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Can a RTX 3070 8GB run SmolLM2 1.7B?

Yes. SmolLM2 1.7B fits in fast memory on RTX 3070 8GB at Q8_0 (2.5 GB needed, 7.5 GB usable), about 149 tok/s (estimate).

Hardware: RTX 3070 8GB · Model: SmolLM2 1.7B

RTX 3070 8GB has 8 GB of VRAM and 448 GB/s of memory bandwidth. RTX 3060 Ti 8GB has the same memory and bandwidth, so the fit numbers match; this page is RTX 3070 8GB. The checker holds back 0.5 GB of VRAM for the driver and assumes 16 GB of system RAM, so fast memory usable by Ollama is 7.5 GB. Partial offload may also use 60% of that system RAM. SmolLM2 1.7B (1.71B, HuggingFace) at Q8_0 is a 1.8 GB download and needs 2.5 GB with headroom for about 8k tokens.

Best quantQ8_0
Download size1.8 GB
Memory needed2.5 GB
Usable fast memory7.5 GB
Fitfits in fast memory
Estimated speed~149 tok/s (estimate)
Commandollama run smollm2:1.7b
Open RTX 3070 8GB in the checker

Estimates, not benchmarks. Model sizes are ollama.com download sizes; memory needed adds headroom for ~8k tokens of context; speeds are rough figures from memory bandwidth. Data updated 2026-10-23.

A project by OnDevice Labs · llms.txt