Hardware guide · SmolLM2
What hardware do you need to run SmolLM2 360M?
SmolLM2 360M needs about 1.2 GB to run at Q4_K_M, so the lightest hardware that runs it is iPhone 15 Pro. 43 of 43 devices tested can run it.
- Needs (Q4_K_M)
- ~1.2 GB
- Devices that run it
- 43
- Too small
- 0
- Lightest that runs it
- ~4.5 GB
Recommended Q4_K_M
iPhone 15 Pro Yes
Runs at Q4_K_M using ~1.2 GB of ~4.5 GB usable. You have room for FP16 for higher quality.
What kind of hardware runs SmolLM2 360M
Of the 43 devices that run it, here is the split by hardware class.
12 discrete GPUs 14 Macs 3 laptops 14 phones
Hardware that runs SmolLM2 360M
Ranked by usable memory, lightest first. Prices are approximate street prices for the device itself (a GPU is the card alone; a Mac is the whole machine). Tok/s is a bandwidth estimate; see methodology.
Compatible devices 43 total
- YesiPhone 15 Pro from $999~4.5 GB usable · uses ~1.2 GB · ~94 tok/s est.
- YesiPhone 16 from $799~4.5 GB usable · uses ~1.2 GB · ~111 tok/s est.
- YesiPhone 16 Pro from $999~4.5 GB usable · uses ~1.2 GB · ~111 tok/s est.
- YesGeneric Android Phone (8GB RAM)~4.5 GB usable · uses ~1.2 GB
- YesiPhone 17 from $799~4.5 GB usable · uses ~1.2 GB · ~126 tok/s est.
- Yes8GB RAM Laptop (CPU/iGPU only) from $350~5 GB usable · uses ~1.2 GB · ~165 tok/s est.
- YesNvidia GeForce RTX 2060 (6GB) from $349~5 GB usable · uses ~1.2 GB · ~806 tok/s est.
- YesApple M1 (8GB) from $999~5.5 GB usable · uses ~1.2 GB · ~201 tok/s est.
- YesNvidia GeForce RTX 3060 Ti (8GB) from $399~7 GB usable · uses ~1.2 GB · ~1075 tok/s est.
- YesNvidia GeForce GTX 1070 (8GB) from $379~7 GB usable · uses ~1.2 GB · ~614 tok/s est.
- YesiPhone 17 Pro from $1,099~8 GB usable · uses ~1.2 GB · ~142 tok/s est.
- YesiPhone Air from $999~8 GB usable · uses ~1.2 GB · ~142 tok/s est.
- YesSamsung Galaxy S24 Ultra from $1,299~8.5 GB usable · uses ~1.2 GB · ~142 tok/s est.
- YesGeneric Android Phone (12GB RAM)~8.5 GB usable · uses ~1.2 GB
- YesApple M2 (16GB) from $1,199~10.5 GB usable · uses ~1.2 GB · ~295 tok/s est.
- YesApple M4 (16GB) from $999~10.5 GB usable · uses ~1.2 GB · ~354 tok/s est.
- YesGoogle Pixel 9 Pro from $999~10.5 GB usable · uses ~1.2 GB · ~126 tok/s est.
- YesApple M5 (16GB) from $1,099~10.5 GB usable · uses ~1.2 GB · ~452 tok/s est.
- YesGoogle Pixel 10 Pro from $999~10.5 GB usable · uses ~1.2 GB · ~126 tok/s est.
- YesNvidia GeForce RTX 3060 (12GB) from $329~11 GB usable · uses ~1.2 GB · ~863 tok/s est.
- YesNvidia GeForce RTX 4070 (12GB) from $599~11 GB usable · uses ~1.2 GB · ~1209 tok/s est.
- YesApple M3 Pro (18GB) from $1,299~12 GB usable · uses ~1.2 GB · ~295 tok/s est.
- Yes16GB RAM Laptop (CPU/iGPU only) from $750~12 GB usable · uses ~1.2 GB · ~165 tok/s est.
- YesiPad Pro M4 (16GB, 1TB/2TB config) from $1,599~12 GB usable · uses ~1.2 GB · ~221 tok/s est.
- YesSamsung Galaxy S25 Ultra (16GB, 1TB config only) from $1,619~12 GB usable · uses ~1.2 GB · ~156 tok/s est.
- YesSamsung Galaxy S26 Ultra (16GB, 1TB config) from $1,299~12 GB usable · uses ~1.2 GB · ~156 tok/s est.
- YesNvidia GeForce RTX 4060 Ti (16GB) from $499~15 GB usable · uses ~1.2 GB · ~691 tok/s est.
- YesNvidia GeForce RTX 4080 (16GB) from $1,199~15 GB usable · uses ~1.2 GB · ~1719 tok/s est.
- YesApple M4 (24GB) from $1,299~16 GB usable · uses ~1.2 GB · ~354 tok/s est.
- YesApple M4 Pro (24GB) from $1,999~16 GB usable · uses ~1.2 GB · ~806 tok/s est.
- YesApple M5 (32GB) from $1,299~21 GB usable · uses ~1.2 GB · ~452 tok/s est.
- YesNvidia GeForce RTX 4090 (24GB) from $1,599~23 GB usable · uses ~1.2 GB · ~2418 tok/s est.
- YesNvidia GeForce RTX 3090 (24GB) from $1,499~23 GB usable · uses ~1.2 GB · ~2245 tok/s est.
- YesAMD Radeon RX 7900 XTX (24GB) from $999~23 GB usable · uses ~1.2 GB · ~2303 tok/s est.
- Yes32GB RAM Laptop (CPU/iGPU only) from $1,100~28 GB usable · uses ~1.2 GB · ~165 tok/s est.
- YesNvidia GeForce RTX 5090 (32GB) from $1,999~31 GB usable · uses ~1.2 GB · ~4298 tok/s est.
- YesApple M4 Pro (48GB) from $2,399~32 GB usable · uses ~1.2 GB · ~806 tok/s est.
- YesApple M5 Pro (48GB) from $2,199~32 GB usable · uses ~1.2 GB · ~906 tok/s est.
- YesApple M4 Max (64GB) from $3,499~48 GB usable · uses ~1.2 GB · ~1612 tok/s est.
- YesApple M4 Max (128GB) from $3,499~96 GB usable · uses ~1.2 GB · ~1612 tok/s est.
- YesAMD Ryzen AI Halo (128GB) from $3,999~96 GB usable · uses ~1.2 GB · ~614 tok/s est.
- YesApple M5 Max (128GB) from $3,599~96 GB usable · uses ~1.2 GB · ~1813 tok/s est.
- YesApple M3 Ultra (256GB) from $3,999~192 GB usable · uses ~1.2 GB · ~2418 tok/s est.
See the full SmolLM2 360M memory breakdown, or compare it against other models.
Sources
Memory at Q4_K_M (1.2 GB = 0.271 GB weights + KV cache + overhead), validated 2026-09-14. See methodology.