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text model · Qwen2.5 · Windows

Can I run Qwen2.5 72B on 32GB RAM Laptop (CPU/iGPU only)?

Compatibility verdict VRAM threshold engine
No, not enough memory would not load

No. Qwen2.5 72B needs ~50.2 GB even at Q4_K_M, but 32GB RAM Laptop (CPU/iGPU only) only has ~28 GB usable.

Needs ~50.2 GB Device usable ~28 GB

Needs ~50.2 GB even at Q4_K_M, but only ~28 GB is usable.

That figure is at a 4k context and moves about ±15% as context length changes.

The gap is about 22.2 GB: Qwen2.5 72B needs roughly 50.2 GB at Q4_K_M and 32GB RAM Laptop (CPU/iGPU only) leaves only about 28 GB usable for a model. The lightest tracked hardware that runs Qwen2.5 72B is the Apple M4 Max (128GB) at 128 GB. See Qwen2.5 72B on Apple M4 Max (128GB).

Q4_K_M needed
~50.2 GB
Usable on device
~28 GB
Device memory
32 GB
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Which quant fits

Quant ladder vs ~28 GB usable
Q2_K
~33 GB
Q3_K_M
~38 GB
Q4_K_M
~50.2 GB
Q5_K_M
~54.1 GB
Q6_K
~61.8 GB
Q8_0
~80.1 GB
FP16
~146.8 GB
The line marks 32GB RAM Laptop (CPU/iGPU only)'s ~28 GB budget; rungs past it are too large.
Model Qwen2.5
Parameters
72B
Q4_K_M size
47.42 GB
Q8_0 size
77.26 GB
Context
128k
Ollama tag
qwen2.5:72b
Full Qwen2.5 72B requirements →
Device Windows
Memory
32 GB ram
Usable for weights
~28 GB
Power draw
~28 W
Best runtime
Ollama (llama.cpp backend)
Best models for 32GB RAM Laptop (CPU/iGPU only) →

What you can run instead

Run Qwen2.5 72B on other hardware

FAQ

Can 32GB RAM Laptop (CPU/iGPU only) run Qwen2.5 72B?

No. Qwen2.5 72B needs ~50.2 GB even at Q4_K_M, but 32GB RAM Laptop (CPU/iGPU only) only has ~28 GB usable.

How much memory does Qwen2.5 72B need?

32GB RAM Laptop (CPU/iGPU only) does not have enough memory. At Q4_K_M the weights are ~47.42 GB; with KV cache and runtime overhead, budget ~50.2 GB at a 4k context.

What is the best tool to run Qwen2.5 72B 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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Qwen2.5 72B on 32GB RAM Laptop (CPU/iGPU only) compatibility badge A live badge for your model card or README, updated as the data is.
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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.