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AI Atlas
Hardware Fit tool

What fits my machine?

Pick a device memory size, a quantization and a context window: the atlas estimates each model's memory need from its parameter count. Every figure here is an estimate, never a measurement.

Estimated

The custom field wins over the preset when both are filled. Estimates reserve 2 GB for the OS and framework.

EstimatedAll figures are estimates, not measurements.24 GB · 4-bit · 8k tokens520 of 654 models with a known parameter count fit

  • Estimated, not measured: weights = parameters × bytes/param × 1.15 runtime overhead.
  • bytes/param: 4bit = 0.5, 8bit = 1.0, fp16 = 2.0 (uniform quantization, no per-layer exceptions).
  • KV cache approximated at 0.5 GB per 8 192 tokens of context, independent of architecture (GQA/MLA models need less).
  • A model 'fits' when the estimate is at most the device memory minus 2 GB reserved for the OS and framework.
  • Mixture-of-experts models are estimated on total parameters (all experts must be resident); active parameters are ignored.
  • Device memory uses the largest configuration when several are listed (e.g. Apple silicon tiers).

Show only fitting modelsMethod →

Estimated hardware fit
ModelParamsQuantEst. memoryHeadroomFitsCompare
Seed-OSS-36B-BaseOpen weightsByteDanceestimated: 36.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens36.1B4bit21.3 GB+0.7 GB✓ fits
NousResearch/Hermes-4.3-36B-GGUFOpen weightsNous Researchestimated: 36.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens36.1B4bit21.3 GB+0.7 GB✓ fits
Seed-OSS-36B-InstructOpen weightsByteDanceestimated: 36.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens36.1B4bit21.3 GB+0.7 GB✓ fits
Qwen/Qwen3.6-35B-A3B-FP8Open weightsQwenestimated: 36.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens36B4bit21.2 GB+0.8 GB✓ fits
Qwen3.6 35B A3BOpen weightsQwenestimated: 36.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens36B4bit21.2 GB+0.8 GB✓ fits
bartowski/endless-frontier_BigBang-v1-GGUFOpen weightsbartowskiestimated: 35.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens35.5B4bit20.9 GB+1.1 GB✓ fits
unsloth/Qwen3.6-35B-A3B-MTP-GGUFOpen weightsUnslothestimated: 35.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens35.5B4bit20.9 GB+1.1 GB✓ fits
cerebras/Kimi-Linear-REAP-35B-A3B-InstructOpen weightsCerebras Systemsestimated: 35.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens35.1B4bit20.7 GB+1.3 GB✓ fits
perplexity-ai/pplx-computer-qwen-3-6-35b-a3b-nvfp4-20260709Open weightsPerplexity AIestimated: 35.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens35.1B4bit20.7 GB+1.3 GB✓ fits
bartowski/Qwen_Qwen3.5-35B-A3B-GGUFOpen weightsbartowskiestimated: 35.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens35B4bit20.6 GB+1.4 GB✓ fits
bartowski/Qwen_Qwen3.6-35B-A3B-GGUFOpen weightsbartowskiestimated: 35.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens35B4bit20.6 GB+1.4 GB✓ fits
c4ai-command-r-v01RestrictedCohereestimated: 35.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens35B4bit20.6 GB+1.4 GB✓ fits
bartowski/Kwaipilot_KAT-Coder-V2.5-Dev-GGUFOpen weightsbartowskiestimated: 34.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens34.7B4bit20.4 GB+1.6 GB✓ fits
bartowski/thomsonreuters_Thomson-1.0-Small-GGUFOpen weightsbartowskiestimated: 34.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens34.7B4bit20.4 GB+1.6 GB✓ fits
bartowski/XYZAILab_XYZ-Aquila-mini-GGUFOpen weightsbartowskiestimated: 34.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens34.7B4bit20.4 GB+1.6 GB✓ fits
unsloth/Qwen3.6-35B-A3B-GGUFOpen weightsUnslothestimated: 34.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens34.7B4bit20.4 GB+1.6 GB✓ fits
