DeepSeek open-sources DeepInfer inference stack for V4.1-Flash
First merged summary.
DeepSeek has released DeepInfer under Apache 2.0, while KV-cache management and load balancing remain internal.
DeepSeek has open-sourced DeepInfer, the inference framework behind DeepSeek-V4.1-Flash, under the Apache License 2.0. The Decoder reports it builds on vLLM with optimized kernels and multi-chip distributed processing, and that the company is also releasing deepseek-recipe so self-hosted token processing matches the official API. Latent Space says DeepInfer supports speculative decoding and structured output on NVIDIA and Huawei Ascend, and that DeepSeek claims 155 trillion tokens a day, 96% cache hits, 400 ms average time to first token, and 230 tokens per second. KV-cache management and load balancing remain tied to internal infrastructure, according to DeepSeek. vLLM says the project was built primarily on vLLM and that decode throughput was within 6% of DeepSeek’s published GB200 results.
- Apache License 2.0; repository is github.com/deepseek-ai/DeepInfer.
- deepseek-recipe aims to match official API token processing for self-hosting.
- DeepSeek says future model code will also be open source.
- Claimed serving: 155 trillion tokens a day and 96% cache hits.
- Recommended shapes: eight-accelerator prefill nodes and 64–128-accelerator decode supernodes.
- Coding generation cited at 300 tokens per second; $38 per accelerator-hour off-peak.
Timeline
dated events in the reporting · oldest first- Oct 20, 2026Hacker News links DeepInfer repository; 52 points, 6 comments. · Hacker News
- Oct 20, 2026Decoder reports Apache 2.0 release and deepseek-recipe. · The Decoder
- Oct 21, 2026Latent Space adds production claims and withheld KV-cache code. · Latent Space
What each outlet adds
beyond the shared facts- The DecoderApache 2.0, vLLM kernels, deepseek-recipe, and future open-source model code.
- Latent SpaceThroughput claims, NVIDIA and Ascend support, incomplete KV-cache release.
- Hacker NewsLinks github.com/deepseek-ai/DeepInfer; 52 points and 6 comments.
- Vendors
- DeepSeek
- Products
- DeepInfervLLMdeepseek-recipe
Coverage
oldest first · one row per article · UTCDeepSeek open-sources its DeepInfer inference engine
The Hacker News item only links to deepseek-ai/DeepInfer and gives no release notes.
DeepSeek open-sources DeepInfer, inference stack for V4.1-Flash
The feed contained only the headline; license, hardware targets, and release notes were not in the text.
DeepSeek open-sources DeepInfer inference engine under Apache 2.0
DeepInfer serves V4.1-Flash on top of vLLM, and deepseek-recipe mirrors official API token processing for self-hosting.
DeepSeek open-sources DeepInfer, its production inference engine
DeepSeek claims 155 trillion tokens a day and 96% cache hits; KV cache and load balancing are not fully released.