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text model · Sarvam · Windows

S Can I run Sarvam-30B on Nvidia GeForce RTX 4090 (24GB)?

Compatibility verdict VRAM threshold engine
Yes, but tightGPU accelerated

Yes. Sarvam-30B runs on Nvidia GeForce RTX 4090 (24GB) at Q4_K_M (~21.7 GB of ~23 GB usable).

Needs ~21.7 GB Device usable ~23 GB

Fits at Q4_K_M (~21.7 GB of ~23 GB usable) but with little headroom, close other apps.

Q4_K_M needed
~21.7 GB
Usable on device
~23 GB
Device memory
24 GB
Best quant
Q4_K_M

Run it

Install commands Windows

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

llama.cpp
$ llama-cli -hf sarvamai/sarvam-30b-gguf:Q4_K_M
LM Studio
$ lms get sarvamai/sarvam-30b-gguf

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

How to run it

On Windows use LM Studio (Best GUI on Windows, auto-detects CUDA/Vulkan backends.). AMD GPUs run via Vulkan/ROCm at roughly half CUDA throughput. NVIDIA is the smooth path on Windows.

Model Sarvam
Parameters
30B (MoE, 2.4B active)
Q4_K_M size
19.6 GB
Context
64k
Full Sarvam-30B requirements →
Device Windows
Memory
24 GB vram
Usable for weights
~23 GB
Best runtime
vLLM (Linux) / Ollama (CUDA)
Best models for Nvidia GeForce RTX 4090 (24GB) →

You could also run

Run Sarvam-30B on other hardware

FAQ

Can Nvidia GeForce RTX 4090 (24GB) run Sarvam-30B?

Yes. Sarvam-30B runs on Nvidia GeForce RTX 4090 (24GB) at Q4_K_M (~21.7 GB of ~23 GB usable).

How much memory does Sarvam-30B need?

It is a tight fit on Nvidia GeForce RTX 4090 (24GB). At Q4_K_M the weights are ~19.6 GB; with KV cache and runtime overhead, budget ~21.7 GB at a 4k context. It is a Mixture-of-Experts model (30B total / 2.4B active), so all experts must stay in memory; memory tracks total params, not active params.

What is the best tool to run Sarvam-30B 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.