Models that run on 256 GB

1161 models with published weights that fit in 256 GB — a Mac Studio with 256. Counted at four-bit quantisation, weights only, leaving the machine about a third of its memory and a gigabyte for context: room for roughly 274 billion parameters. A mixture of experts is counted in full, because it is held in full even though only a few experts compute. 1,161 in all, a hundred to a page; this is page 5 of 12.

A Mac Studio at the top of its configuration, or a serious machine. Almost everything openly published fits, including the large mixtures of experts. At this point the constraint is no longer whether the model loads but whether it generates fast enough to be worth waiting for.

• AWPortrait-FLShakker Labs11.9B≈7.7 GB at 4-bit
• FLUX.1-Krea-devBlack Forest Labs11.9B≈7.7 GB at 4-bit
• PixelWave_FLUX.1-dev_03Mikey And Friends11.9B≈7.7 GB at 4-bit
• SRPOTencent Hunyuan11.9B≈7.7 GB at 4-bit
• UltraFlux-v1Owen77711.9B≈7.7 GB at 4-bit
• FLUX.1 [schnell] (Turbo)Black Forest Labs11.9B≈7.7 GB at 4-bit3 also selling it hosted
• OpenFLUX.1ostris11.9B≈7.7 GB at 4-bit
• shuttle-3-diffusionShuttleAI11.9B≈7.7 GB at 4-bit
• falcon-11BTechnology Innovation Institute11.1B≈7.2 GB at 4-bit
• Bielik-11B-v3.0-Instructspeakleash11.0B≈7.2 GB at 4-bit1 also selling it hosted
• Llama 3.2 11B Vision InstructMeta11.0B≈7.2 GB at 4-bit7 also selling it hosted
• Llama Guard 3 11B VisionMeta11.0B≈7.2 GB at 4-bit2 also selling it hosted
• Llama-3.2V-11B-cotXkev11.0B≈7.2 GB at 4-bit
• YanoljaNEXT-EEVE-Instruct-10.8Byanolja10.8B≈7.0 GB at 4-bit
• HyperCLOVAX-SEED-Omni-8BHyperCLOVA X10.7B≈7.0 GB at 4-bit
• Fimbulvetr-11B-v2Sao10K10.7B≈7.0 GB at 4-bit
• Solar-10.7B-Instruct-v1.0Upstage10.7B≈7.0 GB at 4-bit
• Solar-10.7B-v1.0Upstage10.7B≈7.0 GB at 4-bit
• Llama-3.2-11B-VisionMeta Llama10.6B≈6.9 GB at 4-bit
• Boogu-Image-0.1-EditBoogu10.3B≈6.7 GB at 4-bit
• Step3-VL-10BStepFun10.2B≈6.6 GB at 4-bit
• Kimi-Audio-7B-InstructMoonshot AI9.8B≈6.3 GB at 4-bit
• Qwen3.5 9BAlibaba9.7B≈6.3 GB at 4-bit8 also selling it hosted
• Qwen3.8-9B-Distillempero-ai9.7B≈6.3 GB at 4-bit
• liftDatalab9.7B≈6.3 GB at 4-bit
• MiniCPM-SALAOpenBMB9.5B≈6.2 GB at 4-bit
• Fun-Audio-Chat-8BQwenAudio9.5B≈6.1 GB at 4-bit
• OmniCoder-9BTesslate9.4B≈6.1 GB at 4-bit
• Qwen3.5-9B-Claude-4.6-HighIQ-THINKING-HERETIC-UNCENSOREDDavidAU9.4B≈6.1 GB at 4-bit
• Qwythos-9B-Claude-Mythos-5-1Mempero-ai9.4B≈6.1 GB at 4-bit
• fuyu-8bAdept AI Labs9.4B≈6.1 GB at 4-bit
• MiniCPM-o-4_5OpenBMB9.4B≈6.1 GB at 4-bit
• VibeVoice-7BVibeVoice Community (Unofficial)9.3B≈6.1 GB at 4-bit
• VibeVoice-Largeaoi-ot9.3B≈6.1 GB at 4-bit
• kugelaudio-0-openKugelaudio9.3B≈6.1 GB at 4-bit
• ideogram-4-fp8Ideogram9.3B≈6.0 GB at 4-bit
• moondream3-previewmoondream9.3B≈6.0 GB at 4-bit
• bge-multilingual-gemma2BAAI9.2B≈6.0 GB at 4-bit
• gemma-2-9bGoogle9.2B≈6.0 GB at 4-bit
• EuroLLM-9B-InstructUTTER - Unified Transcription and Translation for Extended Reality9.2B≈5.9 GB at 4-bit
• FLUX.2-klein-9b-kvBlack Forest Labs9.1B≈5.9 GB at 4-bit
• AutoGLM-Phone-9B-MultilingualZ.ai9.0B≈5.9 GB at 4-bit3 also selling it hosted
