Models that run on 32 GB

986 models with published weights that fit in 32 GB — a well-specified laptop. Counted at four-bit quantisation, weights only, leaving the machine about a third of its memory and a gigabyte for context: room for roughly 33 billion parameters. A mixture of experts is counted in full, because it is held in full even though only a few experts compute. 986 in all, a hundred to a page; this is page 8 of 10.

Enough for a thirty-billion-parameter model at four-bit with a long context, or a smaller one at higher precision if quality matters more than size. A practical ceiling for a laptop that also has to be a laptop.

• Isaac 0.2 2B PreviewPerceptron2.0B≈1.3 GB at 4-bit1 also selling it hosted
• MOSS-Transcribe-preview-2BOpenMOSS-Team2.0B≈1.3 GB at 4-bit
• MiniCPM-2B-sft-fp32OpenBMB2.0B≈1.3 GB at 4-bit
• Qwen3.5-2BAlibaba2.0B≈1.3 GB at 4-bit2 also selling it hosted
• gemma-1.1-2b-itGoogle2.0B≈1.3 GB at 4-bit
• granite-speech-4.1-2bIBM watsonx.ai2.0B≈1.3 GB at 4-bit
• granite-speech-4.1-2b-narIBM watsonx.ai2.0B≈1.3 GB at 4-bit
• helium-1-preview-2bKyutai2.0B≈1.3 GB at 4-bit
• Youtu-LLM-2BTencent Hunyuan2.0B≈1.3 GB at 4-bit
• moondream2vikhyatk1.9B≈1.3 GB at 4-bit
• LTX-VideoLTX.io1.9B≈1.3 GB at 4-bit
• Dia2-2BNari Labs1.9B≈1.2 GB at 4-bit
• Qwen3-TTS-12Hz-1.7B-CustomVoiceAlibaba1.9B≈1.2 GB at 4-bit
• Qwen3-TTS-12Hz-1.7B-VoiceDesignAlibaba1.9B≈1.2 GB at 4-bit
• Hy-MT2-1.8BTencent Hunyuan1.8B≈1.2 GB at 4-bit1 also selling it hosted
• Flux.1-dev-Controlnet-UpscalerJasper.ai1.8B≈1.2 GB at 4-bit
• DeepScaleR-1.5B-PreviewAgentica1.8B≈1.2 GB at 4-bit
• DeepSeek-R1-Distill-Qwen-1.5BDeepSeek1.8B≈1.2 GB at 4-bit3 also selling it hosted
• Nemotron-Research-Reasoning-Qwen-1.5BNVIDIA1.8B≈1.2 GB at 4-bit
• VibeThinker-1.5BWeiboAI1.8B≈1.2 GB at 4-bit
• gte-Qwen2-1.5B-instructAlibaba-NLP1.8B≈1.2 GB at 4-bit
• Qwen3.6-27B-DFlashZ Lab1.7B≈1.1 GB at 4-bit
• BidirLM-1.7B-EmbeddingBidirLM1.7B≈1.1 GB at 4-bit
• F2LLM-1.7Bcodefuse-ai1.7B≈1.1 GB at 4-bit
• F2LLM-v2-1.7Bcodefuse-ai1.7B≈1.1 GB at 4-bit
• Qwen3-ASR-1.7BAlibaba1.7B≈1.1 GB at 4-bit1 also selling it hosted
• SmolLM-1.7BHuggingFaceTB1.7B≈1.1 GB at 4-bit
• SmolLM2-1.7BHuggingFaceTB1.7B≈1.1 GB at 4-bit
• CogVideoX-2bZ.ai1.7B≈1.1 GB at 4-bit
• stablelm-2-1_6bStability AI1.6B≈1.1 GB at 4-bit
• stablelm-2-zephyr-1_6bStability AI1.6B≈1.1 GB at 4-bit
• Dia-1.6BNari Labs1.6B≈1.0 GB at 4-bit
• CrisperWhispernyra labs1.6B≈1.0 GB at 4-bit
• gpt2-xlOpenAI community1.6B≈1.0 GB at 4-bit
• LFM2.5-VL-1.6BLiquid AI1.6B≈1.0 GB at 4-bit
• tts-1.6b-en_frKyutai1.6B≈1.0 GB at 4-bit
• LFM2-VL-1.6BLiquid AI1.6B≈1.0 GB at 4-bit
• musicgen-melodyfacebook1.6B≈1.0 GB at 4-bit
• Qwen2.5-1.5BAlibaba1.5B≈1.0 GB at 4-bit
• Qwen2.5-1.5B-InstructAlibaba1.5B≈1.0 GB at 4-bit1 also selling it hosted
• ReaderLM-v2Jina AI1.5B≈1.0 GB at 4-bit
• reader-lm-1.5bJina AI1.5B≈1.0 GB at 4-bit
• Whisper Large v3OpenAI1.5B≈1.0 GB at 4-bit2 also selling it hosted
• whisper-largeOpenAI1.5B≈1.0 GB at 4-bit
