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By memory size / Q4_K_M / 8,192 tokens of context

What runs on your amount of VRAM

Whether a model fits depends only on how much memory you have. Find your number to see every model that fits and how fast it runs.

MemoryModels that fitLargest popular model that fitsSpeeds quoted on
4 GB VRAM70Qwen3.5-4B
needs 3.98 GB
NVIDIA GeForce GTX 1650
6 GB VRAM87llama-7b
needs 5.96 GB
NVIDIA GeForce RTX 3060 Laptop GPU
8 GB VRAM130Olmo-3-7B-Instruct
needs 7.96 GB
NVIDIA GeForce RTX 4060 Laptop GPU
10 GB VRAM137gemma-4-12B-it
needs 9.54 GB
NVIDIA GeForce RTX 3080
11 GB VRAM142LLaDA2.0-mini
needs 11.0 GB
NVIDIA GeForce GTX 1080 Ti
12 GB VRAM147Qwen2.5-Coder-14B-Instruct
needs 11.4 GB
NVIDIA GeForce RTX 3060 12GB
16 GB VRAM153gpt-oss-20b
needs 13.8 GB
NVIDIA GeForce RTX 5060 Ti 16GB
20 GB VRAM172Hy-MT2-30B-A3B
needs 19.8 GB
AMD Radeon RX 7900 XT
24 GB VRAM214Qwen3.6-35B-A3B
needs 23.1 GB
NVIDIA GeForce RTX 4090
32 GB VRAM217Kimi-Linear-48B-A3B-Instruct
needs 30.4 GB
NVIDIA GeForce RTX 5090
48 GB VRAM226Kimi-Linear-48B-A3B-Instruct
needs 30.4 GB
AMD Radeon PRO W7900
64 GB unified memory233Qwen3-Coder-Next
needs 50.0 GB
Apple M1 Max
96 GB VRAM245Ling-3.0-flash
needs 78.2 GB
NVIDIA RTX PRO 6000 Blackwell Workstation Edition
128 GB unified memory248Qwen3.8-Flash-Next
needs 111.6 GB
AMD Ryzen AI Max+ 395 with Radeon 8060S
192 GB VRAM265DeepSeek-V4-Flash-Vision-Exp
needs 188.1 GB
AMD Instinct MI300X Accelerator

A size appears here only when a catalogued device has exactly that much memory, so every figure on a size page is computed for a real machine. For any other amount, the calculator takes the memory you have.

llmbottleneck
catalogue 2026-10-03models 327devices 135