Improve performance of the cycle analytics page.

1. These changes bring down page load time for 100 issues from more than
   a minute to about 1.5 seconds.

2. This entire commit is composed of these types of performance
   enhancements:

     - Cache relevant data in `IssueMetrics` wherever possible.
     - Cache relevant data in `MergeRequestMetrics` wherever possible.
     - Preload metrics

3. Given these improvements, we now only need to make 4 SQL calls:

    - Load all issues
    - Load all merge requests
    - Load all metrics for the issues
    - Load all metrics for the merge requests

4. A list of all the data points that are now being pre-calculated:

    a. The first time an issue is mentioned in a commit

      - In `GitPushService`, find all issues mentioned by the given commit
        using `ReferenceExtractor`. Set the `first_mentioned_in_commit_at`
        flag for each of them.

      - There seems to be a (pre-existing) bug here - files (and
        therefore commits) created using the Web CI don't have
        cross-references created, and issues are not closed even when
        the commit title is "Fixes #xx".

    b. The first time a merge request is deployed to production

      When a `Deployment` is created, find all merge requests that
      were merged in before the deployment, and set the
      `first_deployed_to_production_at` flag for each of them.

    c. The start / end time for a merge request pipeline

      Hook into the `Pipeline` state machine. When the `status` moves to
      `running`, find the merge requests whose tip commit matches the
      pipeline, and record the `latest_build_started_at` time for each
      of them. When the `status` moves to `success`, record the
      `latest_build_finished_at` time.

    d. The merge requests that close an issue

      - This was a big cause of the performance problems we were having
        with Cycle Analytics. We need to use `ReferenceExtractor` to make
        this calculation, which is slow when we have to run it on a large
        number of merge requests.

      - When a merge request is created, updated, or refreshed, find the
        issues it closes, and create an instance of
        `MergeRequestsClosingIssues`, which acts as a join model between
        merge requests and issues.

      - If a `MergeRequestsClosingIssues` instance links a merge request
        and an issue, that issue closes that merge request.

5. The `Queries` module was changed into a class, so we can cache the
   results of `issues` and `merge_requests_closing_issues` across
   various cycle analytics stages.

6. The code added in this commit is untested. Tests will be added in the
   next commit.
This commit is contained in:
Timothy Andrew 2016-09-15 14:29:36 +05:30
parent 798b17a353
commit ba25e2f1ac
18 changed files with 342 additions and 127 deletions

View File

@ -55,6 +55,18 @@ module Ci
pipeline.finished_at = Time.now
end
after_transition [:created, :pending] => :running do |pipeline|
pipeline.merge_requests.each do |merge_request|
merge_request.metrics.record_latest_build_start_time!(pipeline.started_at) if merge_request.metrics.present?
end
end
after_transition any => [:success] do |pipeline|
pipeline.merge_requests.each do |merge_request|
merge_request.metrics.record_latest_build_finish_time!(pipeline.finished_at) if merge_request.metrics.present?
end
end
before_transition do |pipeline|
pipeline.update_duration
end
@ -267,6 +279,13 @@ module Ci
project.execute_services(data, :pipeline_hooks)
end
# Merge requests for which the current pipeline is running against
# the merge request's latest commit.
def merge_requests
project.merge_requests.where(source_branch: self.ref).
select { |merge_request| merge_request.pipeline.id == self.id }
end
private
def pipeline_data