perplexity-ai/pplx-computer-qwen-3-6-35b-a3b-mlx-20260709Open weightsPerplexity AIestimated: 34.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens34.7B4bit20.4 GB+1.6 GB✓ fits
Nous-Hermes-2-Yi-34BOpen weightsNous Researchestimated: 34.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens34.4B4bit20.3 GB+1.7 GB✓ fits
GKA-primed-HQwen3-32B-ReasonerOpen weightsAmazon Web Servicesestimated: 34.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens34.1B4bit20.1 GB+1.9 GB✓ fits
MiniMax-H3Open weightsMiniMaxestimated: 33.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens33.1B4bit19.6 GB+2.5 GB✓ fits
nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-FP8Open weightsNVIDIAestimated: 33.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens33B4bit19.5 GB+2.5 GB✓ fits
SynLogic-32BOpen weightsMiniMaxestimated: 32.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens32.8B4bit19.3 GB+2.7 GB✓ fits
DeepSeek-R1-Distill-Qwen-32BOpen weightsDeepSeekestimated: 32.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens32.8B4bit19.3 GB+2.7 GB✓ fits
SynLogic-Mix-3-32BOpen weightsMiniMaxestimated: 32.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens32.8B4bit19.3 GB+2.7 GB✓ fits
Qwen3 32BOpen weightsQwenestimated: 32.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens32.8B4bit19.3 GB+2.7 GB✓ fits
aya-expanse-32bRestrictedCohereestimated: 32.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens32.3B4bit19.1 GB+2.9 GB✓ fits
c4ai-command-r-08-2024RestrictedCohereestimated: 32.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens32.3B4bit19.1 GB+2.9 GB✓ fits
OLMo-2-0325-32B-InstructOpen weightsAllen Institute for AIestimated: 32.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens32.2B4bit19.0 GB+3.0 GB✓ fits
FLUX.2-devRestrictedBlack Forest Labsestimated: 32.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens32.2B4bit19.0 GB+3.0 GB✓ fits
Nemotron 3 Nano 30B A3BOpen weightsNVIDIAestimated: 31.6B params × 0.5 B × 1.15 + KV cache for 8192 tokens31.6B4bit18.7 GB+3.3 GB✓ fits
mlx-community/gemma-4-31b-it-4bitOpen weightsMLX Communityestimated: 31.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens31.3B4bit18.5 GB+3.5 GB✓ fits
Gemma 4 31BOpen weightsGoogleestimated: 31.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens31.3B4bit18.5 GB+3.5 GB✓ fits
GLM 4.7 FlashOpen weightsZ.ai (Zhipu AI)estimated: 31.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens31.2B4bit18.4 GB+3.5 GB✓ fits
unsloth/gemma-4-31B-it-qat-GGUFOpen weightsUnslothestimated: 30.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens30.7B4bit18.1 GB+3.9 GB✓ fits
browsesafeOpen weightsPerplexity AIestimated: 30.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens30.5B4bit18.1 GB+3.9 GB✓ fits
mlx-community/Qwen3-30B-A3B-Instruct-2507-4bitOpen weightsMLX Communityestimated: 30.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens30.5B4bit18.1 GB+3.9 GB✓ fits
unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUFOpen weightsUnslothestimated: 30.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens30.5B4bit18.1 GB+3.9 GB✓ fits
unsloth/Qwen3-30B-A3B-Thinking-2507-GGUFOpen weightsUnslothestimated: 30.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens30.5B4bit18.1 GB+3.9 GB✓ fits
North Mini Code (free)Open weightsCohereestimated: 30.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens30.5B4bit18.0 GB+4.0 GB✓ fits
Hy-MT2-30B-A3BOpen weightsTencentestimated: 30.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens30.1B4bit17.8 GB+4.2 GB✓ fits
north-mini-code-1-0Cohereestimated: 30.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens30B4bit17.8 GB+4.3 GB✓ fits
