FitMyLLM
HuggingFace/Dense

HuggingFaceSmolVLM 2.2B

SmolVLM is a compact open multimodal model that accepts arbitrary sequences of image and text inputs to produce text outputs.

chatvision
2.2B
Parameters
16K
Context length
7
Benchmarks
6
Quantizations
0
Architecture
Dense
Released
2024-11-26
Layers
24
KV Heads
32
Head Dim
64
Family
smollm

Quantization Options

Context length:
QuantBitsVRAM @ 16KQuality
Q4_K_M4.89
4.1 GB
1.8 + 2.3 KV
good
Q5_K_S5.57
4.3 GB
2.0 + 2.3 KV
good
Q5_K_M5.7
4.3 GB
2.1 + 2.3 KV
good
Q6_K6.56
4.5 GB
2.3 + 2.3 KV
excellent
Q8_08.5
5.1 GB
2.8 + 2.3 KV
lossless
FP1616
7.1 GB
4.9 + 2.3 KV
lossless

Select your GPU above to see speed estimates and compatibility for each quantization.

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Community Ratings

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Benchmarks (7)

IFEval64.3
MMMU38.8
MMLU-PRO10.8
BBH10.5
MATH5.6
MUSR2.5
GPQA1.9

Run this model

▸Easiest way to get started·Beginners
DOCS ↗
curl -fsSL https://ollama.com/install.sh | sh
$ollama run smollm:2b-q4_K_M

Tag may need adjustment — check ollama.com/library/smollm for available tags.

▸ SETUP GUIDE
>_

Auto-setup with fitmyllm CLI

Detects your GPU, recommends the best model, downloads it, and starts chatting — zero config. Benchmarks your speed and contributes anonymous data to improve predictions.

pip install fitmyllmthen run fitmyllmLearn more
Auto-detect GPULive tok/s in chatSpeed benchmarks9 inference engines
HuggingFaceGGUF DownloadsBuild Hardware

GPUs that can run this model

At Q4_K_M quantization. Sorted by minimum VRAM.

AMD FireGL V8650
2 GB VRAM • 111 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 285 X2
2 GB VRAM • 148 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 480M
2 GB VRAM • 77 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro 5000M
2 GB VRAM • 77 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 6950
2 GB VRAM • 160 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 6970
2 GB VRAM • 176 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
Intel Aubrey Isle
2 GB VRAM • 154 GB/s
INTEL
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 5870 Eyefinity 6
2 GB VRAM • 154 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 485M
2 GB VRAM • 96 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 580M
2 GB VRAM • 96 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro 1000M
2 GB VRAM • 29 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro 2000M
2 GB VRAM • 29 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro 3000M
2 GB VRAM • 80 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro 3000M X2
2 GB VRAM • 80 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Quadro 4000M
2 GB VRAM • 80 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 6550A
2 GB VRAM • 26 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 6570
2 GB VRAM • 64 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 6850 X2
2 GB VRAM • 134 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 6970M Mac Edition
2 GB VRAM • 115 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 6970M X2
2 GB VRAM • 115 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 6990
2 GB VRAM • 160 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD Radeon HD 6990M
2 GB VRAM • 115 GB/s
AMD
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 660
2 GB VRAM • 144 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 660 OEM
2 GB VRAM • 179 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 660 Ti
2 GB VRAM • 144 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 660M
2 GB VRAM • 80 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 670
2 GB VRAM • 192 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 675M
2 GB VRAM • 96 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 675MX
2 GB VRAM • 115 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA GeForce GTX 680
2 GB VRAM • 192 GB/s
NVIDIA
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai

Find the best GPU for SmolVLM 2.2B

Build Hardware for SmolVLM 2.2B
▸ SPEC SHEET

SmolVLM 2.2B — 2.2B Dense.

▸ SPECIFICATIONS
PARAMETERS
2.2B
ARCHITECTURE
Dense Transformer
CONTEXT LENGTH
16K tokens
CAPABILITIES
chat, vision
RELEASE DATE
2024-11-26
PROVIDER
HuggingFace
FAMILY
smollm
▸ VRAM REQUIREMENTS
QUANTBPWVRAMQUALITY
Q4_K_M4.891.8 GB94%
Q5_K_S5.572.0 GB96%
Q5_K_M5.72.1 GB96%
Q6_K6.562.3 GB97%
Q8_08.52.8 GB100%
FP16164.9 GB100%
§ 01BENCHMARK SCORES
MMLU-PRO10.8
MATH5.6
IFEval64.3
BBH10.5
MMMU38.8
GPQA1.9
MUSR2.5
§ 03COMPATIBLE GPUs
30 @ Q4_K_M
AMD FireGL V8650
2 GB · 111 GB/s
NVIDIA GeForce GTX 285 X2
2 GB · 148 GB/s
NVIDIA GeForce GTX 480M
2 GB · 77 GB/s
NVIDIA Quadro 5000M
2 GB · 77 GB/s
AMD Radeon HD 6950
2 GB · 160 GB/s
AMD Radeon HD 6970
2 GB · 176 GB/s
Intel Aubrey Isle
2 GB · 154 GB/s
AMD Radeon HD 5870 Eyefinity 6
2 GB · 154 GB/s
NVIDIA GeForce GTX 485M
2 GB · 96 GB/s
NVIDIA GeForce GTX 580M
2 GB · 96 GB/s
NVIDIA Quadro 1000M
2 GB · 29 GB/s
NVIDIA Quadro 2000M
2 GB · 29 GB/s
NVIDIA Quadro 3000M
2 GB · 80 GB/s
NVIDIA Quadro 3000M X2
2 GB · 80 GB/s
NVIDIA Quadro 4000M
2 GB · 80 GB/s