View File

@ -2,8 +2,8 @@ class CycleAnalytics
attr_reader :from
def initialize(project, from:)
@project = project
@from = from
@queries = Queries.new(project)
end
def as_json(options = {})
@ -14,45 +14,45 @@ class CycleAnalytics
end
def issue
calculate_metric(Queries::issues(@project, created_after: @from),
calculate_metric(@queries.issues(created_after: @from),
-> (data_point) { data_point[:issue].created_at },
[Queries::issue_first_associated_with_milestone_at, Queries::issue_first_added_to_list_label_at])
[@queries.issue_first_associated_with_milestone_at, @queries.issue_first_added_to_list_label_at])
end
def plan
calculate_metric(Queries::issues(@project, created_after: @from),
[Queries::issue_first_associated_with_milestone_at, Queries::issue_first_added_to_list_label_at],
Queries::issue_first_mentioned_in_commit_at)
calculate_metric(@queries.issues(created_after: @from),
[@queries.issue_first_associated_with_milestone_at, @queries.issue_first_added_to_list_label_at],
@queries.issue_first_mentioned_in_commit_at)
end
def code
calculate_metric(Queries::merge_requests_closing_issues(@project, created_after: @from),
Queries::issue_first_mentioned_in_commit_at,
calculate_metric(@queries.merge_requests_closing_issues(created_after: @from),
@queries.issue_first_mentioned_in_commit_at,
-> (data_point) { data_point[:merge_request].created_at })
end
def test
calculate_metric(Queries::merge_requests_closing_issues(@project, created_after: @from),
Queries::merge_request_build_started_at,
Queries::merge_request_build_finished_at)
calculate_metric(@queries.merge_requests_closing_issues(created_after: @from),
@queries.merge_request_build_started_at,
@queries.merge_request_build_finished_at)
end
def review
calculate_metric(Queries::merge_requests_closing_issues(@project, created_after: @from),
calculate_metric(@queries.merge_requests_closing_issues(created_after: @from),
-> (data_point) { data_point[:merge_request].created_at },
Queries::merge_request_merged_at)
@queries.merge_request_merged_at)
end
def staging
calculate_metric(Queries::merge_requests_closing_issues(@project, created_after: @from),
Queries::merge_request_merged_at,
Queries::merge_request_deployed_to_production_at)
calculate_metric(@queries.merge_requests_closing_issues(created_after: @from),
@queries.merge_request_merged_at,
@queries.merge_request_deployed_to_production_at)
end
def production
calculate_metric(Queries::merge_requests_closing_issues(@project, created_after: @from),
calculate_metric(@queries.merge_requests_closing_issues(created_after: @from),
-> (data_point) { data_point[:issue].created_at },
Queries::merge_request_deployed_to_production_at)
@queries.merge_request_deployed_to_production_at)
end
private

