QueryRecorder
QueryRecorder is a tool for detecting the N+1 queries problem from tests.
Implemented in spec/support/query_recorder.rb via 9c623e3e
As a rule, merge requests should not increase query counts. If you find yourself adding something like .includes(:author, :assignee)
to avoid having N+1
queries, consider using QueryRecorder to enforce this with a test. Without this, a new feature which causes an additional model to be accessed can silently reintroduce the problem.
How it works
This style of test works by counting the number of SQL queries executed by ActiveRecord. First a control count is taken, then you add new records to the database and rerun the count. If the number of queries has significantly increased then an N+1
queries problem exists.
it "avoids N+1 database queries", :use_sql_query_cache do
control = ActiveRecord::QueryRecorder.new(skip_cached: false) { visit_some_page }
create_list(:issue, 5)
expect { visit_some_page }.to issue_same_number_of_queries_as(control)
end
You can if you wish, have both the expectation and the control as
QueryRecorder
instances:
it "avoids N+1 database queries" do
control = ActiveRecord::QueryRecorder.new { visit_some_page }
create_list(:issue, 5)
action = ActiveRecord::QueryRecorder.new { visit_some_page }
expect(action).to issue_same_number_of_queries_as(control)
end
As an example you might create 5 issues in between counts, which would cause the query count to increase by 5 if an N+1 problem exists.
In some cases, the query count might change slightly between runs for unrelated reasons.
In this case you might need to test issue_same_number_of_queries_as(control_count + acceptable_change)
,
but this should be avoided if possible.
If this test fails, and the control was passed as a QueryRecorder
, then the
failure message indicates where the extra queries are by matching queries on
the longest common prefix, grouping similar queries together.
In some cases, N+1 specs have been written to include three requests: first one to warm the cache, second one to establish a control, third one to validate that there are no N+1 queries. Rather than make an extra request to warm the cache, prefer two requests (control and test) and configure your test to ignore cached queries in N+1 specs.
it "avoids N+1 database queries" do
# warm up
visit_some_page
control = ActiveRecord::QueryRecorder.new(skip_cached: true) { visit_some_page }
create_list(:issue, 5)
expect { visit_some_page }.to issue_same_number_of_queries_as(control)
end
Cached queries
By default, QueryRecorder ignores cached queries in the count.
However, it may be better to count all queries to avoid introducing an N+1 query that may be masked by the statement cache.
To do this, this requires the :use_sql_query_cache
flag to be set.
You should pass the skip_cached
variable to QueryRecorder
and use the issue_same_number_of_queries_as
matcher:
it "avoids N+1 database queries", :use_sql_query_cache do
control = ActiveRecord::QueryRecorder.new(skip_cached: false) { visit_some_page }
create_list(:issue, 5)
expect { visit_some_page }.to issue_same_number_of_queries_as(control)
end
Using RequestStore
RequestStore
/ Gitlab::SafeRequestStore
helps us to avoid N+1 queries by caching data in memory for the duration of a request. However, it is disabled by default in tests
and can lead to false negatives when testing for N+1 queries.
To enable RequestStore
in tests, use the request_store
helper when needed:
it "avoids N+1 database queries", :request_store do
control = ActiveRecord::QueryRecorder.new(skip_cached: true) { visit_some_page }
create_list(:issue, 5)
expect { visit_some_page }.to issue_same_number_of_queries_as(control)
end
Use request specs instead of controller specs
Use a request spec when writing a N+1 test on the controller level.
Controller specs should not be used to write N+1 tests as the controller is only initialized once per example. This could lead to false successes where subsequent "requests" could have queries reduced (for example, because of memoization).
Never trust a test you haven't seen fail
Before you add a test for N+1 queries, you should first verify that the test fails without your change. This is because the test may be broken, or the test may be passing for the wrong reasons.
Finding the source of the query
There are multiple ways to find the source of queries.
