Will It Run AI

Can Gemma 3 4B run on RTX 2080 Ti 11GB?

YES — Runs Great

A75Great
Estimated from fit model

Gemma 3 4B needs ~6.8 GB VRAM. RTX 2080 Ti 11GB has 11.0 GB. With Q4_K_M quantization, expect ~56 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: MediumStack: BasicBottleneck: Balanced
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Operating mode

Choose the run profile you care about

Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.

Current mode

Balanced

Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.

Capabilities:

Select quantization to explore

Q4_K_M (Medium quality) 6.8 GB, 56.0 tok/s, Runs well
6.8 GB required11.0 GB available
62% VRAM used

Fit status

Runs well

Decode

56.0 tok/s

TTFT

3457 ms

Safe context

48K

Memory

6.8 GB / 11.0 GB

Memory breakdown

Weights2.4 GB
KV Cache2.1 GB
Runtime1.2 GB
Headroom1.1 GB

See how fast it feels

See how fast it feelsGemma 3 4B on RTX 2080 Ti 11GB
1st promptCold start — includes initialization
>Solve: If a train travels at 60 mph for 2.5 hours, how far does it go?
Let me work through this step by step. Given information: - Speed = 60 mph (miles per hour) - Time = 2.5 hours Formula: Distance = Speed x Time Calculation: Distance = 60 mph x 2.5 h = 150 miles The train travels 150 miles. Double-check: at 60 mph the train covers 60 miles each hour. In half an hour it covers 30 miles. So in 2.5 hours: 60 + 60 + 30 = 150 miles. Confirmed.
2nd promptWarm — model ready, no init overhead
>What if the train stops for 20 minutes halfway?
The stop doesn't change the total distance covered while moving, but it affects total trip time. Breakdown: - First half: 1.25 hours at 60 mph = 75 miles - Stop: 20 minutes (no distance) - Second half: 1.25 hours at 60 mph = 75 miles Total distance: 150 miles (same) Total time: 2.5 h + 0.33 h = 2.83 hours Average speed: 150 / 2.83 = 53 mph The distance stays the same but average speed drops to 53 mph because of the stop.
Estimated: 56.0 tok/s decode · 3.5s TTFT (warm) · 140 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

Older PCIe generation

PCIe 3.0 is workable, but it compounds the penalty when you offload heavily or try to scale across multiple cards.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatARuns well56.0 tok/s1886 ms48K
CodingARuns well56.0 tok/s3457 ms48K
Agentic CodingARuns well56.0 tok/s5029 ms48K
ReasoningARuns well56.0 tok/s4086 ms48K
RAGARuns well56.0 tok/s6286 ms48K

Quantization options

How Gemma 3 4B (4B params) fits at each quantization level on RTX 2080 Ti 11GB (11.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
1.6 GB
LowB70
Q3_K_S
3
2.0 GB
LowA70
NVFP4
4
2.2 GB
MediumA70
Q4_K_M
4
2.4 GB
MediumA71
Q5_K_M
5
2.9 GB
HighA71
Q6_K
6
3.3 GB
HighA72
Q8_0Best for your GPU
8
4.3 GB
Very HighA73
F16
16
8.2 GB
MaximumF0

Get started

Copy-paste commands to run Gemma 3 4B on your machine.

Run

ollama run gemma3:4b

Your hardware

More models your RTX 2080 Ti 11GB can run

ModelParamsGradeDecodeCapabilities
AlibabaQwen 3.5 9B9BS78.4 tok/s
AlibabaQwen 3 8B8BS88.2 tok/s
NVIDIANemotron Nano 8B8BS88.2 tok/s
InternLMInternVL2 8B8BS88.2 tok/s
MistralMinistral 3 8B8BA88.2 tok/s

Frequently asked questions

Can RTX 2080 Ti 11GB run Gemma 3 4B?

Yes, RTX 2080 Ti 11GB can run Gemma 3 4B with a A grade (Runs well). Expected decode speed: 56.0 tok/s.

How much VRAM does Gemma 3 4B need?

Gemma 3 4B (4B parameters) requires approximately 6.8 GB of memory with Q4_K_M quantization.

What is the best quantization for Gemma 3 4B?

The recommended quantization for Gemma 3 4B is Q4_K_M, which balances quality and memory efficiency.

What speed will Gemma 3 4B run at on RTX 2080 Ti 11GB?

On RTX 2080 Ti 11GB, Gemma 3 4B achieves approximately 56.0 tokens per second decode speed with a time-to-first-token of 3457ms using Q4_K_M quantization.

Can RTX 2080 Ti 11GB run Gemma 3 4B for coding?

For coding workloads, Gemma 3 4B on RTX 2080 Ti 11GB receives a A grade with 56.0 tok/s and 48K context.

What context window can Gemma 3 4B use on RTX 2080 Ti 11GB?

On RTX 2080 Ti 11GB, Gemma 3 4B can safely use up to 48K tokens of context. The model's official context limit is 128K, but available memory constrains the safe maximum.

See all results for RTX 2080 Ti 11GBSee all hardware for Gemma 3 4B
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