View File

@ -1,121 +1,80 @@
class CycleAnalytics
module Queries
class << self
def issues(project, created_after:)
project.issues.where("created_at >= ?", created_after).preload(:metrics, :system_notes).map { |issue| { issue: issue } }
end
class Queries
def initialize(project)
@project = project
end
def merge_requests_closing_issues(project, options = {})
issues(project, options).map do |data_point|
merge_requests = data_point[:issue].closed_by_merge_requests(nil, check_if_open: false)
merge_requests.map { |merge_request| { issue: data_point[:issue], merge_request: merge_request } }
end.flatten
end
def issue_first_associated_with_milestone_at
lambda do |data_point|
issue = data_point[:issue]
issue.metrics.first_associated_with_milestone_at if issue.metrics.present?
def issues(options = {})
@issues_data ||=
begin
issues_query(options).preload(:metrics).map { |issue| { issue: issue } }
end
end
end
def issue_first_added_to_list_label_at
lambda do |data_point|
issue = data_point[:issue]
issue.metrics.first_added_to_board_at if issue.metrics.present?
end
end
def merge_requests_closing_issues(options = {})
@merge_requests_closing_issues_data ||=
begin
merge_requests_closing_issues = MergeRequestsClosingIssues.where(issue: issues_query(options)).preload(issue: [:metrics], merge_request: [:metrics])
def issue_first_mentioned_in_commit_at
lambda do |data_point|
issue = data_point[:issue]
commits_mentioning_issue = issue.system_notes.map { |note| note.all_references.commits }.flatten
commits_mentioning_issue.map(&:committed_date).min if commits_mentioning_issue.present?
end
end
def merge_request_first_closed_at
lambda do |data_point|
merge_request = data_point[:merge_request]
merge_request.metrics.first_closed_at if merge_request.metrics.present?
end
end
def merge_request_merged_at
lambda do |data_point|
merge_request = data_point[:merge_request]
merge_request.metrics.merged_at if merge_request.metrics.present?
end
end
def merge_request_build_started_at
lambda do |data_point|
merge_request = data_point[:merge_request]
tip = merge_request.commits.first
return unless tip
pipeline = Ci::Pipeline.success.find_by_sha(tip.sha)
pipeline.started_at if pipeline
end
end
def merge_request_build_finished_at
lambda do |data_point|
merge_request = data_point[:merge_request]
tip = merge_request.commits.first
return unless tip
pipeline = Ci::Pipeline.success.find_by_sha(tip.sha)
pipeline.finished_at if pipeline
end
end
def merge_request_deployed_to_any_environment_at
lambda do |data_point|
merge_request = data_point[:merge_request]
if merge_request.metrics.present?
deployments = Deployment.where(ref: merge_request.target_branch).where("created_at > ?", merge_request.metrics.merged_at)
deployment = deployments.order(:created_at).first
deployment.created_at if deployment
merge_requests_closing_issues.map do |record|
{ issue: record.issue, merge_request: record.merge_request }
end
end
end
end
def merge_request_deployed_to_production_at
lambda do |data_point|
merge_request = data_point[:merge_request]
if merge_request.metrics.present?
# The first production deploy to the target branch that occurs after the merge request has been merged in.
# TODO: Does this need to account for reverts?
deployments = Deployment.joins(:environment).where(ref: merge_request.target_branch, "environments.name" => "production").
where("deployments.created_at > ?", merge_request.metrics.merged_at)
deployment = deployments.order(:created_at).first
deployment.created_at if deployment
end
end
def issue_first_associated_with_milestone_at
lambda do |data_point|
issue = data_point[:issue]
issue.metrics.first_associated_with_milestone_at if issue.metrics.present?
end
end
def issue_closing_merge_request_opened_at
lambda do |data_point|
issue = data_point[:issue]
merge_requests = issue.closed_by_merge_requests(nil, check_if_open: false)
merge_requests.map(&:created_at).min if merge_requests.present?
end
def issue_first_added_to_list_label_at
lambda do |data_point|
issue = data_point[:issue]
issue.metrics.first_added_to_board_at if issue.metrics.present?
end
end
def merge_request_wip_flag_first_removed_at
lambda do |data_point|
merge_request = data_point[:merge_request]
merge_request.metrics.wip_flag_first_removed_at if merge_request.metrics.present?
end
def issue_first_mentioned_in_commit_at
lambda do |data_point|
issue = data_point[:issue]
issue.metrics.first_mentioned_in_commit_at if issue.metrics.present?
end
end
def merge_request_first_assigned_to_user_other_than_author_at
lambda do |data_point|
merge_request = data_point[:merge_request]
merge_request.metrics.first_assigned_to_user_other_than_author if merge_request.metrics.present?
end
def merge_request_merged_at
lambda do |data_point|
merge_request = data_point[:merge_request]
merge_request.metrics.merged_at if merge_request.metrics.present?
end
end
def merge_request_build_started_at
lambda do |data_point|
merge_request = data_point[:merge_request]
merge_request.metrics.latest_build_started_at if merge_request.metrics.present?
end
end
def merge_request_build_finished_at
lambda do |data_point|
merge_request = data_point[:merge_request]
merge_request.metrics.latest_build_finished_at if merge_request.metrics.present?
end
end
def merge_request_deployed_to_production_at
lambda do |data_point|
merge_request = data_point[:merge_request]
merge_request.metrics.first_deployed_to_production_at if merge_request.metrics.present?
end
end
private
def issues_query(created_after:)
@project.issues.where("created_at >= ?", created_after)
end
end
end

View File

@ -25,6 +25,9 @@ class Issue < ActiveRecord::Base
has_one :metrics, dependent: :destroy
has_many :merge_requests_closing_issues, class_name: MergeRequestsClosingIssues
has_many :closed_by_merge_requests, through: :merge_requests_closing_issues, source: :merge_request
validates :project, presence: true
scope :cared, ->(user) { where(assignee_id: user) }

View File

@ -13,6 +13,10 @@ class Issue::Metrics < ActiveRecord::Base
self.save if self.changed?
end
def record_commit_mention!(commit_time)
self.update(first_mentioned_in_commit_at: commit_time) if self.first_mentioned_in_commit_at.blank?
end
private
def issue_assigned_to_list_label?

View File

@ -17,6 +17,9 @@ class MergeRequest < ActiveRecord::Base
has_many :events, as: :target, dependent: :destroy
has_many :merge_requests_closing_issues, class_name: MergeRequestsClosingIssues
has_many :issues_closed, through: :merge_requests_closing_issues, source: :issue
serialize :merge_params, Hash
after_create :ensure_merge_request_diff, unless: :importing?
@ -494,6 +497,18 @@ class MergeRequest < ActiveRecord::Base
target_project
end
# If the merge request closes any issues, save this information in the
# `MergeRequestsClosingIssues` model. This is a performance optimization.
# Calculating this information for a number of merge requests requires
# running `ReferenceExtractor` on each of them separately.
def cache_merge_request_closes_issues!(current_user = self.author)
transaction do
closes_issues(current_user).each do |issue|
MergeRequestsClosingIssues.create!(merge_request: self, issue: issue)
end
end
end
def closes_issue?(issue)
closes_issues.include?(issue)
end

