Will It Run AI

Can SmolLM3 3B run on NVIDIA A2 16GB?

YES — Runs Great

B56Good
Estimated from fit model

SmolLM3 3B needs ~6.6 GB VRAM. NVIDIA A2 16GB has 16.0 GB. With Q4_K_M quantization, expect ~42 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: Very lowStack: BasicBottleneck: Memory bandwidth
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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) 6.6 GB, 42.0 tok/s, Runs well
6.6 GB required16.0 GB available
41% VRAM used

Fit status

Runs well

Decode

42.0 tok/s

TTFT

4610 ms

Safe context

93K

Memory

6.6 GB / 16.0 GB

Memory breakdown

Weights1.8 GB
KV Cache2.0 GB
Runtime1.2 GB
Headroom1.6 GB

See how fast it feels

See how fast it feelsSmolLM3 3B on NVIDIA A2 16GB
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: 42.0 tok/s decode · 4.6s TTFT (warm) · 105 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

No major red flags

This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatCRuns well42.0 tok/s2514 ms93K
CodingBRuns well42.0 tok/s4610 ms93K
Agentic CodingBRuns well42.0 tok/s6705 ms93K
ReasoningBRuns well42.0 tok/s5448 ms93K
RAGBRuns well42.0 tok/s8381 ms93K

Quantization options

How SmolLM3 3B (3B params) fits at each quantization level on NVIDIA A2 16GB (16.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
1.2 GB
LowC53
Q3_K_S
3
1.5 GB
LowC54
NVFP4
4
1.7 GB
MediumC54
Q4_K_M
4
1.8 GB
MediumC54
Q5_K_M
5
2.2 GB
HighC54
Q6_K
6
2.5 GB
HighC54
Q8_0
8
3.2 GB
Very HighC55
F16Best for your GPU
16
6.1 GB
MaximumB58

Get started

Copy-paste commands to run SmolLM3 3B on your machine.

Run

lms load SmolLM3-3B && lms server start

Opções de upgrade

Hardware que roda bem SmolLM3 3B

Frequently asked questions

Can NVIDIA A2 16GB run SmolLM3 3B?

Yes, NVIDIA A2 16GB can run SmolLM3 3B with a B grade (Runs well). Expected decode speed: 42.0 tok/s.

How much VRAM does SmolLM3 3B need?

SmolLM3 3B (3B parameters) requires approximately 6.6 GB of memory with Q4_K_M quantization.

What is the best quantization for SmolLM3 3B?

The recommended quantization for SmolLM3 3B is Q4_K_M, which balances quality and memory efficiency.

What speed will SmolLM3 3B run at on NVIDIA A2 16GB?

On NVIDIA A2 16GB, SmolLM3 3B achieves approximately 42.0 tokens per second decode speed with a time-to-first-token of 4610ms using Q4_K_M quantization.

Can NVIDIA A2 16GB run SmolLM3 3B for coding?

For coding workloads, SmolLM3 3B on NVIDIA A2 16GB receives a B grade with 42.0 tok/s and 93K context.

What context window can SmolLM3 3B use on NVIDIA A2 16GB?

On NVIDIA A2 16GB, SmolLM3 3B can safely use up to 93K tokens of context. The model's official context limit is 128K, but available memory constrains the safe maximum.

See all results for NVIDIA A2 16GBSee all hardware for SmolLM3 3B
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