ibm-granite/granite-4.2-30b-GGUFOpen weightsIBMestimated: 30.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens30B4bit17.8 GB+4.3 GB✓ fits
ERNIE-4.5-VL-28B-A3B-ThinkingOpen weightsBaiduestimated: 29.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens29.7B4bit17.6 GB+4.4 GB✓ fits
ERNIE-4.5-VL-28B-A3B-PTOpen weightsBaiduestimated: 29.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens29.4B4bit17.4 GB+4.6 GB✓ fits
granite-4.1-30bOpen weightsIBMestimated: 28.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens28.9B4bit17.1 GB+4.9 GB✓ fits
Qwen/Qwen3.6-27B-FP8Open weightsQwenestimated: 27.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens27.8B4bit16.5 GB+5.5 GB✓ fits
Qwen3.6 27BOpen weightsQwenestimated: 27.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens27.8B4bit16.5 GB+5.5 GB✓ fits
Qwen3.8 27BOpen weightsQwenestimated: 27.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens27.8B4bit16.5 GB+5.5 GB✓ fits
Qwen/Qwen3.8-27B-FP8Open weightsQwenestimated: 27.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens27.8B4bit16.5 GB+5.5 GB✓ fits
mlx-community/Qwen3.8-27B-4bitOpen weightsMLX Communityestimated: 27.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens27.4B4bit16.2 GB+5.8 GB✓ fits
mlx-community/Qwen3.8-27B-8bitOpen weightsMLX Communityestimated: 27.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens27.4B4bit16.2 GB+5.8 GB✓ fits
unsloth/Qwen3.8-27B-GGUFOpen weightsUnslothestimated: 27.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens27.3B4bit16.2 GB+5.8 GB✓ fits
unsloth/Qwen3.6-27B-MTP-GGUFOpen weightsUnslothestimated: 27.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens27.3B4bit16.2 GB+5.8 GB✓ fits
perplexity-ai/pplx-computer-qwen-3-8-27b-dflash2-gguf-20260826Open weightsPerplexity AIestimated: 27.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens27.3B4bit16.2 GB+5.8 GB✓ fits
bartowski/Qwen3.8-27B-GGUFOpen weightsbartowskiestimated: 27.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens27B4bit16.0 GB+6.0 GB✓ fits
bartowski/Fara1.5-27B-GGUFOpen weightsbartowskiestimated: 27.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens27B4bit16.0 GB+6.0 GB✓ fits
unsloth/Qwen3.6-27B-GGUFOpen weightsUnslothestimated: 26.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens26.9B4bit16.0 GB+6.0 GB✓ fits
Gemma 4 26B A4BOpen weightsGoogleestimated: 25.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens25.8B4bit15.3 GB+6.7 GB✓ fits
unsloth/gemma-4-26B-A4B-it-GGUFOpen weightsUnslothestimated: 25.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens25.2B4bit15.0 GB+7.0 GB✓ fits
unsloth/gemma-4-26B-A4B-it-qat-GGUFOpen weightsUnslothestimated: 25.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens25.2B4bit15.0 GB+7.0 GB✓ fits
cerebras/Qwen3-Coder-REAP-25B-A3BOpen weightsCerebras Systemsestimated: 24.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens24.9B4bit14.8 GB+7.2 GB✓ fits
unsloth/Qwen3.6-35B-A3B-NVFP4Open weightsUnslothestimated: 24.6B params × 0.5 B × 1.15 + KV cache for 8192 tokens24.6B4bit14.7 GB+7.3 GB✓ fits
Voxtral Small 24B 2507Open weightsMistral AIestimated: 24.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens24.3B4bit14.4 GB+7.5 GB✓ fits
Devstral-Small-2-24B-Instruct-2512Open weightsMistral AIestimated: 24.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens24B4bit14.3 GB+7.7 GB✓ fits
mlx-community/Devstral-Small-2-24B-Instruct-2512-4bitOpen weightsMLX Communityestimated: 24.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens24B4bit14.3 GB+7.7 GB✓ fits
Mistral Small 3.2 24BOpen weightsMistral AIestimated: 24.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens24B4bit14.3 GB+7.7 GB✓ fits
Mistral Small 3.1 24BOpen weightsMistral AIestimated: 24.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens24B4bit14.3 GB+7.7 GB✓ fits
cerebras/GLM-4.7-Flash-REAP-23B-A3BOpen weightsCerebras Systemsestimated: 23.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens23B4bit13.7 GB+8.3 GB✓ fits
ERNIE-4.5-21B-A3B-PTOpen weightsBaiduestimated: 21.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens21.9B4bit13.1 GB+8.9 GB✓ fits
ERNIE-4.5-21B-A3B-Base-PTOpen weightsBaiduestimated: 21.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens21.8B4bit13.1 GB+8.9 GB✓ fits
ERNIE-4.5-21B-A3B-ThinkingOpen weightsBaiduestimated: 21.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens21.8B4bit13.1 GB+8.9 GB✓ fits
gpt-oss-safeguard-20bOpen weightsOpenAIestimated: 21.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens21.5B4bit12.9 GB+9.1 GB✓ fits
unsloth/Qwen3.6-27B-NVFP4Open weightsUnslothestimated: 21.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens21.2B4bit12.7 GB+9.3 GB✓ fits
gpt-oss-20bOpen weightsOpenAIestimated: 20.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens20.9B4bit12.5 GB+9.5 GB✓ fits
mlx-community/gpt-oss-20b-MXFP4-Q8Open weightsMLX Communityestimated: 20.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens20.9B4bit12.5 GB+9.5 GB✓ fits
nvidia/Gemma-4-31B-IT-NVFP4Open weightsNVIDIAestimated: 20.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens20.9B4bit12.5 GB+9.5 GB✓ fits
gpt-neox-20bOpen weightsEleutherAIestimated: 20.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens20.7B4bit12.4 GB+9.6 GB✓ fits
unsloth/MiniMax-H3-GGUFOpen weightsUnslothestimated: 20.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens20.1B4bit12.1 GB+9.9 GB✓ fits
internlm2-20bOpen weightsInternLM (Shanghai AI Laboratory)estimated: 20.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens20B4bit12.0 GB+10.0 GB✓ fits
internlm2-base-20bOpen weightsInternLM (Shanghai AI Laboratory)estimated: 20.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens20B4bit12.0 GB+10.0 GB✓ fits
internlm/internlm2_5-20b-chat-ggufOpen weightsInternLM (Shanghai AI Laboratory)estimated: 20.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens20B4bit12.0 GB+10.0 GB✓ fits
unsloth/Qwen3.8-27B-NVFP4Open weightsUnslothestimated: 19.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens19.9B4bit11.9 GB+10.1 GB✓ fits
internlm2-chat-20bOpen weightsInternLM (Shanghai AI Laboratory)estimated: 19.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens19.9B4bit11.9 GB+10.1 GB✓ fits
Intel/Qwen3.5-122B-A10B-int4-AutoRoundOpen weightsIntelestimated: 19.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens19.7B4bit11.8 GB+10.2 GB✓ fits
pplx-computer-qwen-3-8-27b-dflash2-20260824Open weightsPerplexity AIestimated: 18.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens18.8B4bit11.3 GB+10.7 GB✓ fits
pplx-qwen-3-8-27b-dflash2-20260819Open weightsPerplexity AIestimated: 18.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens18.8B4bit11.3 GB+10.7 GB✓ fits
nvidia/Qwen3.6-35B-A3B-NVFP4Open weightsNVIDIAestimated: 18.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens18.7B4bit11.2 GB+10.8 GB✓ fits
nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-NVFP4Open weightsNVIDIAestimated: 18.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens18.3B4bit11.0 GB+11.0 GB✓ fits
nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4Open weightsNVIDIAestimated: 17.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens17.8B4bit10.8 GB+11.3 GB✓ fits
Kimi-VL-A3B-Thinking-2506Open weightsMoonshot AIestimated: 16.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens16.4B4bit9.9 GB+12.1 GB✓ fits
Kimi-VL-A3B-ThinkingOpen weightsMoonshot AIestimated: 16.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens16.4B4bit9.9 GB+12.1 GB✓ fits