View File

@ -20,4 +20,16 @@ class MergeRequest::Metrics < ActiveRecord::Base
self.save if self.changed?
end
def record_production_deploy!(deploy_time)
self.update(first_deployed_to_production_at: deploy_time) if self.first_deployed_to_production_at.blank?
end
def record_latest_build_start_time!(start_time)
self.update(latest_build_started_at: start_time, latest_build_finished_at: nil)
end
def record_latest_build_finish_time!(finish_time)
self.update(latest_build_finished_at: finish_time)
end
end

View File

@ -0,0 +1,4 @@
class MergeRequestsClosingIssues < ActiveRecord::Base
belongs_to :merge_request
belongs_to :issue
end

View File

@ -6,7 +6,7 @@ class CreateDeploymentService < BaseService
name: params[:environment]
)
project.deployments.create(
deployment = project.deployments.create(
environment: environment,
ref: params[:ref],
tag: params[:tag],
@ -14,5 +14,26 @@ class CreateDeploymentService < BaseService
user: current_user,
deployable: deployable
)
update_merge_request_metrics(deployment, environment)
deployment
end
private
def update_merge_request_metrics(deployment, environment)
# TODO: Test cases:
# 1. Merge request with metrics available and `first_deployed_to_production_at` is nil
# 2. Merge request with metrics available and `first_deployed_to_production_at` is set
# 3. Merge request with metrics unavailable
# 4. Only applies to merge requests merged AFTER the previous production deploy to this branch
if environment.name == "production"
merge_requests_deployed_to_production_for_first_time = project.merge_requests.joins("LEFT OUTER JOIN merge_request_metrics ON merge_request_metrics.merge_request_id = merge_requests.id").
where(target_branch: params[:ref], "merge_request_metrics.first_deployed_to_production_at" => nil).
where("merge_request_metrics.merged_at < ?", deployment.created_at)
merge_requests_deployed_to_production_for_first_time.each { |merge_request| merge_request.metrics.record_production_deploy!(deployment.created_at) }
end
end
end

View File

@ -134,6 +134,7 @@ class GitPushService < BaseService
end
commit.create_cross_references!(authors[commit], closed_issues)
update_issue_metrics(commit, authors)
end
end
@ -186,4 +187,10 @@ class GitPushService < BaseService
def branch_name
@branch_name ||= Gitlab::Git.ref_name(params[:ref])
end
# TODO: What about commits created using the Web UI? Cross references are not created there.
def update_issue_metrics(commit, authors)
mentioned_issues = commit.all_references(authors[commit]).issues
mentioned_issues.each { |issue| issue.metrics.record_commit_mention!(commit.committed_date) if issue.metrics.present? }
end
end

View File

@ -35,6 +35,18 @@ module MergeRequests
end
end
def create(merge_request)
merge_request = super(merge_request)
merge_request.cache_merge_request_closes_issues!(current_user)
merge_request
end
def update(merge_request)
merge_request = super(merge_request)
merge_request.cache_merge_request_closes_issues!(current_user)
merge_request
end
private
def filter_params

View File

@ -13,6 +13,7 @@ module MergeRequests
reload_merge_requests
reset_merge_when_build_succeeds
mark_pending_todos_done
cache_merge_requests_closing_issues
# Leave a system note if a branch was deleted/added
if branch_added? || branch_removed?
@ -141,6 +142,14 @@ module MergeRequests
end
end
# If the merge requests closes any issues, save this information in the
# `MergeRequestsClosingIssues` model (as a performance optimization).
def cache_merge_requests_closing_issues
merge_requests_for_source_branch.each do |merge_request|
merge_request.cache_merge_request_closes_issues!(@current_user)
end
end
def filter_merge_requests(merge_requests)
merge_requests.uniq.select(&:source_project)
end

