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text model · Granite · Windows

Can I run Granite 3.1 2B on 16GB RAM Laptop (CPU/iGPU only)?

Compatibility verdict VRAM threshold engine
Yes, it runsusable speed

Yes. Granite 3.1 2B runs on 16GB RAM Laptop (CPU/iGPU only) at Q4_K_M (~2.8 GB of ~12 GB usable).

Needs ~2.8 GB Device usable ~12 GB

Runs at Q4_K_M using ~2.8 GB of ~12 GB usable. You have room for FP16 for higher quality.

Q4_K_M needed
~2.8 GB
Usable on device
~12 GB
Device memory
16 GB
Best quant
Q4_K_M

Run it

Install commands Windows

Pick your tool. All three load the same Q4_K_M weights.

Ollama
$ ollama run granite3.1-dense:2b
llama.cpp
$ llama-cli -hf bartowski/granite-3.1-2b-instruct-GGUF:Q4_K_M
LM Studio
$ lms get bartowski/granite-3.1-2b-instruct-GGUF

AMD GPUs run via Vulkan/ROCm at roughly half CUDA throughput. NVIDIA is the smooth path on Windows.

Model Granite
Parameters
2.53B
Q4_K_M size
1.55 GB
Q8_0 size
2.69 GB
Context
128k
Ollama tag
granite3.1-dense:2b
Full Granite 3.1 2B requirements →
Device Windows
Memory
16 GB ram
Usable for weights
~12 GB
Best runtime
Ollama (llama.cpp backend)
Best models for 16GB RAM Laptop (CPU/iGPU only) →

You could also run

Run Granite 3.1 2B on other hardware

FAQ

Can 16GB RAM Laptop (CPU/iGPU only) run Granite 3.1 2B?

Yes. Granite 3.1 2B runs on 16GB RAM Laptop (CPU/iGPU only) at Q4_K_M (~2.8 GB of ~12 GB usable).

How much memory does Granite 3.1 2B need?

16GB RAM Laptop (CPU/iGPU only) has room to spare. At Q4_K_M the weights are ~1.55 GB; with KV cache and runtime overhead, budget ~2.8 GB at a 4k context.

What is the best tool to run Granite 3.1 2B on Windows?

LM Studio for a simple setup; Ollama (CUDA) for the most speed. AMD GPUs run via Vulkan/ROCm at roughly half CUDA throughput. NVIDIA is the smooth path on Windows.

Sources

Memory figures are estimates. See methodology.