Can the AMD Radeon RX 9060 XT 8GB run TMax 4B?

82 pts

Yes, it runs well

Runs well. At Q8_0 it needs about 5.7 GB of 8.0 GB usable, with an estimated speed of 40.9 tok/s.

Best quant: Q8_0
Generation speed: 40.9 tok/s
Prompt processing: 7,540 tok/s
First token (1K prompt): 0.3 s
Largest safe context: 75K

Download TMax 4B

Original weights · Hugging Face

Full-precision files from Ai2, for fine-tuning, vLLM, Transformers.

huggingface.co/allenai/tmax-4b (opens in a new tab)

No sign-in needed.

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.	27.5 / 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.	15.0 / 15
Total	82.5 / 100	82 ptsGreat (A) · 82 of 100 points: Model quality 27.5/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15

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

Every quantization on the AMD Radeon RX 9060 XT 8GB

Quant	Memory needed	Available	Speed	Fit	Grade · points	Download
`Q2_K`	3.0 GB	8.0 GB	132 tok/s	Runs well	67 ptsGood (B) · 67 of 100 points: Model quality 19.2/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 8.5/15	All files (opens in a new tab)
`Q3_K_M`	3.3 GB	8.0 GB	104 tok/s	Runs well	72 ptsGreat (A) · 72 of 100 points: Model quality 23.1/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 9.6/15	All files (opens in a new tab)
`Q4_K_M`	3.8 GB	8.0 GB	80.3 tok/s	Runs well	77 ptsGreat (A) · 77 of 100 points: Model quality 26.1/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 11.1/15	All files (opens in a new tab)
`Q5_K_M`	4.3 GB	8.0 GB	66.4 tok/s	Runs well	78 ptsGreat (A) · 78 of 100 points: Model quality 26.6/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 12.3/15	All files (opens in a new tab)
`Q6_K`	4.7 GB	8.0 GB	55.7 tok/s	Runs well	80 ptsGreat (A) · 80 of 100 points: Model quality 27.2/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 13.6/15	All files (opens in a new tab)
`Q8_0`	5.7 GB	8.0 GB	40.9 tok/s	Runs well	82 ptsGreat (A) · 82 of 100 points: Model quality 27.5/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15	All files (opens in a new tab)
`F16`	9.7 GB	8.0 GB	11.6 tok/s	Runs with offload	60 ptsGood (B) · 60 of 100 points: Model quality 27.5/45, Memory fit 10.0/25, Speed 8.1/15, 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

82 ptsGreat (A) · 82 of 100 points: Model quality 27.5/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 4060 Q8_0 · 40.4 tok/s
82 ptsGreat (A) · 82 of 100 points: Model quality 27.5/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 14.6/15 NVIDIA GeForce RTX 4070 Ti SUPER F16 · 46.0 tok/s
82 ptsGreat (A) · 82 of 100 points: Model quality 27.5/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 14.6/15 NVIDIA GeForce RTX 4080 SUPER F16 · 50.3 tok/s
82 ptsGreat (A) · 82 of 100 points: Model quality 27.5/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 14.6/15 NVIDIA GeForce RTX 5070 Ti F16 · 61.3 tok/s
82 ptsGreat (A) · 82 of 100 points: Model quality 27.5/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 14.6/15 NVIDIA GeForce RTX 5080 F16 · 65.7 tok/s
78 ptsGreat (A) · 78 of 100 points: Model quality 27.5/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 11.4/15 Intel Arc B580 Q8_0 · 51.7 tok/s

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.