
method which uses this setting. Default value is 1000 documents. -
throttle_delay
- Sets the wait time in between batch runs. This time should be set high enough to allow each migration batch enough time to finish. Additionally, the time should be less than 5 minutes because that is how often theElastic::MigrationWorker
cron worker runs. The default value is 3 minutes. -
pause_indexing!
- Pause indexing while the migration runs. This setting records the indexing setting before the migration runs and set it back to that value when the migration is completed. -
space_requirements!
- Verify that enough free space is available in the cluster when the migration runs. This setting halts the migration if the storage required is not available when the migration runs. The migration must provide the space required in bytes by defining aspace_required_bytes
method. -
retry_on_failure
- Enable the retry on failure feature. By default, it retries the migration 30 times. After it runs out of retries, the migration is marked as halted. To customize the number of retries, pass themax_attempts
argument:retry_on_failure max_attempts: 10
# frozen_string_literal: true
class BatchedMigrationName < Elastic::Migration
# Declares a migration should be run in batches
batched!
throttle_delay 10.minutes
pause_indexing!
space_requirements!
retry_on_failure
# ...
end
Avoiding downtime in migrations
Reverting a migration
If a migration fails or is halted on GitLab.com, we prefer to revert the change that introduced the migration. This prevents self-managed customers from receiving a broken migration and reduces the need for backports.
When to merge
We prefer not to merge migrations within 1 week of the release. This allows time for a revert if a migration fails or doesn't work as expected. Migrations still in development or review during the final week of the release should be pushed to the next milestone.
Multi-version compatibility
Advanced search migrations, like any other GitLab changes, need to support the case where multiple versions of the application are running at the same time.
Depending on the order of deployment, it's possible that the migration has started or finished and there's still a server running the application code from before the migration. We need to take this into consideration until we can ensure all advanced search migrations start after the deployment has finished.
High risk migrations
Because Elasticsearch does not support transactions, we always need to design our migrations to accommodate a situation where the application code is reverted after the migration has started or after it is finished.
For this reason we generally defer destructive actions (for example, deletions after some data is moved) to a later merge request after the migrations have completed successfully. To be safe, for self-managed customers we should also defer it to another release if there is risk of important data loss.
Calculating migration runtime
It's important to understand how long a migration might take to run on GitLab.com. Derive the number of documents that will be processed by the migration. This number may come from querying the database or an existing Elasticsearch index. Use the following formula to calculate the runtime:
> batch_size = 9_000
=> 9000
> throttle_delay = 1.minute
=> 1 minute
> number_of_documents = 15_536_906
=> 15536906
> (number_of_documents / batch_size) * throttle_delay
=> 1726 minutes
> (number_of_documents / batch_size) * throttle_delay / 1.hour
=> 28
Best practices for advanced search migrations
Follow these best practices for best results:
- Order all migrations for each document type so that any migrations that use
Elastic::MigrationUpdateMappingsHelper
are executed before migrations that use theElastic::MigrationBackfillHelper
. This avoids reindexing the same documents multiple times if all of the migrations are unapplied and reduces the backfill time. - When working in batches, keep the batch size under 9,000 documents. The bulk indexer is set to run every minute and process a batch of 10,000 documents. This way, the bulk indexer has time to process records before another migration batch is attempted.
- To ensure that document counts are up to date, you should refresh the index before checking if a migration is completed.
- Add logging statements to each migration when the migration starts, when a completion check occurs, and when the migration is completed. These logs are helpful when debugging issues with migrations.
- Pause indexing if you're using any Elasticsearch Reindex API operations.
- Consider adding a retry limit if there is potential for the migration to fail. This ensures that migrations can be halted if an issue occurs.
Deleting advanced search migrations in a major version upgrade
Because our advanced search migrations usually require us to support multiple code paths for a long period of time, it's important to clean those up when we safely can.
We choose to use GitLab major version upgrades as a safe time to remove backwards compatibility for indices that have not been fully migrated. We document this in our upgrade documentation. We also choose to replace the migration code with the halted migration and remove tests so that:
- We don't need to maintain any code that is called from our advanced search migrations.
- We don't waste CI time running tests for migrations that we don't support anymore.
- Operators who have not run this migration and who upgrade directly to the target version see a message prompting them to reindex from scratch.
To be extra safe, we do not delete migrations that were created in the last
minor version before the major upgrade. So, if we are upgrading to %14.0
,
we should not delete migrations that were only added in %13.12
. This
extra safety net allows for migrations that might
take multiple weeks to finish on GitLab.com. It would be bad if we upgraded
GitLab.com to %14.0
before the migrations in %13.12
were finished. Because
our deployments to GitLab.com are automated and we don't have
automated checks to prevent this, the extra precaution is warranted.
Additionally, even if we did have automated checks to prevent it, we wouldn't
actually want to hold up GitLab.com deployments on advanced search migrations,
as they may still have another week to go, and that's too long to block
deployments.
Process for marking migrations as obsolete
For every migration that was created 2 minor versions before the major version being upgraded to, we do the following:
-
Confirm the migration has actually completed successfully for GitLab.com.
-
Replace the content of the migration with:
include Elastic::MigrationObsolete
-
Delete any spec files to support this migration.
-
Verify that there are no references of the migration in the
.rubocop_todo/
directory. -
Remove any logic handling backwards compatibility for this migration. You can find this by looking for
Elastic::DataMigrationService.migration_has_finished?(:migration_name_in_lowercase)
. -
Create a merge request with these changes. Noting that we should not accidentally merge this before the major release is started.
Process for removing migrations
- Select migrations that were marked as obsolete before the current major release
- If the step above includes all obsolete migrations, keep one last migration as a safeguard for customers with unapplied migrations
- Delete migration files and spec files for those migrations
- Verify that there are no references of the migrations in the
.rubocop_todo/
directory. - Create a merge request and assign it to a team member from the global search team.