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Run LLM Locally

GPU · NVIDIA

RTX 3060 12 GB for local LLMs: which models run?

With 12 GB of VRAM and 360 GB/s of bandwidth, the RTX 3060 12 GB runs models up to about Qwen3 14B entirely on the GPU.

  • VRAM12 GB GDDR6
  • Bandwidth360 GB/s
  • Board power170 W
  • ArchitectureAmpere

Specifications

VRAM
12 GB
Memory type
GDDR6
Memory bus
192-bit
Bandwidth
360 GB/s
Board power
170 W
Backends
CUDA, Vulkan
Interface
PCIe 4.0 x16
Released
February 2021
Segment
Consumer
FP16 compute
Not available

Official specData updated 24 days agoSource: NVIDIA specifications

What the RTX 3060 12 GB runs

Popular models on RTX 3060 12 GB + 64 GB RAM · 8K context
Qwen2.5 7B InstructQ8_0 · 8K~9.2 GB · 32–42 tok/s estimateExcellent
Mistral 7B Instruct v0.3Q8_0 · 8K~9.2 GB · 32–42 tok/s estimateExcellent
Gemma 3 4B ITQ8_0 · 8K~5.4 GB · 57–78 tok/s estimateExcellent
Qwen3 4BQ8_0 · 8K~6.2 GB · 51–69 tok/s estimateExcellent
Phi-4 Mini Instruct 3.8BQ8_0 · 8K~6 GB · 54–73 tok/s estimateExcellent
Llama 3.2 3B InstructQ8_0 · 8K~5.1 GB · 64–87 tok/s estimateExcellent
Qwen3 1.7BQ8_0 · 8K~3.7 GB · 100–142 tok/s estimateExcellent
Llama 3.2 1B InstructQ8_0 · 8K~2.5 GB · 162–227 tok/s estimateExcellent
Qwen3 0.6BQ8_0 · 8K~2.5 GB · 177–272 tok/s estimateExcellent
Qwen3 14BQ4_K_M · 8K~11 GB · 27–36 tok/s estimateCompatible
DeepSeek R1 Distill Qwen 14BIQ4_XS · 8K~10.4 GB · 29–38 tok/s estimateCompatible
Qwen2.5 14B InstructIQ4_XS · 8K~10.4 GB · 29–38 tok/s estimateCompatible
Phi-4 14BIQ4_XS · 8K~10.2 GB · 29–39 tok/s estimateCompatible
Mistral Nemo 12B InstructQ5_K_M · 8K~10.7 GB · 28–37 tok/s estimateCompatible
Gemma 3 12B ITQ5_K_M · 8K~10.2 GB · 29–39 tok/s estimateCompatible
Gemma 2 9B ITQ6_K · 8K~10.5 GB · 30–40 tok/s estimateCompatible
Qwen3 8BQ8_0 · 8K~10.5 GB · 28–37 tok/s estimateCompatible
Llama 3.1 8B InstructQ8_0 · 8K~10.2 GB · 29–38 tok/s estimateCompatible
DeepSeek R1 Distill Llama 8BQ8_0 · 8K~10.2 GB · 29–38 tok/s estimateCompatible
Mixtral 8x7B InstructQ3_K_M · 8K~21.6 GB · 6–12 tok/s estimateCPU/GPU offload
Qwen3 32BQ3_K_M · 8K~18.6 GB · 2.5–5 tok/s estimateCPU/GPU offload
DeepSeek R1 Distill Qwen 32BQ3_K_M · 8K~18.5 GB · 2.5–5 tok/s estimateCPU/GPU offload
Qwen2.5 32B InstructQ3_K_M · 8K~18.5 GB · 2.5–5 tok/s estimateCPU/GPU offload
Qwen2.5 Coder 32B InstructQ3_K_M · 8K~18.5 GB · 2.5–5 tok/s estimateCPU/GPU offload
QwQ 32BQ3_K_M · 8K~18.5 GB · 2.5–5 tok/s estimateCPU/GPU offload
Qwen3 30B-A3BQ3_K_M · 8K~15.4 GB · 27–53 tok/s estimateCPU/GPU offload
Qwen3 Coder 30B-A3B InstructQ3_K_M · 8K~16 GB · 25–48 tok/s estimateCPU/GPU offload
Gemma 3 27B ITQ3_K_M · 8K~15.3 GB · 4.5–8.5 tok/s estimateCPU/GPU offload
Gemma 2 27B ITQ3_K_M · 8K~16.5 GB · 4–7 tok/s estimateCPU/GPU offload
Mistral Small 3.2 24B InstructQ3_K_M · 8K~13.3 GB · 7.5–14 tok/s estimateCPU/GPU offload
gpt-oss-20bMXFP4 · 8K~13 GB · 41–75 tok/s estimateCPU/GPU offload
Llama 4 Scout 17B-16E InstructQ3_K_M · 8K~55.7 GB · 2.5–5 tok/s estimatePossible but slow
Qwen2.5 72B InstructQ3_K_M · 8K~38.2 GB · 0.7–1.4 tok/s estimateNot recommended
Llama 3.3 70B InstructQ3_K_M · 8K~37 GB · 0.8–1.5 tok/s estimateNot recommended
DeepSeek R1 Distill Llama 70BQ3_K_M · 8K~37 GB · 0.8–1.5 tok/s estimateNot recommended
DeepSeek R1 (671B)Q8_0 · 8K~699 GB · No dataIncompatible
Qwen3 235B-A22BQ8_0 · 8K~247 GB · No dataIncompatible
gpt-oss-120bMXFP4 · 8K~63.2 GB · No dataIncompatible

For each model, the highest-precision quantization that runs entirely in fast memory; otherwise the one with the best result. Speeds are ranges; "estimate" unless a benchmark exists for this exact hardware.

EstimateData updated 24 days agoSource: Run LLM Locally engine

Limits in plain words

12 GB of VRAM holds the weights and KV cache of models up to about Qwen3 14B at Q4_K_M. Bigger models spill into system RAM and slow down sharply: generation speed is then limited by RAM bandwidth, not by the GPU.

Where to buy a RTX 3060 12 GB

Prices and links follow the market you choose.

GeForce RTX 3060 12 GB

12 GB GDDR6 · 360 GB/s · 170 W

RTX 3060 12 GB · 64 GB RAM → Qwen3 14B

Price not available

Availability unknown

View on amazon.com

Affiliate link

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Frequently asked questions

Which LLMs can the RTX 3060 12 GB run?
Entirely on the GPU: Qwen3 14B (Q4_K_M), DeepSeek R1 Distill Qwen 14B (IQ4_XS), Qwen2.5 14B Instruct (IQ4_XS), Phi-4 14B (IQ4_XS), Mistral Nemo 12B Instruct (Q5_K_M), Gemma 3 12B IT (Q5_K_M), Gemma 2 9B IT (Q6_K), Qwen3 8B (Q8_0). Larger models need CPU/GPU offload.
Can the RTX 3060 12 GB run a 70B model?
Not recommended: a 70B model at Q4_K_M needs about 45.1 GB; the RTX 3060 12 GB has 12 GB.
How is the speed estimated?
Token generation reads every active weight once per token, so it is limited by memory bandwidth (360 GB/s here). We apply an efficiency range per backend and label the result as an estimate until real benchmarks exist.