• whisper-large-v2OpenAI1.5B≈1.0 GB at 4-bit
• stable-video-diffusion-img2vidStability AI1.5B≈1.0 GB at 4-bit
• stable-video-diffusion-img2vid-xtStability AI1.5B≈1.0 GB at 4-bit
• stable-video-diffusion-img2vid-xt-1-1Stability AI1.5B≈1.0 GB at 4-bit
• Hymba-1.5B-InstructNVIDIA1.5B≈1.0 GB at 4-bit
• Arch-Router-1.5Bkatanemo1.5B≈1.0 GB at 4-bit
• Hymba-1.5B-BaseNVIDIA1.5B≈1.0 GB at 4-bit
• HyperCLOVAX-SEED-Text-Instruct-1.5BHyperCLOVA X1.5B≈1.0 GB at 4-bit
• Qwen2-1.5B-InstructAlibaba1.5B≈1.0 GB at 4-bit1 also selling it hosted
• stella_en_1.5B_v5NovaSearch1.5B≈1.0 GB at 4-bit
• LFM2-Audio-1.5BLiquid AI1.5B≈1.0 GB at 4-bit
• LFM2.5-Audio-1.5BLiquid AI1.5B≈1.0 GB at 4-bit
• starvector-1b-im2svgstarvector1.4B≈0.9 GB at 4-bit
• i2vgen-xlali-vilab1.4B≈0.9 GB at 4-bit
• phi-1Microsoft1.4B≈0.9 GB at 4-bit
• phi-1_5Microsoft1.4B≈0.9 GB at 4-bit
• text-to-video-ms-1.7bali-vilab1.4B≈0.9 GB at 4-bit
• Ouro-1.4BByteDance1.4B≈0.9 GB at 4-bit
• SSD-1BSegmind1.3B≈0.9 GB at 4-bit1 also selling it hosted
• MiniCPM-V-4.6OpenBMB1.3B≈0.8 GB at 4-bit
• FastWan-QAD-FP8-1.3BFastVideo1.3B≈0.8 GB at 4-bit1 also selling it hosted
• JanusFlow-1.3Bdeepseek-ai1.3B≈0.8 GB at 4-bit
• Wan2.1-T2V-1.3BWan-AI1.3B≈0.8 GB at 4-bit1 also selling it hosted
• Wan2.1-T2V-1.3B-DiffusersWan-AI1.3B≈0.8 GB at 4-bit
• Wan2.1-VACE-1.3BWan-AI1.3B≈0.8 GB at 4-bit
• deepseek-coder-1.3b-instructdeepseek-ai1.3B≈0.8 GB at 4-bit
• gpt-neo-1.3BEleutherAI1.3B≈0.8 GB at 4-bit
• nllb-200-distilled-1.3Bfacebook1.3B≈0.8 GB at 4-bit
• opt-1.3bfacebook1.3B≈0.8 GB at 4-bit
• EXAONE-4.0-1.2BLGAI-EXAONE1.3B≈0.8 GB at 4-bit
• stable-virtual-cameraStability AI1.3B≈0.8 GB at 4-bit
• controlnet-union-sdxl-1.0xinsir1.3B≈0.8 GB at 4-bit
• controlnet-canny-sdxl-1.0🧨Diffusers1.3B≈0.8 GB at 4-bit
• Llama-OuteTTS-1.0-1BOuteAI1.2B≈0.8 GB at 4-bit
• SpatialLM-Llama-1BManycore Research1.2B≈0.8 GB at 4-bit
• Llama 3.2 1B InstructMeta1.2B≈0.8 GB at 4-bit11 also selling it hosted
• stable-audio-open-1.0Stability AI1.2B≈0.8 GB at 4-bit
• LFM2.5-1.2B-BaseLiquid AI1.2B≈0.8 GB at 4-bit
• LFM2.5-1.2B-JPLiquid AI1.2B≈0.8 GB at 4-bit
• MinerU2.5-Pro-2604-1.2BOpenDataLab1.2B≈0.8 GB at 4-bit
• HRM-Text-1BSapient AI1.2B≈0.8 GB at 4-bit
• LFM2-1.2BLiquid AI1.2B≈0.8 GB at 4-bit
• LFM2.5-1.2B-InstructLiquid AI1.2B≈0.8 GB at 4-bit
• LFM2.5-1.2B-ThinkingLiquid AI1.2B≈0.8 GB at 4-bit
• LightOnOCR-1B-1025LightOn AI1.2B≈0.8 GB at 4-bit
• MinerU2.5-2509-1.2BOpenDataLab1.2B≈0.8 GB at 4-bit
• HunyuanOCRTencent Hunyuan1.1B≈0.7 GB at 4-bit
• DeciCoder-1bDeci AI1.1B≈0.7 GB at 4-bit
• TinyLlama-1.1B-Chat-v1.0TinyLlama1.1B≈0.7 GB at 4-bit
• TinyLlama-1.1B-intermediate-step-1431k-3TTinyLlama1.1B≈0.7 GB at 4-bit
• parakeet-rnnt-1.1bNVIDIA1.1B≈0.7 GB at 4-bit
• MiniCPM5-1BOpenBMB1.1B≈0.7 GB at 4-bit
• vaultgemma-1bGoogle1.0B≈0.7 GB at 4-bit
• VibeVoice-Realtime-0.5BMicrosoft1.0B≈0.7 GB at 4-bit
• LightOnOCR-2-1BLightOn AI1.0B≈0.7 GB at 4-bit
• BidirLM-1B-EmbeddingBidirLM1.0B≈0.7 GB at 4-bit