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Can the AMD Radeon RX 9070 XT run Command R7B?

74 ptsGreat (A) · 74 of 100 points: Model quality 19.8/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 14.8/15

Yes, it runs well

Runs well. At Q8_0 it needs about 10.3 GB of 16.0 GB usable, with an estimated speed of 42.9 tok/s.

Best quant
Q8_0
Generation speed
42.9 tok/s
Prompt processing
7,513 tok/s
First token (1K prompt)
0.3 s
Largest safe context
128K

Download Command R7B

Recommended for the AMD Radeon RX 9070 XT: Q8_0. Every other quantization has its own download link in the table below.

Quickest · Ollama

One command downloads a ready-to-run version and starts a chat.

ollama run command-r7b:7b-12-2024-q8_0

Get Ollama at ollama.com/download (opens in a new tab) · model page (opens in a new tab)

Quantized files · GGUF

Works in LM Studio, llama.cpp, Jan and Ollama. No sign-in needed.

Download the Q8_0 file (opens in a new tab)

huggingface.co/bartowski/c4ai-command-r7b-12-2024-GGUF (opens in a new tab)

ollama run hf.co/bartowski/c4ai-command-r7b-12-2024-GGUF:Q8_0

Original weights · Hugging Face

Full-precision files from Cohere, for fine-tuning, vLLM, Transformers.

huggingface.co/CohereLabs/c4ai-command-r7b-12-2024 (opens in a new tab)

Free Hugging Face account needed: accept the license on the model page and the download starts right away.

Links checked 5 days ago against Hugging Face, Ollama and GitHub.

How the A grade is scored

Every result gets up to 100 points from four parts. The points decide the letter grade.

Model qualityEditorial quality tier of the model, scaled by the quantization or precision used.19.8 / 45
Memory fitFull marks when everything sits in GPU or unified memory; fewer when part spills to system RAM.25.0 / 25
SpeedGeneration speed against a 40 tokens/s target for LLMs, or render time against a target for image and video.15.0 / 15
Memory useRewards using the memory you have, so a bigger, better variant beats a tiny one that leaves most memory idle.14.8 / 15
Total74.6 / 10074 ptsGreat (A) · 74 of 100 points: Model quality 19.8/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 14.8/15

Grade scale: S 85+ · A 72+ · B 58+ · C 42+ · D 25+ · F under 25 points.

Every quantization on the AMD Radeon RX 9070 XT

Quant Memory needed Available Speed Fit Grade · points Download
Q2_K 5.0 GB 16.0 GB 138 tok/s Runs well 61 ptsGood (B) · 61 of 100 points: Model quality 13.9/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 7.2/15 GGUF (opens in a new tab)
Q3_K_M 5.7 GB 16.0 GB 109 tok/s Runs well 64 ptsGood (B) · 64 of 100 points: Model quality 16.6/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 8.2/15 GGUF (opens in a new tab)
Q4_K_M 6.7 GB 16.0 GB 84.2 tok/s Runs well 68 ptsGood (B) · 68 of 100 points: Model quality 18.8/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 9.6/15 GGUF (opens in a new tab)
Q5_K_M 7.5 GB 16.0 GB 69.6 tok/s Runs well 69 ptsGood (B) · 69 of 100 points: Model quality 19.2/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 10.8/15 GGUF (opens in a new tab)
Q6_K 8.4 GB 16.0 GB 58.5 tok/s Runs well 71 ptsGood (B) · 71 of 100 points: Model quality 19.6/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 12.0/15 GGUF (opens in a new tab)
Q8_0 10.3 GB 16.0 GB 42.9 tok/s Runs well 74 ptsGreat (A) · 74 of 100 points: Model quality 19.8/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 14.8/15 GGUF (opens in a new tab)
F16 17.8 GB 16.0 GB 10.8 tok/s Runs with offload 52 ptsUsable (C) · 52 of 100 points: Model quality 19.8/45, Memory fit 10.0/25, Speed 7.8/15, Memory use 15.0/15 Original weights (opens in a new tab)

Memory figures assume 8K of context. Longer conversations or documents grow the KV cache.

Other hardware that runs it

Estimates come from published hardware specs and our open formulas, not from running the model on your machine. Real speed varies with runtime, drivers and settings. Numbers marked “Measured” come from a linked benchmark.