Kimi-VL-A3B-InstructOpen weightsMoonshot AIestimated: 16.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens16.4B4bit9.9 GB+12.1 GB✓ fits
Moonlight-16B-A3BOpen weightsMoonshot AIestimated: 16.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens16B4bit9.7 GB+12.3 GB✓ fits
Moonlight-16B-A3B-InstructOpen weightsMoonshot AIestimated: 16.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens16B4bit9.7 GB+12.3 GB✓ fits
DeepSeek-Coder-V2-Lite-InstructOpen weightsDeepSeekestimated: 15.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens15.7B4bit9.5 GB+12.5 GB✓ fits
DeepSeek-V2-LiteOpen weightsDeepSeekestimated: 15.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens15.7B4bit9.5 GB+12.5 GB✓ fits
bartowski/DeepSeek-Coder-V2-Lite-Instruct-GGUFOpen weightsbartowskiestimated: 15.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens15.7B4bit9.5 GB+12.5 GB✓ fits
amd/Qwen3.8-27B-Quark-AWQ-MXFP4Open weightsAMDestimated: 15.6B params × 0.5 B × 1.15 + KV cache for 8192 tokens15.6B4bit9.5 GB+12.5 GB✓ fits
BAGEL-7B-MoTOpen weightsByteDanceestimated: 14.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens14.7B4bit8.9 GB+13.1 GB✓ fits
Phi 4Open weightsMicrosoftestimated: 14.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens14.7B4bit8.9 GB+13.1 GB✓ fits
nvidia/Gemma-4-26B-A4B-NVFP4Open weightsNVIDIAestimated: 14.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens14.4B4bit8.8 GB+13.2 GB✓ fits
Ministral 3 14B 2512Open weightsMistral AIestimated: 13.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens13.9B4bit8.5 GB+13.5 GB✓ fits
Ministral-3-14B-Reasoning-2512Open weightsMistral AIestimated: 13.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens13.9B4bit8.5 GB+13.5 GB✓ fits
FireLLaVA-13bRestrictedFireworks AIestimated: 13.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens13.3B4bit8.2 GB+13.8 GB✓ fits
gemma-4-12B-it-qat-w4a16-ctOpen weightsGoogleestimated: 13.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens13.3B4bit8.2 GB+13.8 GB✓ fits
Llama-2-13b-chat-hfRestrictedMeta AIestimated: 13.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens13B4bit8.0 GB+14.0 GB✓ fits
aya-101Open weightsCohereestimated: 12.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens12.9B4bit7.9 GB+14.1 GB✓ fits
Mistral-Nemo-Base-2407Open weightsMistral AIestimated: 12.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens12.3B4bit7.5 GB+14.5 GB✓ fits
Mistral NemoOpen weightsMistral AIestimated: 12.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens12.3B4bit7.5 GB+14.5 GB✓ fits
bartowski/kai-os_Grug-12B-GGUFOpen weightsbartowskiestimated: 12.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens12B4bit7.4 GB+14.6 GB✓ fits
gemma-4-12B-itOpen weightsGoogleestimated: 12.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens12B4bit7.4 GB+14.6 GB✓ fits
unsloth/gemma-4-12B-it-qat-GGUFOpen weightsUnslothestimated: 11.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens11.9B4bit7.3 GB+14.7 GB✓ fits
FLUX.1-Fill-devRestrictedBlack Forest Labsestimated: 11.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens11.9B4bit7.3 GB+14.7 GB✓ fits
FLUX.1-Kontext-devRestrictedBlack Forest Labsestimated: 11.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens11.9B4bit7.3 GB+14.7 GB✓ fits
FLUX.1-devRestrictedBlack Forest Labsestimated: 11.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens11.9B4bit7.3 GB+14.7 GB✓ fits
FLUX.1-Krea-devRestrictedBlack Forest Labsestimated: 11.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens11.9B4bit7.3 GB+14.7 GB✓ fits
FLUX.1-schnellRestrictedBlack Forest Labsestimated: 11.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens11.9B4bit7.3 GB+14.7 GB✓ fits
Intel/Qwen3-Coder-Next-int4-AutoRoundOpen weightsIntelestimated: 11.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens11.8B4bit7.3 GB+14.7 GB✓ fits
KaLM-Embedding-Gemma3-12B-2511Open weightsTencentestimated: 11.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens11.8B4bit7.3 GB+14.7 GB✓ fits
Nous-Hermes-2-SOLAR-10.7BOpen weightsNous Researchestimated: 10.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens10.7B4bit6.7 GB+15.3 GB✓ fits
Llama-3.2-11B-Vision-InstructRestrictedMeta AIestimated: 10.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens10.7B4bit6.6 GB+15.4 GB✓ fits
GLM-4.1V-9B-ThinkingOpen weightsZ.ai (Zhipu AI)estimated: 10.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens10.3B4bit6.4 GB+15.6 GB✓ fits
GLM-4.6V-FlashOpen weightsZ.ai (Zhipu AI)estimated: 10.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens10.3B4bit6.4 GB+15.6 GB✓ fits
Kimi-Audio-7B-InstructOpen weightsMoonshot AIestimated: 9.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens9.77B4bit6.1 GB+15.9 GB✓ fits
Kimi-Audio-7BOpen weightsMoonshot AIestimated: 9.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens9.77B4bit6.1 GB+15.9 GB✓ fits
Qwen3.5-9BOpen weightsQwenestimated: 9.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens9.65B4bit6.0 GB+15.9 GB✓ fits
glm-4-9b-chatOpen weightsZ.ai (Zhipu AI)estimated: 9.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens9.4B4bit5.9 GB+16.1 GB✓ fits
academic-ds-9BOpen weightsByteDanceestimated: 9.4B params × 0.5 B × 1.15 + KV cache for 8192 tokens9.37B4bit5.9 GB+16.1 GB✓ fits
FLUX.2-klein-9BRestrictedBlack Forest Labsestimated: 9.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens9.08B4bit5.7 GB+16.3 GB✓ fits
FLUX.2-klein-9b-kvRestrictedBlack Forest Labsestimated: 9.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens9.08B4bit5.7 GB+16.3 GB✓ fits
FLUX.2-klein-base-9BRestrictedBlack Forest Labsestimated: 9.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens9.08B4bit5.7 GB+16.3 GB✓ fits
bartowski/Fara1.5-9B-GGUFOpen weightsbartowskiestimated: 9.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens9B4bit5.7 GB+16.3 GB✓ fits
black-forest-labs/FLUX.2-klein-9b-fp8RestrictedBlack Forest Labsestimated: 9.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens9B4bit5.7 GB+16.3 GB✓ fits
bartowski/tencent_UI-Mate-9B-GGUFOpen weightsbartowskiestimated: 9.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens9B4bit5.7 GB+16.3 GB✓ fits
black-forest-labs/FLUX.2-klein-9b-kv-fp8Open weightsBlack Forest Labsestimated: 9.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens9B4bit5.7 GB+16.3 GB✓ fits
black-forest-labs/FLUX.2-klein-base-9b-fp8RestrictedBlack Forest Labsestimated: 9.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens9B4bit5.7 GB+16.3 GB✓ fits
unsloth/Qwen3.5-9B-GGUFOpen weightsUnslothestimated: 9.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.95B4bit5.7 GB+16.4 GB✓ fits
Qianfan-VL-8BOpen weightsBaiduestimated: 8.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.81B4bit5.6 GB+16.4 GB✓ fits
internlm3-8b-instructOpen weightsInternLM (Shanghai AI Laboratory)estimated: 8.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.8B4bit5.6 GB+16.4 GB✓ fits
granite-4.1-8bOpen weightsIBMestimated: 8.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.79B4bit5.6 GB+16.4 GB✓ fits
amd/Qwen3-VL-8B-Instruct-w8a8-llmcompressorOpen weightsAMDestimated: 8.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.77B4bit5.5 GB+16.5 GB✓ fits
Qwen3 VL 8B InstructOpen weightsQwenestimated: 8.8B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.77B4bit5.5 GB+16.5 GB✓ fits
