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 11 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.

• indic-parler-ttsAI4Bharat0.9B≈0.6 GB at 4-bit
• Qwen3-TTS-12Hz-0.6B-CustomVoiceAlibaba0.9B≈0.6 GB at 4-bit
• PaddleOCR-VL-0.9Bpaddlepaddle0.9B≈0.6 GB at 4-bit1 also selling it hosted
• siglip-so400m-patch14-384Google0.9B≈0.6 GB at 4-bit
• waifu-diffusionhakurei0.9B≈0.6 GB at 4-bit
• LCM_Dreamshaper_v7SimianLuo0.9B≈0.6 GB at 4-bit
• instruct-pix2pixtimbrooks0.9B≈0.6 GB at 4-bit
• Cyberpunk-Anime-DiffusionDGSpitzer0.9B≈0.6 GB at 4-bit
• Dungeons-and-Diffusion0xJustin0.9B≈0.6 GB at 4-bit
• EimisAnimeDiffusion_1.0veimiss0.9B≈0.6 GB at 4-bit
• Ghibli-Diffusionnitrosocke0.9B≈0.6 GB at 4-bit
• GuoFeng3xiaolxl0.9B≈0.6 GB at 4-bit
• Nitro-Diffusionnitrosocke0.9B≈0.6 GB at 4-bit
• Stable_Diffusion_PaperCut_ModelFictiverse0.9B≈0.6 GB at 4-bit
• anything-v5Stable Diffusion API0.9B≈0.6 GB at 4-bit
• dreamlike-anime-1.0dreamlike-art0.9B≈0.6 GB at 4-bit
• dreamlike-diffusion-1.0dreamlike-art0.9B≈0.6 GB at 4-bit
• dreamlike-photoreal-2.0dreamlike-art0.9B≈0.6 GB at 4-bit
• openjourney-v4prompthero0.9B≈0.6 GB at 4-bit
• OvisOCR2ATH-MaaS0.9B≈0.6 GB at 4-bit
• bitnet-b1.58-2B-4TMicrosoft0.8B≈0.6 GB at 4-bit
• gpt2-largeOpenAI community0.8B≈0.5 GB at 4-bit
• VoxCPM1.5OpenBMB0.8B≈0.5 GB at 4-bit
• Qwen3.5-0.8BAlibaba0.8B≈0.5 GB at 4-bit1 also selling it hosted
• t5gemma-2-270m-270mGoogle0.8B≈0.5 GB at 4-bit
• Florence-2-largeMicrosoft0.8B≈0.5 GB at 4-bit
• Florence-2-large-ftMicrosoft0.8B≈0.5 GB at 4-bit
• FastVLM-0.5BApple0.8B≈0.5 GB at 4-bit
• distil-large-v3Whisper Distillation0.8B≈0.5 GB at 4-bit
• distil-large-v2Whisper Distillation0.8B≈0.5 GB at 4-bit
• Qwen3-0.6BAlibaba0.8B≈0.5 GB at 4-bit1 also selling it hosted
• neutts-airNeuphonic0.7B≈0.5 GB at 4-bit
• GOT-OCR2_0StepFun0.7B≈0.5 GB at 4-bit
• parler_tts_mini_v0.1Parler TTS0.6B≈0.4 GB at 4-bit
• NVIDIA Nemotron 3.5 ASR Streaming 0.6BNVIDIA0.6B≈0.4 GB at 4-bit
• Parakeet TDT 0.6B v3NVIDIA0.6B≈0.4 GB at 4-bit
• nemotron-speech-streaming-en-0.6bNVIDIA0.6B≈0.4 GB at 4-bit
• PixArt-XL-2-1024-MSPixArt0.6B≈0.4 GB at 4-bit
• Audio8-TTS-Preview-0.6bAudio80.6B≈0.4 GB at 4-bit1 also selling it hosted
• F2LLM-0.6Bcodefuse-ai0.6B≈0.4 GB at 4-bit
• F2LLM-v2-0.6Bcodefuse-ai0.6B≈0.4 GB at 4-bit
• Qwen3-ASR-0.6BAlibaba0.6B≈0.4 GB at 4-bit1 also selling it hosted
• Qwen3-Embedding-0.6BAlibaba0.6B≈0.4 GB at 4-bit4 also selling it hosted
• Qwen3-ForcedAligner-0.6BAlibaba0.6B≈0.4 GB at 4-bit
• Qwen3-Reranker-0.6BAlibaba0.6B≈0.4 GB at 4-bit1 also selling it hosted
• Qwen3-TTS-12Hz-0.6B-BaseAlibaba0.6B≈0.4 GB at 4-bit
• harrier-oss-v1-0.6bMicrosoft0.6B≈0.4 GB at 4-bit
• parakeet-tdt-0.6b-v2NVIDIA0.6B≈0.4 GB at 4-bit
