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text model · Granite · Windows

Can I run Granite 4.0 H Small on Nvidia GeForce RTX 5090 (32GB)?

Compatibility verdict VRAM threshold engine
Yes, it runs GPU accelerated

Yes. Granite 4.0 H Small runs on Nvidia GeForce RTX 5090 (32GB) at Q4_K_M (~20.3 GB of ~31 GB usable).

Needs ~20.3 GB Device usable ~31 GB

Runs at Q4_K_M using ~20.3 GB of ~31 GB usable.

That figure is at a 4k context and moves about ±15% as context length changes. Nvidia GeForce RTX 5090 (32GB) leaves ~10.7 GB of headroom.

Q4_K_M needed
~20.3 GB
Usable on device
~31 GB
Device memory
32 GB
Best quant
Q4_K_M
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Which quant fits

Quant ladder vs ~31 GB usable
Q2_K
~15.6 GB
Q3_K_M
~17.8 GB
Q4_K_M
~20.3 GB
Q5_K_M
~25 GB
Q6_K
~28.4 GB
Q8_0
~34.1 GB
FP16
~66.6 GB
The line marks Nvidia GeForce RTX 5090 (32GB)'s ~31 GB budget; rungs past it are too large.

Run it

Install commands Windows

Pick your tool. All 3 load the same Q4_K_M weights.

Ollama
$ ollama run granite4:32b-a9b-h
llama.cpp
$ llama-cli -hf ibm-granite/granite-4.0-h-small-GGUF:Q4_K_M
LM Studio
$ lms get ibm-granite/granite-4.0-h-small-GGUF
Model Granite
Parameters
32B (MoE, 9B active)
Q4_K_M size
18.14 GB
Q8_0 size
31.91 GB
Context
128k
Ollama tag
granite4:32b-a9b-h
Full Granite 4.0 H Small requirements →
Device Windows
Memory
32 GB vram
Usable for weights
~31 GB
Power draw
~575 W
Best runtime
vLLM (Linux) / Ollama (CUDA)
Best models for Nvidia GeForce RTX 5090 (32GB) →

You could also run

Run Granite 4.0 H Small on other hardware

FAQ

Can Nvidia GeForce RTX 5090 (32GB) run Granite 4.0 H Small?

Yes. Granite 4.0 H Small runs on Nvidia GeForce RTX 5090 (32GB) at Q4_K_M (~20.3 GB of ~31 GB usable).

How much memory does Granite 4.0 H Small need?

Nvidia GeForce RTX 5090 (32GB) has room to spare. At Q4_K_M the weights are ~18.14 GB; with KV cache and runtime overhead, budget ~20.3 GB at a 4k context. It is a Mixture-of-Experts model (32B total / 9B active), so all experts must stay in memory; memory tracks total params, not active params.

What is the best tool to run Granite 4.0 H Small 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.

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Sources

Weights are measured from GGUF files; KV cache and overhead are computed, so totals can vary ~15% with context and runtime. Any tok/s is a bandwidth estimate. See methodology.