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Containerization
Containerization packages an inference service and all its dependencies into a Docker image that runs consistently across environments. Inference containers include the CUDA toolkit, Python packages, the inference engine, and any system libraries like ffmpeg for audio processing. Using a pinned dependency tree prevents breaking changes from affecting running services and ensures reproducible builds.
Visit the following resources to learn more: