May 2026
Intermediate
288 pages
3h 58m
Japanese
Content preview from LLMOps ―本番環境における大規模言語モデル運用ガイドBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
6章APIファーストLLMデプロイ
LLMをデプロイする際は、レイテンシー要件やコスト、セキュリティ要件に合うツールを選ぶことがプロジェクトの成否を左右します。
オープンソースのツールは自由度が細かな制御ができる一方で、必要な作業量も多くなります。マネージドサービスはセットアップとスケーリングが容易ですが、コストは高くなりがちです。オープンソースのツールとデータで知られるリポジトリとしてHugging Faceがあり、トークナイズ、ファインチューニング、データ処理などを支援する事前学習済みモデルとツールを豊富に提供しています。
選択するビジネスモデルは、収益、コスト、ユーザー体験に影響し、結果としてデプロイの判断にも影響します。ユーザーのニーズを理解し、コストを評価し、競合を考慮することで、自分たちのニーズを満たしつつユーザーに価値を提供できるビジネスモデルを選べます。選択肢には次のようなものがあります。
- IaaS（Infrastructure as a Service）
- これは独自にLLMアプリケーションを構築してデプロイしたいものの、基盤となるインフラの運用管理は避けたい組織に適しています。IaaSを利用すれば、多額の初期投資をせずに計算リソースを迅速かつ容易にプロビジョニングし設定できます。インフラに対する柔軟性と制御性を確保できるため、自らのニーズに合わせて環境をカスタマイズし、最適化できます。自社のアプリケーションやインフラを管理する専門知識とリソースを持つ組織に適しています。ただし、他のビジネスモデルよりも高度な技術的専門性と運用管理が必要になります。
- PaaS（Platform as a Service）
- 基盤インフラを意識せずLLMアプリケーションを迅速かつ簡単に構築しデプロイしたい組織に向いています。 ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.