Command R+ (104B) — VRAM, Speed & Local Setup
作者: Jakub Rusinowski · 最后更新: 2024年4月4日
Model library → Command R Family → Command R+ (104B)
Cohere's flagship model for complex enterprise RAG. Handles multi-hop retrieval, grounded citations, and complex tool orchestration. Outperforms GPT-4 Turbo on RAG benchmarks.
Command R+ (104B) needs about 64 GB of VRAM at Q4_K_M — quantized weights plus framework overhead, before any KV cache. On Apple Silicon that figure comes out of unified memory.
Specifications
| Parameters | 104 Billion |
| Context window | 128,000 |
| Architecture | Dense |
| Provider | Cohere |
| Licence | CC-BY-NC |
| Specified at | Q4_K_M |
| System RAM | 128 GB |
| Record updated | 2024-04-04 |
Curated — A hand-written entry from before this catalogue recorded its sources. The figures are long-standing but their provenance is not on file.
Licence
CC-BY-NC-4.0 — research / non-commercial only. Research / non-commercial only — this licence does NOT permit shipping a commercial product.
VRAM and Speed by Quantization
Modelled on a reference NVIDIA RTX 4090 (24 GB). Assumes an 8K-token context with an f16 KV cache. A longer window needs more; a quantized KV cache needs less. Speed figures are ESTIMATES from the memory-bandwidth roofline described on the methodology page, not benchmarks we ran — rows marked measured come from published or reader-submitted runs. VRAM here includes the KV cache, so it reads higher than the headline figure above, which does not.
| Quant | Bits/weight | Weights | VRAM needed | Est. speed | Fit on 24 GB |
|---|---|---|---|---|---|
| Q2_K | 2.63 | 34.2 GB | 37.1 GB | ~3 tok/s (est.) | Offloads to system RAM (slow) |
| Q3_K_M | 3.41 | 44.3 GB | 47.3 GB | ~2 tok/s (est.) | Offloads to system RAM (slow) |
| Q4_K_M | 4.83 | 62.8 GB | 65.7 GB | — | Won't fit |
| Q5_K_M | 5.67 | 73.7 GB | 76.7 GB | — | Won't fit |
| Q6_K | 6.56 | 85.3 GB | 88.2 GB | — | Won't fit |
| Q8_0 | 8.50 | 110.5 GB | 113.4 GB | — | Won't fit |
| F16 | 16.00 | 208 GB | 210.9 GB | — | Won't fit |
Want to set your own context length and KV-cache quantization? Use the interactive VRAM calculator.
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Recommended GPU
The cheapest catalogued GPU that runs Command R+ (104B) is the Apple M5 Pro (64 GB).
How to Run Command R+ (104B)
Install Ollama, then run:
ollama run command-r-plus
Weights on Hugging Face: CohereForAI/c4ai-command-r-plus.
Best for: enterprise rag, agent, complex retrieval.
Can I Run Command R+ (104B) on My GPU?
- Command R+ (104B) on AMD Radeon RX 7800 XT
- Command R+ (104B) on AMD Radeon RX 7900 XT
- Command R+ (104B) on AMD Radeon RX 7900 XTX
- Command R+ (104B) on AMD Radeon RX 9060 XT 16GB
- Command R+ (104B) on AMD Radeon RX 9070
- Command R+ (104B) on AMD Radeon RX 9070 XT
- Command R+ (104B) on AMD Ryzen AI Max+ 395
- Command R+ (104B) on Apple M1
- Command R+ (104B) on Apple M1 Pro
- Command R+ (104B) on Apple M1 Ultra
- Command R+ (104B) on Apple M2
- Command R+ (104B) on Apple M2 Max
- Command R+ (104B) on Apple M2 Pro
- Command R+ (104B) on Apple M3
- Command R+ (104B) on Apple M3 Pro
- Command R+ (104B) on Apple M4
- Command R+ (104B) on Apple M4 Max
- Command R+ (104B) on Apple M4 Pro
- Command R+ (104B) on Apple M5
- Command R+ (104B) on Apple M5 Max
- Command R+ (104B) on Intel Arc B570
- Command R+ (104B) on Intel Arc B580
- Command R+ (104B) on NVIDIA A100 80GB (PCIe)
- Command R+ (104B) on NVIDIA DGX Spark
- Command R+ (104B) on NVIDIA GeForce RTX 3060 (12GB)
- Command R+ (104B) on NVIDIA GeForce RTX 3080 (10GB)
- Command R+ (104B) on NVIDIA GeForce RTX 3090
- Command R+ (104B) on NVIDIA GeForce RTX 4060 Ti 16GB
- Command R+ (104B) on NVIDIA GeForce RTX 4070
- Command R+ (104B) on NVIDIA GeForce RTX 4070 Super
- Command R+ (104B) on NVIDIA GeForce RTX 4070 Ti
- Command R+ (104B) on NVIDIA GeForce RTX 4070 Ti Super
- Command R+ (104B) on NVIDIA GeForce RTX 4080
- Command R+ (104B) on NVIDIA GeForce RTX 4080 Super
- Command R+ (104B) on NVIDIA GeForce RTX 4090
- Command R+ (104B) on NVIDIA GeForce RTX 5060 Ti 16GB
- Command R+ (104B) on NVIDIA GeForce RTX 5070
- Command R+ (104B) on NVIDIA GeForce RTX 5070 Ti
- Command R+ (104B) on NVIDIA GeForce RTX 5080
- Command R+ (104B) on NVIDIA GeForce RTX 5090
- Command R+ (104B) on NVIDIA H100 80GB (PCIe)
- Command R+ (104B) on NVIDIA L40S
- Command R+ (104B) on NVIDIA RTX 6000 Ada Generation
- Command R+ (104B) on NVIDIA RTX PRO 6000 Blackwell
Other Command R Family Sizes
- Command R (35B) — about 22 GB VRAM at Q4_K_M
Command R+ (104B) — Frequently Asked Questions
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