How to Setup DeepSeek-R1-0528-NVFP4-v2 Locally (No Cloud) Step-by-Step

How to Setup DeepSeek-R1-0528-NVFP4-v2 Locally (No Cloud) Step-by-Step

Docker offers the quickest path to setting up this model locally.

Review and follow the instructions below.

Just proceed with the basic instructions provided below to complete the process.

🛠 Hash code: f48a3a107e4e344e94213ce39f6e2e73 — Last modification: 2026-06-21



  • Processor: 6-core 3.5 GHz minimum required
  • RAM: 32 GB or higher for smooth 32k context lengths
  • Disk Space:70 GB free space for full FP16 weights storage
  • GPU: RTX 4080 / RTX 4090 recommended for 26B-A4B fast inference

DeepSeek-R1-0528-NVFP4-v2 is a large language model optimized for low‑precision inference on NVIDIA’s Hopper architecture. It leverages NVFP4 data type to achieve higher throughput while maintaining state‑of‑the‑art accuracy. The model features a parameter count of 180 B and was trained on over 5 trillion tokens, enabling robust reasoning across diverse domains. Its inference latency averages 23 ms per token on a single A100‑80GB, making it suitable for real‑time applications. The design incorporates mixture‑of‑experts layers that dynamically route queries to specialized subnetworks, improving both efficiency and scalability. Below is a quick comparison of key technical specifications:

Parameter Count 180 B
Training Tokens 5 trillion
Inference Latency 23 ms/token
Precision NVFP4
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