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Large Language ModelsOpen-Source AIGIGAZINE AIPublished: Oct 21, 2026, 13:00 JST

DeepSeek open-sources DeepInfer inference system

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DeepSeek open-sources DeepInfer inference system

3 Key Points

  1. What happened

    DeepSeek released DeepInfer, its in-house inference framework, as open source under Apache License Version 2.0. It runs DeepSeek-V4.1-Flash and is built on vLLM with ideas from SGLang and TensorRT LLM.

  2. Why it matters

    This is the same production stack behind DeepSeek's own services, so outside teams can try the setup DeepSeek uses at scale — though the released version omits the KV cache system.

WHO IT HITSEngineering teams running or hosting DeepSeek models — especially third-party API providers — get DeepSeek's own serving code and API-matching tools, which may lower the effort of matching official behavior.

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Context & Analysis

DeepSeek is framing DeepInfer as its production stack rather than a side project: the system is used in its own AI services, and the open-source release collects its core functions. The company says it is sharing the stack to help the community lower compute costs and reduce energy use.

The framework did not appear from scratch. It builds on vLLM, a widely used system for serving AI models at scale, and borrows ideas from SGLang and TensorRT LLM — the same set of tools DeepSeek names as the common options for large-scale inference. The release supports running DeepSeek-V4.1-Flash and includes optimized inference features and an acceleration technique called DSpark.

The companion release, deepseek-recipe, targets a different layer: it handles token encoding and decoding aligned with the official DeepSeek API. For third-party API providers, that may make it easier to offer behavior matching DeepSeek's own API, which is likely the practical value beyond the inference code itself.

FAQ
What is DeepInfer built on?
DeepInfer is based on vLLM and also incorporates ideas from SGLang and TensorRT LLM.
Is the open-source version identical to DeepSeek's production system?
No. The release bundles DeepInfer's core features, and the KV cache system is not implemented in it.
What does deepseek-recipe do?
It converts API requests for DeepSeek models and formats model output as API responses, letting third-party API providers reproduce behavior equivalent to the official DeepSeek API.
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