VibeVoice-ASROpen weightsMicrosoftestimated: 8.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.67B4bit5.5 GB+16.5 GB✓ fits
Molmo2-8BOpen weightsAllen Institute for AIestimated: 8.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.66B4bit5.5 GB+16.5 GB✓ fits
aya-vision-8bRestrictedCohereestimated: 8.6B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.63B4bit5.5 GB+16.5 GB✓ fits
Intern-S1-miniOpen weightsInternLM (Shanghai AI Laboratory)estimated: 8.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.54B4bit5.4 GB+16.6 GB✓ fits
GKA-primed-HQwen3-8B-ReasonerOpen weightsAmazon Web Servicesestimated: 8.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.5B4bit5.4 GB+16.6 GB✓ fits
GDN-primed-HQwen3-8B-InstructOpen weightsAmazon Web Servicesestimated: 8.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.5B4bit5.4 GB+16.6 GB✓ fits
LFM2.5-8B-A1BOpen weightsLiquid AIestimated: 8.5B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.47B4bit5.4 GB+16.6 GB✓ fits
allenai/olmOCR-2-7B-1025-FP8Open weightsAllen Institute for AIestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.29B4bit5.3 GB+16.7 GB✓ fits
olmOCR-2-7B-1025Open weightsAllen Institute for AIestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.29B4bit5.3 GB+16.7 GB✓ fits
Qwen2.5-VL-7B-InstructOpen weightsQwenestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.29B4bit5.3 GB+16.7 GB✓ fits
UI-TARS 7BOpen weightsByteDanceestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.29B4bit5.3 GB+16.7 GB✓ fits
UI-TARS-7B-DPOOpen weightsByteDanceestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.29B4bit5.3 GB+16.7 GB✓ fits
UI-TARS-7B-SFTOpen weightsByteDanceestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.29B4bit5.3 GB+16.7 GB✓ fits
Stable-DiffCoder-8B-InstructOpen weightsByteDanceestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.25B4bit5.2 GB+16.8 GB✓ fits
Seed-Coder-8B-BaseOpen weightsByteDanceestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.25B4bit5.2 GB+16.8 GB✓ fits
Seed-Coder-8B-ReasoningOpen weightsByteDanceestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.25B4bit5.2 GB+16.8 GB✓ fits
Seed-Coder-8B-InstructOpen weightsByteDanceestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.25B4bit5.2 GB+16.8 GB✓ fits
Stable-DiffCoder-8B-BaseOpen weightsByteDanceestimated: 8.3B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.25B4bit5.2 GB+16.8 GB✓ fits
Qwen3 8BOpen weightsQwenestimated: 8.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.19B4bit5.2 GB+16.8 GB✓ fits
DeepSeek-R1-0528-Qwen3-8BOpen weightsDeepSeekestimated: 8.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.19B4bit5.2 GB+16.8 GB✓ fits
mlx-community/Qwen3-8B-4bitOpen weightsMLX Communityestimated: 8.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.19B4bit5.2 GB+16.8 GB✓ fits
granite-guardian-3.3-8bOpen weightsIBMestimated: 8.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.17B4bit5.2 GB+16.8 GB✓ fits
granite-3.0-8b-instructOpen weightsIBMestimated: 8.2B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.17B4bit5.2 GB+16.8 GB✓ fits
stable-diffusion-3.5-largeRestrictedStability AIestimated: 8.1B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.15B4bit5.2 GB+16.8 GB✓ fits
ERNIE-ImageOpen weightsBaiduestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
ERNIE-Image-TurboOpen weightsBaiduestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
NousResearch/Hermes-3-Llama-3.1-8B-GGUFOpen weightsNous Researchestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
NousResearch/Meta-Llama-3-8BOpen weightsNous Researchestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
Llama-3.1-8B-InstructRestrictedMeta AIestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
