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DeepSeek V4 Flash runs on single RTX 6000 Pro with vLLM-Moet

By PulseAugur Editorial · [1 sources] ·

A developer has successfully run the DeepSeek V4 Flash model on a single RTX 6000 Pro GPU, utilizing a customized version of vLLM called vLLM-Moet. This setup allows for a 130K context window, though it requires approximately 150 GB of RAM for initial loading before fitting into the GPU's VRAM. The key to this achievement is the compression of routed experts to 2-bit while retaining fp4 experts, a technique attributed to the vLLM-Moet developer. AI

IMPACT Demonstrates efficient deployment of large models on consumer-grade hardware, potentially lowering barriers to entry for advanced AI research.

RANK_REASON User-driven optimization and benchmark of an existing model, not a new release from a frontier lab. [lever_c_demoted from research: ic=1 ai=1.0]

Read on r/LocalLLaMA →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

DeepSeek V4 Flash runs on single RTX 6000 Pro with vLLM-Moet

How we ranked this

Signal score
0 / 100
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Newsworthiness bucket
Tool
User-driven optimization and benchmark of an existing model, not a new release from a frontier lab. [lever_c_demoted from research: ic=1 ai=1.0]
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
model release, infra
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AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
51 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. r/LocalLLaMA TIER_1 English(EN) · /u/live4evrr ·

    Deepseek V4 Flash on a single RTX 6000 Pro - vLLM-Moet

    <!-- SC_OFF --><div class="md"><p>Wow...</p> <p><a href="https://github.com/kacper-daftcode/vLLM-Moet">https://github.com/kacper-daftcode/vLLM-Moet</a></p> <p>Using this customized vllm provided as a docker, I'm able to run DS V4 Flash on a single RTX 6000 Pro (apparently it also…

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