FitMyLLM
HuggingFace/Dense

HuggingFaceSmolLM2 360M

Compact SmolLM for mobile and embedded AI applications.

chatTool Use
0.36B
Parameters
8K
Context length
6
Benchmarks
6
Quantizations
150K
HF downloads
Architecture
Dense
Released
2024-11-21
Layers
32
KV Heads
5
Head Dim
64
Family
smollm

Quantization Options

QuantBitsVRAMQuality
Q4_K_M4.890.7 GBgood
Q5_K_S5.570.7 GBgood
Q5_K_M5.70.7 GBgood
Q6_K6.560.8 GBexcellent
Q8_08.50.9 GBlossless
FP16161.2 GBlossless

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

▸ READY TO RUN THIS?RENT BY THE HOUR

RENT A GPU AND RUN SMOLLM2 360M NOW

Rent on RunPod →Or Vast.ai →

Spin up an A100 / H100 / 4090 in ~60s. Pay by the second. Cancel anytime.

Community Ratings

Loading ratings...

Benchmarks (6)

IFEval38.4
BBH4.2
MUSR2.8
MATH1.5
MMLU-PRO1.3
GPQA0.7

Run this model

▸Easiest way to get started·Beginners
DOCS ↗
curl -fsSL https://ollama.com/install.sh | sh
$ollama run smollm:0.36b-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 V7350
1 GB VRAM • 41.6 GB/s
AMD
AmazonNeweggeBayPCPartPicker
NVIDIA Quadro FX 5500
1 GB VRAM • 32.3 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA Quadro FX 5500 SDI
1 GB VRAM • 32.3 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
AMD Stream Processor
1 GB VRAM • 41.5 GB/s
AMD
AmazonNeweggeBayPCPartPicker
AMD FireGL V8600
1 GB VRAM • 111.1 GB/s
AMD
AmazonNeweggeBayPCPartPicker
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce 9600M GS
1 GB VRAM • 25.6 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce 9650M GT
1 GB VRAM • 25.6 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce 9800M GTS
1 GB VRAM • 51.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce 9800M GTX
1 GB VRAM • 51.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce GTX 280
1 GB VRAM • 141.7 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce GTX 285
1 GB VRAM • 159 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA Quadro FX 3700M
1 GB VRAM • 51.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA Quadro FX 3800M
1 GB VRAM • 64 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA Quadro FX 4700 X2
1 GB VRAM • 51.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
AMD FireStream 9250
1 GB VRAM • 63.5 GB/s
AMD
AmazonNeweggeBayPCPartPicker
AMD FirePro V8700
1 GB VRAM • 108.8 GB/s
AMD
AmazonNeweggeBayPCPartPicker
AMD Radeon HD 4570
1 GB VRAM • 8 GB/s
AMD
AmazonNeweggeBayPCPartPicker
AMD Radeon HD 4710
1 GB VRAM • 25.6 GB/s
AMD
AmazonNeweggeBayPCPartPicker
AMD Radeon HD 4730 OEM
1 GB VRAM • 25.3 GB/s
AMD
AmazonNeweggeBayPCPartPicker
AMD Radeon HD 4870 X2
1 GB VRAM • 115.2 GB/s
AMD
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce 210 OEM
1 GB VRAM • 6.4 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce 210 Rev. 2
1 GB VRAM • 6.4 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce G110M
1 GB VRAM • 11.2 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce GT 120M
1 GB VRAM • 16 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce GT 130M
1 GB VRAM • 25.6 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce GT 140 OEM
1 GB VRAM • 57.6 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce GT 220
1 GB VRAM • 22.4 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce GT 220M
1 GB VRAM • 16 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker
NVIDIA GeForce GT 230M
1 GB VRAM • 25.3 GB/s
NVIDIA
AmazonNeweggeBayPCPartPicker

Find the best GPU for SmolLM2 360M

Build Hardware for SmolLM2 360M

Model Card

View on HuggingFace

Compact SmolLM for mobile and embedded AI applications.

▸ SPEC SHEET

SmolLM2 360M — 0.36B Dense.

▸ SPECIFICATIONS
PARAMETERS
0.36B
ARCHITECTURE
Dense Transformer
CONTEXT LENGTH
8K tokens
CAPABILITIES
chat
RELEASE DATE
2024-11-21
PROVIDER
HuggingFace
FAMILY
smollm
▸ VRAM REQUIREMENTS
QUANTBPWVRAMQUALITY
Q4_K_M4.890.7 GB94%
Q5_K_S5.570.7 GB96%
Q5_K_M5.70.7 GB96%
Q6_K6.560.8 GB97%
Q8_08.50.9 GB100%
FP16161.2 GB100%
§ 01BENCHMARK SCORES
MMLU-PRO1.3
MATH1.5
IFEval38.4
BBH4.2
GPQA0.7
MUSR2.8
§ 03COMPATIBLE GPUs
30 @ Q4_K_M
AMD FireGL V7350
1 GB · 41.6 GB/s
NVIDIA Quadro FX 5500
1 GB · 32.3 GB/s
NVIDIA Quadro FX 5500 SDI
1 GB · 32.3 GB/s
AMD Stream Processor
1 GB · 41.5 GB/s
AMD FireGL V8600
1 GB · 111.1 GB/s
NVIDIA GeForce 9600 GT Mac Edition
1 GB · 17 GB/s
NVIDIA GeForce 9600M GS
1 GB · 25.6 GB/s
NVIDIA GeForce 9650M GT
1 GB · 25.6 GB/s
NVIDIA GeForce 9800M GTS
1 GB · 51.2 GB/s
NVIDIA GeForce 9800M GTX
1 GB · 51.2 GB/s
NVIDIA GeForce GTX 280
1 GB · 141.7 GB/s
NVIDIA GeForce GTX 285
1 GB · 159 GB/s
NVIDIA Quadro FX 3700M
1 GB · 51.2 GB/s
NVIDIA Quadro FX 3800M
1 GB · 64 GB/s
NVIDIA Quadro FX 4700 X2
1 GB · 51.2 GB/s