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DeepSeek R1 671B
DeepSeek · 671B MoE · Reasoning
Full DeepSeek R1 with 671B MoE. One of the strongest reasoning models ever released as open-weight.
VRAM Requirements
| Quantization | VRAM |
|---|---|
| Q4_K_M (smallest) | 402.6 GB |
| Q8_0 (balanced) | 738.1 GB |
| FP16 (full quality) | 1342 GB |
Specifications
- Parameters: 671B MoE (37B active per token)
- Category: Reasoning
- Max context: 128K tokens
- System RAM: 512 GB minimum
- HuggingFace: deepseek-ai/DeepSeek-R1
Benchmarks
- MMLU: 91 — General knowledge & reasoning (5-shot)
- HumanEval: 92 — Code generation (pass@1)
- MATH: 97 — Competition-level math reasoning
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