View File

@ -24,30 +24,37 @@ class Gitlab::Seeder::CycleAnalytics
def seed!
Sidekiq::Testing.inline! do
issues = create_issues(@project)
print '.'
# Stage 1
Timecop.travel 5.days.from_now
add_milestones_and_list_labels(issues)
print '.'
# Stage 2
Timecop.travel 5.days.from_now
branches = mention_in_commits(issues)
print '.'
# Stage 3
Timecop.travel 5.days.from_now
merge_requests = create_merge_requests_closing_issues(issues, branches)
print '.'
# Stage 4
Timecop.travel 5.days.from_now
run_builds(merge_requests)
print '.'
# Stage 5
Timecop.travel 5.days.from_now
merge_merge_requests(merge_requests)
print '.'
# Stage 6 / 7
Timecop.travel 5.days.from_now
deploy_to_production(merge_requests)
print '.'
end
print '.'
@ -101,8 +108,14 @@ class Gitlab::Seeder::CycleAnalytics
}
commit_sha = Gitlab::Git::Blob.commit(issue.project.repository, options)
commit = issue.project.repository.commit(commit_sha)
commit.create_cross_references!
issue.project.repository.commit(commit_sha)
GitPushService.new(issue.project,
@user,
oldrev: issue.project.repository.commit("master").sha,
newrev: commit_sha,
ref: 'refs/heads/master').execute
branch_name
end
@ -162,10 +175,12 @@ end
Gitlab::Seeder.quiet do
if ENV['SEED_CYCLE_ANALYTICS']
seeder = Gitlab::Seeder::CycleAnalytics.new(Project.find(1))
Project.all.each do |project|
seeder = Gitlab::Seeder::CycleAnalytics.new(project)
seeder.seed!
end
elsif ENV['CYCLE_ANALYTICS_PERF_TEST']
seeder = Gitlab::Seeder::CycleAnalytics.new(Project.first, perf: true)
seeder = Gitlab::Seeder::CycleAnalytics.new(Project.order(:id).first, perf: true)
seeder.seed!
else
puts "Not running the cycle analytics seed file. Use the `SEED_CYCLE_ANALYTICS` environment variable to enable it."

View File

@ -0,0 +1,34 @@
# See http://doc.gitlab.com/ce/development/migration_style_guide.html
# for more information on how to write migrations for GitLab.
class CreateMergeRequestsClosingIssues < ActiveRecord::Migration
include Gitlab::Database::MigrationHelpers
# Set this constant to true if this migration requires downtime.
DOWNTIME = true
# When a migration requires downtime you **must** uncomment the following
# constant and define a short and easy to understand explanation as to why the
# migration requires downtime.
DOWNTIME_REASON = 'Adding foreign keys'
# When using the methods "add_concurrent_index" or "add_column_with_default"
# you must disable the use of transactions as these methods can not run in an
# existing transaction. When using "add_concurrent_index" make sure that this
# method is the _only_ method called in the migration, any other changes
# should go in a separate migration. This ensures that upon failure _only_ the
# index creation fails and can be retried or reverted easily.
#
# To disable transactions uncomment the following line and remove these
# comments:
# disable_ddl_transaction!
def change
create_table :merge_requests_closing_issues do |t|
t.references :merge_request, foreign_key: true, null: false
t.references :issue, foreign_key: true, null: false
t.timestamps null: false
end
end
end

View File

@ -0,0 +1,29 @@
# See http://doc.gitlab.com/ce/development/migration_style_guide.html
# for more information on how to write migrations for GitLab.
class AddProductionDeployTimeToMergeRequestMetrics < ActiveRecord::Migration
include Gitlab::Database::MigrationHelpers
# Set this constant to true if this migration requires downtime.
DOWNTIME = false
# When a migration requires downtime you **must** uncomment the following
# constant and define a short and easy to understand explanation as to why the
# migration requires downtime.
# DOWNTIME_REASON = ''
# When using the methods "add_concurrent_index" or "add_column_with_default"
# you must disable the use of transactions as these methods can not run in an
# existing transaction. When using "add_concurrent_index" make sure that this
# method is the _only_ method called in the migration, any other changes
# should go in a separate migration. This ensures that upon failure _only_ the
# index creation fails and can be retried or reverted easily.
#
# To disable transactions uncomment the following line and remove these
# comments:
# disable_ddl_transaction!
def change
add_column :merge_request_metrics, :first_deployed_to_production_at, :datetime
end
end

