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Can the Apple M2 (8 GB) run Kolors?

64 ptsGood (B) · 64 of 100 points: Model quality 26.5/45, Memory fit 18.0/25, Speed 5.5/15, Memory use 15.0/15

Yes, with little memory to spare

Tight fit. At FP8 it needs about 4.8 GB of 5.4 GB usable, with an estimated speed of 75 s.

Best precision
FP8
Memory mode
Text encoder offloaded
Time per image
75 s
Output
1024×1024, 25 steps

Download Kolors

Original weights · Hugging Face

Full-precision files from Kuaishou, for fine-tuning, vLLM, Transformers, Diffusers or ComfyUI.

huggingface.co/Kwai-Kolors/Kolors-diffusers (opens in a new tab)

No sign-in needed.

Official repo · GitHub

Reference code, inference scripts and docs from Kuaishou. The weights themselves download from Hugging Face.

github.com/Kwai-Kolors/Kolors (opens in a new tab)

git clone https://github.com/Kwai-Kolors/Kolors

How the B 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.26.5 / 45
Memory fitFull marks when everything sits in GPU or unified memory; fewer when part spills to system RAM.18.0 / 25
SpeedGeneration speed against a 40 tokens/s target for LLMs, or render time against a target for image and video.5.5 / 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
Total64.9 / 10064 ptsGood (B) · 64 of 100 points: Model quality 26.5/45, Memory fit 18.0/25, Speed 5.5/15, Memory use 15.0/15

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

Every precision on the Apple M2 (8 GB)

Precision Memory needed Available Time per output Memory mode Fit Grade · points Download
FP16 3.8 GB 5.4 GB 1.7 min Sequential CPU offload Runs well 58 ptsGood (B) · 58 of 100 points: Model quality 27.0/45, Memory fit 12.0/25, Speed 4.7/15, Memory use 15.0/15 Original weights (opens in a new tab)
FP8 4.8 GB 5.4 GB 75 s Text encoder offloaded Tight fit 64 ptsGood (B) · 64 of 100 points: Model quality 26.5/45, Memory fit 18.0/25, Speed 5.5/15, Memory use 15.0/15 Original weights (opens in a new tab)

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.