IBM8B~6 GB VRAM at Q4_K_M

Granite 4.1 8B — VRAM, speed & local setup

Written by Jakub Rusinowski · Last updated

Dense 8B model reported to match IBM's prior 32B MoE flagship on several benchmarks. Q4 fits in ~5GB — runs on any modern GPU or Apple Silicon. Apache 2.0, 128K context.

Granite 4.1 8B needs about 6 GB of VRAM at Q4_K_M — quantized weights plus framework overhead, before any KV cache. On Apple Silicon that figure comes out of unified memory.

Logic84
Creative78
Coding82

VRAM and speed by quantization

Quoted against NVIDIA RTX 4090 (24 GB). Weights plus overhead only: this model's architecture is unpublished, so no KV cache is added.

QuantVRAMSpeed (est.)Fit
Q2_K
2.63 bpw
3.4 GB~154 tok/sFits
Q3_K_M
3.41 bpw
4.2 GB~133 tok/sFits
Q4_K_M
4.83 bpw
5.6 GB~107 tok/sFits
Q5_K_M
5.67 bpw
6.5 GB~95 tok/sFits
Q6_K
6.56 bpw
7.4 GB~86 tok/sFits
Q8_0
8.50 bpw
9.3 GB~70 tok/sFits
F16
16.00 bpw
16.8 GB~41 tok/sFits

Black marker = usable memory on the NVIDIA RTX 4090 (24 GB). Estimates from the memory-bandwidth roofline on the methodology page. Granite 4.1 8B VRAM calculator →

Get Granite 4.1 8B running

The cheapest catalogued GPU that runs Granite 4.1 8B is the Intel Arc B570 (10 GB).

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Intel Arc B570 10GB
10 GB VRAM · 150 W board power
2026 prices are volatile — check the current listing.

How to run Granite 4.1 8B

Install Ollama, then run:

ollama run granite4.1:8b
Weights on Hugging Face: ibm-granite/granite-4.1-8b ↗

Specifications

Verified — Checked against the primary source — the model card or the vendor spec page — and corroborated by a second independent source.

Parameters
8 Billion
Context window
128,000
Architecture
Dense Transformer
Provider
IBM
Licence
Apache 2.0
Practical deployment
Laptop
Specified at
Q4_K_M
System RAM
16 GB
Record updated
2026-04-29
LicenceApache-2.0Commercial use permitted

Commercial use permitted. No usage restrictions beyond attribution.

Quality and use cases

Scores as published by the model’s authors or an independent evaluator — quality, not throughput, and not measured by us.

Best forchatcodingenterprisebudget hardware

Can I run Granite 4.1 8B on my GPU?

Other IBM Granite 4.1 sizes

Granite 4.1 8B — frequently asked questions

How much VRAM does Granite 4.1 8B need?

About 6 GB at Q4_K_M — quantized weights plus framework overhead, before any KV cache. The cache grows with context length and is added on top; the table above folds it in. Apple Silicon counts unified memory toward the same figure.

Does Granite 4.1 8B run on an RTX 4090 (24 GB)?

Yes. Granite 4.1 8B needs about 6 GB at Q4_K_M, inside a 24 GB card, at an estimated 107 tokens/sec.

How do I run Granite 4.1 8B locally?

Install Ollama and run `ollama run granite4.1:8b`. That pulls the weights and starts a local OpenAI-compatible endpoint; after the download nothing leaves the machine.

What other sizes does IBM Granite 4.1 come in?

Granite 4.1 3B (3 GB), Granite 4.1 8B (6 GB), Granite 4.1 30B (19 GB). Every size shares the family's training and licence; the larger ones score higher and need proportionally more memory.