• Qwen3-0.6B-BaseAlibaba0.6B≈0.4 GB at 4-bit
• musicgen-smallAI at Meta0.6B≈0.4 GB at 4-bit
• w2v-bert-2.0facebook0.6B≈0.4 GB at 4-bit
• jina-embeddings-v3Jina AI0.6B≈0.4 GB at 4-bit
• xlm-roberta-largeFacebook AI community0.6B≈0.4 GB at 4-bit
• GOT-OCR-2.0-hfstepfun-ai0.6B≈0.4 GB at 4-bit
• bge-reranker-largeBAAI0.6B≈0.4 GB at 4-bit
• Multilingual-e5-large-instructintfloat0.6B≈0.4 GB at 4-bit4 also selling it hosted
• bloom-560mBigScience Workshop0.6B≈0.4 GB at 4-bit
• MiraTTSYatharthS0.5B≈0.3 GB at 4-bit
• Fun-CosyVoice3-0.5B-2512QwenAudio0.5B≈0.3 GB at 4-bit
• Qwen1.5-0.5BAlibaba0.5B≈0.3 GB at 4-bit
• Qwen2-0.5BAlibaba0.5B≈0.3 GB at 4-bit
• VoxCPM-0.5BOpenBMB0.5B≈0.3 GB at 4-bit
• reader-lm-0.5bJina AI0.5B≈0.3 GB at 4-bit
• Qwen2-0.5B-InstructAlibaba0.5B≈0.3 GB at 4-bit
• Qwen2.5-0.5BAlibaba0.5B≈0.3 GB at 4-bit
• Qwen2.5-0.5B-InstructAlibaba0.5B≈0.3 GB at 4-bit1 also selling it hosted
• nomic-embed-text-v2-moeNomic AI0.5B≈0.3 GB at 4-bit
• LaBSEsentence-transformers0.5B≈0.3 GB at 4-bit
• blip-image-captioning-largeSalesforce0.5B≈0.3 GB at 4-bit
• LFM2.5-VL-450MLiquid AI0.4B≈0.3 GB at 4-bit
• PairRMLLM Blender0.4B≈0.3 GB at 4-bit
• stella_en_400M_v5NovaSearch0.4B≈0.3 GB at 4-bit
• gte-large-en-v1.5Alibaba-NLP0.4B≈0.3 GB at 4-bit
• CLIP-GmP-ViT-L-14zer0int0.4B≈0.3 GB at 4-bit
• circuit-sparsityOpenAI0.4B≈0.3 GB at 4-bit
• bart-large-cnnAI at Meta0.4B≈0.3 GB at 4-bit
• DolphinByteDance0.4B≈0.3 GB at 4-bit
• ModernBERT-largeAnswer.AI0.4B≈0.3 GB at 4-bit
• blip-vqa-baseSalesforce0.4B≈0.3 GB at 4-bit
• control_v1p_sd15_brightnessLatent Cat0.4B≈0.2 GB at 4-bit
• controlnet_qrcode-control_v1p_sd15DionTimmer0.4B≈0.2 GB at 4-bit
• LFM2-350MLiquid AI0.4B≈0.2 GB at 4-bit
• LFM2.5-350MLiquid AI0.4B≈0.2 GB at 4-bit
• IndicF5AI4Bharat0.4B≈0.2 GB at 4-bit
• nougat-basefacebook0.3B≈0.2 GB at 4-bit
• FLUX.1-Turbo-Alphaalimama-creative0.3B≈0.2 GB at 4-bit
• bert-large-uncased-whole-word-masking-finetuned-squadBERT community0.3B≈0.2 GB at 4-bit
• bge-large-enBAAI0.3B≈0.2 GB at 4-bit1 also selling it hosted
• UAE-Large-V1WhereIsAI0.3B≈0.2 GB at 4-bit
• mxbai-embed-large-v1Mixedbread0.3B≈0.2 GB at 4-bit
• trocr-base-handwrittenMicrosoft0.3B≈0.2 GB at 4-bit
• bge-large-zhBAAI0.3B≈0.2 GB at 4-bit
• text2vec-large-chineseGanymedeNil0.3B≈0.2 GB at 4-bit
• VoiceCraftpyp10.3B≈0.2 GB at 4-bit
• VibeVoice-ASR-BitNetMicrosoft0.3B≈0.2 GB at 4-bit
• wav2vec2-lg-xlsr-en-speech-emotion-recognitionehcalabres0.3B≈0.2 GB at 4-bit
• wav2vec2-large-xlsr-53-englishjonatasgrosman0.3B≈0.2 GB at 4-bit
• gte-multilingual-baseAlibaba-NLP0.3B≈0.2 GB at 4-bit
• dinov3-vitl16-pretrain-lvd1689mAI at Meta0.3B≈0.2 GB at 4-bit
• xlm-roberta-baseFacebook AI community0.3B≈0.2 GB at 4-bit