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Duoを使用して自動テストを生成する際に学んだこと](https://about.gitlab.com/ja-jp/blog/automating-with-gitlab-duo-part-2-complex-testing/)について説明しました。また、GitLab Duoによって生成されたテストに変更を加える方法もいくつかご紹介しました。このシリーズの最後の記事では、チームの自動テストプロセスにおけるGitLab Duoの影響を検証するために実行したテストと、これまでに達成した素晴らしい結果についてご紹介します。\n\n### 検証テストの結果\n\nテスト生成時のGitLab Duoの使い方が期待どおりの付加価値をもたらしているかを検証するために、自分たちとGitLab Duoへの挑戦として、テストカバレッジを置き換えて拡大させてみることにしました。チームは、以前に書いたテストをすべて削除してテストカバレッジを0%にしてから、リポジトリ内のコードを順番に確認していき、GitLab Duoが生成したテストを格納する新しいテストファイルを作成しました。\n\nこの出発点から、[最初のブログ記事](https://about.gitlab.com/ja-jp/blog/automating-with-gitlab-duo-part-1-generating-tests/)で概説した手順に従ってテストを生成しました。GitLab Duoの純粋な性能を正確に評価するために、テストとテストファイルは人間が一切修正しませんでした。`Tests Generated by Duo`というコメントをファイルの先頭に手動で追加し、テストの作成方法がわかるように末尾に`duo.py`と付けました。\n\nテストのすべてのイテレーションは、[シリーズの2番目のブログ記事](https://about.gitlab.com/ja-jp/blog/automating-with-gitlab-duo-part-2-complex-testing/)で概説したように、`Generate Tests`およびGitLab Duo Chatウィンドウを介したGitLab Duoとのインタラクションを通じてのみ行われました。先に述べたように、発生したエラーや失敗したテストに加え、GitLab 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Duoを試してみたい](https://about.gitlab.com/ja-jp/solutions/gitlab-duo-pro/sales/)方は、今すぐ無料トライアルにお申し込みください！\n\n\u003Cbr>\u003Cbr>\n\n*監修：川瀬 洋平 [@ykawase](https://gitlab.com/ykawase)\u003Cbr>\n（GitLab合同会社 カスタマーサクセス本部 シニアカスタマーサクセスマネージャー）*\n","ai-ml",[23,24,25,26],"AI/ML","testing","DevSecOps platform","features","2025-05-13",{"slug":29,"featured":6,"template":30},"automating-with-gitlab-duo-part-3-validating-testing","BlogPost","content:ja-jp:blog:automating-with-gitlab-duo-part-3-validating-testing.yml","yaml","Automating With Gitlab Duo Part 3 Validating 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