View File

@ -0,0 +1,29 @@
# See http://doc.gitlab.com/ce/development/migration_style_guide.html
# for more information on how to write migrations for GitLab.
class AddFirstMentionedInCommitTimeToIssueMetrics < ActiveRecord::Migration
include Gitlab::Database::MigrationHelpers
# Set this constant to true if this migration requires downtime.
DOWNTIME = false
# When a migration requires downtime you **must** uncomment the following
# constant and define a short and easy to understand explanation as to why the
# migration requires downtime.
# DOWNTIME_REASON = ''
# When using the methods "add_concurrent_index" or "add_column_with_default"
# you must disable the use of transactions as these methods can not run in an
# existing transaction. When using "add_concurrent_index" make sure that this
# method is the _only_ method called in the migration, any other changes
# should go in a separate migration. This ensures that upon failure _only_ the
# index creation fails and can be retried or reverted easily.
#
# To disable transactions uncomment the following line and remove these
# comments:
# disable_ddl_transaction!
def change
add_column :issue_metrics, :first_mentioned_in_commit_at, :datetime
end
end

View File

@ -0,0 +1,30 @@
# See http://doc.gitlab.com/ce/development/migration_style_guide.html
# for more information on how to write migrations for GitLab.
class AddLatestBuildTimeToMergeRequestMetrics < ActiveRecord::Migration
include Gitlab::Database::MigrationHelpers
# Set this constant to true if this migration requires downtime.
DOWNTIME = false
# When a migration requires downtime you **must** uncomment the following
# constant and define a short and easy to understand explanation as to why the
# migration requires downtime.
# DOWNTIME_REASON = ''
# When using the methods "add_concurrent_index" or "add_column_with_default"
# you must disable the use of transactions as these methods can not run in an
# existing transaction. When using "add_concurrent_index" make sure that this
# method is the _only_ method called in the migration, any other changes
# should go in a separate migration. This ensures that upon failure _only_ the
# index creation fails and can be retried or reverted easily.
#
# To disable transactions uncomment the following line and remove these
# comments:
# disable_ddl_transaction!
def change
add_column :merge_request_metrics, :latest_build_started_at, :datetime
add_column :merge_request_metrics, :latest_build_finished_at, :datetime
end
end

View File

@ -11,7 +11,7 @@
#
# It's strongly recommended that you check this file into your version control system.
ActiveRecord::Schema.define(version: 20160901141443) do
ActiveRecord::Schema.define(version: 20160915081353) do
# These are extensions that must be enabled in order to support this database
enable_extension "plpgsql"
@ -442,6 +442,7 @@ ActiveRecord::Schema.define(version: 20160901141443) do
t.datetime "first_added_to_board_at"
t.datetime "created_at", null: false
t.datetime "updated_at", null: false
t.datetime "first_mentioned_in_commit_at"
end
add_index "issue_metrics", ["issue_id"], name: "index_issue_metrics", using: :btree
@ -596,6 +597,9 @@ ActiveRecord::Schema.define(version: 20160901141443) do
t.datetime "first_closed_at"
t.datetime "created_at", null: false
t.datetime "updated_at", null: false
t.datetime "first_deployed_to_production_at"
t.datetime "latest_build_started_at"
t.datetime "latest_build_finished_at"
end
add_index "merge_request_metrics", ["merge_request_id"], name: "index_merge_request_metrics", using: :btree
@ -641,6 +645,13 @@ ActiveRecord::Schema.define(version: 20160901141443) do
add_index "merge_requests", ["title"], name: "index_merge_requests_on_title", using: :btree
add_index "merge_requests", ["title"], name: "index_merge_requests_on_title_trigram", using: :gin, opclasses: {"title"=>"gin_trgm_ops"}
create_table "merge_requests_closing_issues", force: :cascade do |t|
t.integer "merge_request_id", null: false
t.integer "issue_id", null: false
t.datetime "created_at", null: false
t.datetime "updated_at", null: false
end
create_table "milestones", force: :cascade do |t|
t.string "title", null: false
t.integer "project_id", null: false
@ -1170,6 +1181,8 @@ ActiveRecord::Schema.define(version: 20160901141443) do
add_foreign_key "lists", "boards"
add_foreign_key "lists", "labels"
add_foreign_key "merge_request_metrics", "merge_requests"
add_foreign_key "merge_requests_closing_issues", "issues"
add_foreign_key "merge_requests_closing_issues", "merge_requests"
add_foreign_key "personal_access_tokens", "users"
add_foreign_key "protected_branch_merge_access_levels", "protected_branches"
add_foreign_key "protected_branch_push_access_levels", "protected_branches"