Meta-Llama-3-8BRestrictedMeta AIestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
Salesforce/Llama-xLAM-2-8b-fc-rOpen weightsSalesforceestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
Llama 3.1 8BRestrictedMeta AIestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
Hermes-3-Llama-3.1-8BOpen weightsNous Researchestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
NousResearch/Meta-Llama-3.1-8B-InstructOpen weightsNous Researchestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
NousResearch/Meta-Llama-3-8B-InstructOpen weightsNous Researchestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
NousResearch/Meta-Llama-3.1-8BOpen weightsNous Researchestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
Meta-Llama-3-8B-InstructRestrictedMeta AIestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
mlx-community/Llama-3.1-8B-Instruct-4bitOpen weightsMLX Communityestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
Hermes-2-Theta-Llama-3-8BOpen weightsNous Researchestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
Hy-MT2-7BOpen weightsTencentestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
aya-23-8BRestrictedCohereestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
aya-expanse-8bRestrictedCohereestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
c4ai-command-r7b-12-2024RestrictedCohereestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.03B4bit5.1 GB+16.9 GB✓ fits
Ministral-8B-Instruct-2410Open weightsMistral AIestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8.02B4bit5.1 GB+16.9 GB✓ fits
LiquidAI/LFM2.5-8B-A1B-GGUFOpen weightsLiquid AIestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8B4bit5.1 GB+16.9 GB✓ fits
LiquidAI/LFM2.5-8B-A1B-DSpark-GGUFOpen weightsLiquid AIestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8B4bit5.1 GB+16.9 GB✓ fits
bartowski/Meta-Llama-3.1-8B-Instruct-GGUFOpen weightsbartowskiestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8B4bit5.1 GB+16.9 GB✓ fits
ibm-granite/granite-4.2-8b-GGUFOpen weightsIBMestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8B4bit5.1 GB+16.9 GB✓ fits
internlm/internlm3-8b-instruct-ggufOpen weightsInternLM (Shanghai AI Laboratory)estimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8B4bit5.1 GB+16.9 GB✓ fits
gemma-4-E4B-itOpen weightsGoogleestimated: 8.0B params × 0.5 B × 1.15 + KV cache for 8192 tokens8B4bit5.1 GB+16.9 GB✓ fits
ERNIE-Image-AesOpen weightsBaiduestimated: 7.9B params × 0.5 B × 1.15 + KV cache for 8192 tokens7.94B4bit5.1 GB+16.9 GB✓ fits
internlm2_5-7b-chatOpen weightsInternLM (Shanghai AI Laboratory)estimated: 7.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens7.74B4bit5.0 GB+17.1 GB✓ fits
internlm2-chat-7bOpen weightsInternLM (Shanghai AI Laboratory)estimated: 7.7B params × 0.5 B × 1.15 + KV cache for 8192 tokens7.74B4bit5.0 GB+17.1 GB✓ fits
StripedHyena-Nous-7BOpen weightsTogether AIestimated: 7.6B params × 0.5 B × 1.15 + KV cache for 8192 tokens7.65B4bit4.9 GB+17.1 GB✓ fits
StripedHyena-Hessian-7BOpen weightsTogether AIestimated: 7.6B params × 0.5 B × 1.15 + KV cache for 8192 tokens7.65B4bit4.9 GB+17.1 GB✓ fits
Qwen2.5 7B InstructOpen weightsQwenestimated: 7.6B params × 0.5 B × 1.15 + KV cache for 8192 tokens7.62B4bit4.9 GB+17.1 GB✓ fits
BFS-Prover-V2-7BOpen weightsByteDanceestimated: 7.6B params × 0.5 B × 1.15 + KV cache for 8192 tokens7.62B4bit4.9 GB+17.1 GB✓ fits
SynLogic-7BOpen weightsMiniMaxestimated: 7.6B params × 0.5 B × 1.15 + KV cache for 8192 tokens7.62B4bit4.9 GB+17.1 GB✓ fits

Headroom = device memory − 2 GB reserve − estimated need. Sorted by the API (fitting models first). Compare the models you shortlist with the + buttons. Devices with these memory sizes: hardware listing.