bentoml/llm-inference-handbook

Everything you need to know about LLM inference

48
/ 100
Emerging

This handbook helps MLOps engineers, DevOps specialists, and data scientists understand, optimize, and scale large language model (LLM) inference. It provides a practical guide covering everything from initial setup to operating LLMs efficiently. You'll gain insights and strategies to improve the performance and cost-effectiveness of your LLM deployments.

269 stars.

Use this if you are responsible for deploying, managing, or optimizing large language models for production use and want to improve their efficiency and cost.

Not ideal if you are looking for an introduction to how LLMs work or need a guide for training custom LLMs.

MLOps LLM deployment model optimization AI infrastructure system architecture
No Package No Dependents
Maintenance 10 / 25
Adoption 10 / 25
Maturity 15 / 25
Community 13 / 25

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Stars

269

Forks

22

Language

TypeScript

License

Apache-2.0

Last pushed

Mar 13, 2026

Commits (30d)

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