--- stage: Data Stores group: Global Search info: Any user with at least the Maintainer role can merge updates to this content. For details, see https://docs.gitlab.com/ee/development/development_processes.html#development-guidelines-review. --- # 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](https://gitlab.com/gitlab-org/gitlab/-/issues/414674) 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](https://gitlab.com/gitlab-org/gitlab/-/issues/234046) in GitLab 13.6. In the [`ee/elastic/migrate/`](https://gitlab.com/gitlab-org/gitlab/-/tree/master/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. ```ruby # 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::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`](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/app/workers/elastic/migration_worker.rb) cron worker sequentially. To update Elastic index mappings, apply the configuration to the respective files: - For the main index: [`Elastic::Latest::Config`](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/lib/elastic/latest/config.rb). - For standalone indices: `Elastic::Latest::Config`. Migrations can be built with a retry limit and have the ability to be [failed and marked as halted](https://gitlab.com/gitlab-org/gitlab/-/blob/66e899b6637372a4faf61cfd2f254cbdd2fb9f6d/ee/lib/elastic/migration.rb#L40). 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. ```ruby 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. ```ruby 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. ```ruby 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`. ```ruby 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`: ```ruby 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. ```ruby class MigrationName < Elastic::Migration include Elastic::MigrationObsolete end ``` #### `Elastic::MigrationCreateIndex` Creates a new index. Requires: - The `target_class` and `document_type` methods - Mappings and index settings for the class in `ee/lib/elastic/latest/` and `ee/lib/elastic/v12p1/` WARNING: You must perform a follow-up migration to populate the index in the same milestone. ```ruby 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. ```ruby 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. ```ruby 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. ```ruby 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. ```ruby class MigrationName < Elastic::Migration include Elastic::MigrationHelper def migrate ... end def completed? ... end end ``` ### Migration options supported by the `Elastic::MigrationWorker` [`Elastic::MigrationWorker`](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/app/workers/elastic/migration_worker.rb) supports the following migration options: - `batched!` - Allow the migration to run in batches. If set, [`Elastic::MigrationWorker`](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/app/workers/elastic/migration_worker.rb) re-enqueues itself with a delay which is set using the `throttle_delay` option described below. The batching must be handled in the `migrate` method. This setting controls the re-enqueuing only. - `batch_size` - Sets the number of documents modified during a `batched!` 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 the `throttle_delay` option described below. The batching must be handled in a custom `migrate` method or by using the [`Elastic::MigrationBackfillHelper`](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/app/workers/concerns/elastic/migration_backfill_helper.rb) `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 the [`Elastic::MigrationWorker`](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/app/workers/elastic/migration_worker.rb) 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 a `space_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 the `max_attempts` argument: `retry_on_failure max_attempts: 10` ```ruby # 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](../multi_version_compatibility.md). 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](https://gitlab.com/gitlab-org/gitlab/-/issues/321619). ### 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: ```ruby > 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`](#elasticmigrationupdatemappingshelper) are executed before migrations that use the [`Elastic::MigrationBackfillHelper`](#elasticmigrationbackfillhelper). 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](../../update/index.md#upgrading-to-a-new-major-version). 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: 1. Confirm the migration has actually completed successfully for GitLab.com. 1. Replace the content of the migration with: ```ruby include Elastic::MigrationObsolete ``` 1. Delete any spec files to support this migration. 1. Verify that there are no references of the migration in the `.rubocop_todo/` directory. 1. 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)`. 1. 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 1. Select migrations that were marked as obsolete before the current major release 1. If the step above includes all obsolete migrations, keep one last migration as a safeguard for customers with unapplied migrations 1. Delete migration files and spec files for those migrations 1. Verify that there are no references of the migrations in the `.rubocop_todo/` directory. 1. Create a merge request and assign it to a team member from the global search team.