Hardware guide · SmolLM2
What hardware do you need to run SmolLM2 135M?
SmolLM2 135M needs about 1 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 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 GB of ~4.5 GB usable. You have room for FP16 for higher quality.
What kind of hardware runs SmolLM2 135M
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 135M
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 GB · ~244 tok/s est.
- YesiPhone 16 from $799~4.5 GB usable · uses ~1 GB · ~286 tok/s est.
- YesiPhone 16 Pro from $999~4.5 GB usable · uses ~1 GB · ~286 tok/s est.
- YesGeneric Android Phone (8GB RAM)~4.5 GB usable · uses ~1 GB
- YesiPhone 17 from $799~4.5 GB usable · uses ~1 GB · ~325 tok/s est.
- Yes8GB RAM Laptop (CPU/iGPU only) from $350~5 GB usable · uses ~1 GB · ~427 tok/s est.
- YesNvidia GeForce RTX 2060 (6GB) from $349~5 GB usable · uses ~1 GB · ~2080 tok/s est.
- YesApple M1 (8GB) from $999~5.5 GB usable · uses ~1 GB · ~520 tok/s est.
- YesNvidia GeForce RTX 3060 Ti (8GB) from $399~7 GB usable · uses ~1 GB · ~2773 tok/s est.
- YesNvidia GeForce GTX 1070 (8GB) from $379~7 GB usable · uses ~1 GB · ~1585 tok/s est.
- YesiPhone 17 Pro from $1,099~8 GB usable · uses ~1 GB · ~366 tok/s est.
- YesiPhone Air from $999~8 GB usable · uses ~1 GB · ~366 tok/s est.
- YesSamsung Galaxy S24 Ultra from $1,299~8.5 GB usable · uses ~1 GB · ~366 tok/s est.
- YesGeneric Android Phone (12GB RAM)~8.5 GB usable · uses ~1 GB
- YesApple M2 (16GB) from $1,199~10.5 GB usable · uses ~1 GB · ~762 tok/s est.
- YesApple M4 (16GB) from $999~10.5 GB usable · uses ~1 GB · ~914 tok/s est.
- YesGoogle Pixel 9 Pro from $999~10.5 GB usable · uses ~1 GB · ~325 tok/s est.
- YesApple M5 (16GB) from $1,099~10.5 GB usable · uses ~1 GB · ~1166 tok/s est.
- YesGoogle Pixel 10 Pro from $999~10.5 GB usable · uses ~1 GB · ~325 tok/s est.
- YesNvidia GeForce RTX 3060 (12GB) from $329~11 GB usable · uses ~1 GB · ~2229 tok/s est.
- YesNvidia GeForce RTX 4070 (12GB) from $599~11 GB usable · uses ~1 GB · ~3120 tok/s est.
- YesApple M3 Pro (18GB) from $1,299~12 GB usable · uses ~1 GB · ~762 tok/s est.
- Yes16GB RAM Laptop (CPU/iGPU only) from $750~12 GB usable · uses ~1 GB · ~427 tok/s est.
- YesiPad Pro M4 (16GB, 1TB/2TB config) from $1,599~12 GB usable · uses ~1 GB · ~571 tok/s est.
- YesSamsung Galaxy S25 Ultra (16GB, 1TB config only) from $1,619~12 GB usable · uses ~1 GB · ~404 tok/s est.
- YesSamsung Galaxy S26 Ultra (16GB, 1TB config) from $1,299~12 GB usable · uses ~1 GB · ~404 tok/s est.
- YesNvidia GeForce RTX 4060 Ti (16GB) from $499~15 GB usable · uses ~1 GB · ~1783 tok/s est.
- YesNvidia GeForce RTX 4080 (16GB) from $1,199~15 GB usable · uses ~1 GB · ~4437 tok/s est.
- YesApple M4 (24GB) from $1,299~16 GB usable · uses ~1 GB · ~914 tok/s est.
- YesApple M4 Pro (24GB) from $1,999~16 GB usable · uses ~1 GB · ~2080 tok/s est.
- YesApple M5 (32GB) from $1,299~21 GB usable · uses ~1 GB · ~1166 tok/s est.
- YesNvidia GeForce RTX 4090 (24GB) from $1,599~23 GB usable · uses ~1 GB · ~6240 tok/s est.
- YesNvidia GeForce RTX 3090 (24GB) from $1,499~23 GB usable · uses ~1 GB · ~5794 tok/s est.
- YesAMD Radeon RX 7900 XTX (24GB) from $999~23 GB usable · uses ~1 GB · ~5943 tok/s est.
- Yes32GB RAM Laptop (CPU/iGPU only) from $1,100~28 GB usable · uses ~1 GB · ~427 tok/s est.
- YesNvidia GeForce RTX 5090 (32GB) from $1,999~31 GB usable · uses ~1 GB · ~11093 tok/s est.
- YesApple M4 Pro (48GB) from $2,399~32 GB usable · uses ~1 GB · ~2080 tok/s est.
- YesApple M5 Pro (48GB) from $2,199~32 GB usable · uses ~1 GB · ~2339 tok/s est.
- YesApple M4 Max (64GB) from $3,499~48 GB usable · uses ~1 GB · ~4160 tok/s est.
- YesApple M4 Max (128GB) from $3,499~96 GB usable · uses ~1 GB · ~4160 tok/s est.
- YesAMD Ryzen AI Halo (128GB) from $3,999~96 GB usable · uses ~1 GB · ~1585 tok/s est.
- YesApple M5 Max (128GB) from $3,599~96 GB usable · uses ~1 GB · ~4678 tok/s est.
- YesApple M3 Ultra (256GB) from $3,999~192 GB usable · uses ~1 GB · ~6240 tok/s est.
See the full SmolLM2 135M memory breakdown, or compare it against other models.
Sources
Memory at Q4_K_M (1 GB = 0.105 GB weights + KV cache + overhead), validated 2026-09-14. See methodology.