• EuroLLM-9BUTTER - Unified Transcription and Translation for Extended Reality9.0B≈5.9 GB at 4-bit
• FLUX.2-klein-9b-fp8Black Forest Labs9.0B≈5.9 GB at 4-bit
• FLUX.2-klein-base-9BBlack Forest Labs9.0B≈5.9 GB at 4-bit
• FLUX.2-klein-base-9b-fp8Black Forest Labs9.0B≈5.9 GB at 4-bit
• Flux2-Klein-9B-Enhanced-Detailsdx81529.0B≈5.9 GB at 4-bit
• Flux2-Klein-9B-True-V2wikeeyang9.0B≈5.9 GB at 4-bit
• Flux2-Klein-9B-True-V3wikeeyang9.0B≈5.9 GB at 4-bit
• Nemotron Nano 9B V2NVIDIA9.0B≈5.9 GB at 4-bit5 also selling it hosted
• Ornith-1.5-9Bornith-ai9.0B≈5.9 GB at 4-bit
• Ovis1.6-Gemma2-9BATH-MaaS9.0B≈5.9 GB at 4-bit
• Ovis2.5-9BATH-MaaS9.0B≈5.9 GB at 4-bit
• Qwen3.5-9B-BaseAlibaba9.0B≈5.9 GB at 4-bit1 also selling it hosted
• Qwythos-9B-v2empero-ai9.0B≈5.9 GB at 4-bit
• Turkish-Gemma-9b-T1ytu-ce-cosmos9.0B≈5.9 GB at 4-bit
• Yi-1.5-9B-Chat01-ai9.0B≈5.9 GB at 4-bit
• codegeex4-all-9bzai-org9.0B≈5.9 GB at 4-bit
• gemma-2-9b-itGoogle9.0B≈5.9 GB at 4-bit3 also selling it hosted
• gemma-2-9b-it-SimPOprinceton-nlp9.0B≈5.9 GB at 4-bit
• Carnice-9bkai-os9.0B≈5.8 GB at 4-bit
• NeoHorse-1-9BTokenRhythm9.0B≈5.8 GB at 4-bit
• Chroma1-HDlodestones8.9B≈5.8 GB at 4-bit
• Yi-9B01-ai8.8B≈5.7 GB at 4-bit
• Yi-Coder-9B-Chat01-ai8.8B≈5.7 GB at 4-bit
• internlm3-8b-instructinternlm8.8B≈5.7 GB at 4-bit
• Granite 4.1 8BIBM watsonx.ai8.8B≈5.7 GB at 4-bit
• Cosmos-Reason2-8BNVIDIA8.8B≈5.7 GB at 4-bit
• Huihui-Qwen3-VL-8B-Instruct-abliteratedhuihui-ai8.8B≈5.7 GB at 4-bit
• MAI-UI-8BTongyi-MAI8.8B≈5.7 GB at 4-bit
• Qwen3 VL 8B InstructAlibaba8.8B≈5.7 GB at 4-bit8 also selling it hosted
• Qwen3 VL 8B ThinkingAlibaba8.8B≈5.7 GB at 4-bit3 also selling it hosted
• chandraDatalab8.8B≈5.7 GB at 4-bit
• MiniCPM-o-2_6OpenBMB8.7B≈5.6 GB at 4-bit
• VibeVoice-ASRMicrosoft8.7B≈5.6 GB at 4-bit
• VibeVoice-ASR-Streaming-7BMicrosoft8.7B≈5.6 GB at 4-bit
• Molmo2-8BAllen Institute for AI (Ai2)8.7B≈5.6 GB at 4-bit
• codegemma-7bGoogle8.5B≈5.5 GB at 4-bit1 also selling it hosted
• gemma-7bGoogle8.5B≈5.5 GB at 4-bit1 also selling it hosted
• gemma-7b-itGoogle8.5B≈5.5 GB at 4-bit3 also selling it hosted
• jetmoe-8bJetMoE8.5B≈5.5 GB at 4-bit
• Emu3-GenBAAI8.5B≈5.5 GB at 4-bit
• MOSS-TTSOpenMOSS-Team8.5B≈5.5 GB at 4-bit
• MOSS-TTS-v1.5OpenMOSS-Team8.5B≈5.5 GB at 4-bit
• LFM2.5-8B-A1BLiquid AI8.5B≈5.5 GB at 4-bit
• idefics2-8bHuggingFaceM48.4B≈5.5 GB at 4-bit
• personaplex-7b-v1NVIDIA8.4B≈5.4 GB at 4-bit
• LFM2-8B-A1BLiquid AI8.3B≈5.4 GB at 4-bit
• Cosmos-Reason1-7BNVIDIA8.3B≈5.4 GB at 4-bit
• Fara-7BMicrosoft8.3B≈5.4 GB at 4-bit
• Holo1-7BH Company8.3B≈5.4 GB at 4-bit
• NuMarkdown-8B-ThinkingNuMind8.3B≈5.4 GB at 4-bit
• Qwen2.5-VL-7B-InstructAlibaba8.3B≈5.4 GB at 4-bit1 also selling it hosted
• RolmOCRReducto8.3B≈5.4 GB at 4-bit1 also selling it hosted
• Qwen2-VL-7B-InstructAlibaba8.3B≈5.4 GB at 4-bit1 also selling it hosted
• UI-TARS-7B-DPOByteDance Seed8.3B≈5.4 GB at 4-bit
• olmOCR-7B-0225-previewAi28.3B≈5.4 GB at 4-bit
• zeta-2Zed Industries8.3B≈5.4 GB at 4-bit
• VLM_WebSight_finetunedHuggingFaceM48.2B≈5.3 GB at 4-bit
• II-Medical-8BIntelligent Internet8.2B≈5.3 GB at 4-bit