-
Inspect the
QueryRecorder
data
attribute. It stores queries byfile_name:line_number:method_name
. Each entry is ahash
with the following fields:-
count
: the number of times a query from thisfile_name:line_number:method_name
was called -
occurrences
: the actualSQL
of each call -
backtrace
: the stack trace of each call (if either of the two following options were enabled)
QueryRecorder#find_query
allows filtering queries by theirfile_name:line_number:method_name
andcount
attributes. For example:control = ActiveRecord::QueryRecorder.new(skip_cached: false) { visit_some_page } control.find_query(/.*note.rb.*/, 0, first_only: true)
QueryRecorder#occurrences_by_line_method
returns a sorted array based ondata
, sorted bycount
. -
-
View the call backtrace for the specific
QueryRecorder
instance you want by usingActiveRecord::QueryRecorder.new(query_recorder_debug: true)
. The output is stored in filetest.log
. -
Enable the call backtrace for all tests using the
QUERY_RECORDER_DEBUG
environment variable.To enable this, run the specs with the
QUERY_RECORDER_DEBUG
environment variable set. For example:QUERY_RECORDER_DEBUG=1 bundle exec rspec spec/requests/api/projects_spec.rb
This logs calls to QueryRecorder into the
test.log
file. For example:QueryRecorder SQL: SELECT COUNT(*) FROM "issues" WHERE "issues"."deleted_at" IS NULL AND "issues"."project_id" = $1 AND ("issues"."state" IN ('opened')) AND "issues"."confidential" = $2 --> /home/user/gitlab/gdk/gitlab/spec/support/query_recorder.rb:19:in `callback' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/notifications/fanout.rb:127:in `finish' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/notifications/fanout.rb:46:in `block in finish' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/notifications/fanout.rb:46:in `each' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/notifications/fanout.rb:46:in `finish' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/notifications/instrumenter.rb:36:in `finish' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/notifications/instrumenter.rb:25:in `instrument' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/connection_adapters/abstract_adapter.rb:478:in `log' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/connection_adapters/postgresql_adapter.rb:601:in `exec_cache' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/connection_adapters/postgresql_adapter.rb:585:in `execute_and_clear' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/connection_adapters/postgresql/database_statements.rb:160:in `exec_query' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/connection_adapters/abstract/database_statements.rb:356:in `select' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/connection_adapters/abstract/database_statements.rb:32:in `select_all' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/connection_adapters/abstract/query_cache.rb:68:in `block in select_all' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/connection_adapters/abstract/query_cache.rb:83:in `cache_sql' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/connection_adapters/abstract/query_cache.rb:68:in `select_all' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/relation/calculations.rb:270:in `execute_simple_calculation' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/relation/calculations.rb:227:in `perform_calculation' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/relation/calculations.rb:133:in `calculate' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activerecord-4.2.8/lib/active_record/relation/calculations.rb:48:in `count' --> /home/user/gitlab/gdk/gitlab/app/services/base_count_service.rb:20:in `uncached_count' --> /home/user/gitlab/gdk/gitlab/app/services/base_count_service.rb:12:in `block in count' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/cache.rb:299:in `block in fetch' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/cache.rb:585:in `block in save_block_result_to_cache' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/cache.rb:547:in `block in instrument' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/notifications.rb:166:in `instrument' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/cache.rb:547:in `instrument' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/cache.rb:584:in `save_block_result_to_cache' --> /home/user/.rbenv/versions/2.3.5/lib/ruby/gems/2.3.0/gems/activesupport-4.2.8/lib/active_support/cache.rb:299:in `fetch' --> /home/user/gitlab/gdk/gitlab/app/services/base_count_service.rb:12:in `count' --> /home/user/gitlab/gdk/gitlab/app/models/project.rb:1296:in `open_issues_count'
See also
-
Bullet For finding
N+1
query problems - Performance guidelines
- Merge request performance guidelines - Query counts
- Merge request performance guidelines - Cached queries
-
RedisCommands::Recorder For testing
N+1
calls in Redis