2,421,301 public models indexed from the Hugging Face Hub, with independent VRAM estimates and license signals.
deepseek-ai/DeepSeek-R1-0528-Qwen3-8B is a text generation model indexed for deployment research. Estimated minimum GPU memory is 24 GB. It is publicly listed on Hugging Face.
google/gemma-4-31B is a image text to text model indexed for deployment research. Estimated minimum GPU memory is 80 GB. It is publicly listed on Hugging Face.
briaai/RMBG-2.0 is a image segmentation model indexed for deployment research. Estimated minimum GPU memory is 8 GB. Access approval is required on Hugging Face.
sentence-transformers/paraphrase-MiniLM-L3-v2 is a sentence similarity model indexed for deployment research. Estimated minimum GPU memory is 4 GB. It is publicly listed on Hugging Face.
sentence-transformers/paraphrase-albert-small-v2 is a sentence similarity model indexed for deployment research. Estimated minimum GPU memory is 4 GB. It is publicly listed on Hugging Face.
sentence-transformers/multi-qa-MiniLM-L6-cos-v1 is a sentence similarity model indexed for deployment research. Estimated minimum GPU memory is 4 GB. It is publicly listed on Hugging Face.
timm/resnet34.a1_in1k is a image classification model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.
mradermacher/Qwen3-VL-8B-Instruct-abliterated-GGUF is a AI workload model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.
unsloth/gemma-4-31B-it-qat-GGUF is a image text to text model indexed for deployment research. Estimated minimum GPU memory is 24 GB. It is publicly listed on Hugging Face.
mixedbread-ai/mxbai-rerank-xsmall-v1 is a text ranking model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.
Tongyi-MAI/Z-Image-Turbo is a text to image model indexed for deployment research. Estimated minimum GPU memory is 12 GB. It is publicly listed on Hugging Face.
Qwen/Qwen2.5-1.5B is a text generation model indexed for deployment research. Estimated minimum GPU memory is 6 GB. It is publicly listed on Hugging Face.
Qwen/Qwen2-VL-7B-Instruct is a image text to text model indexed for deployment research. Estimated minimum GPU memory is 24 GB. It is publicly listed on Hugging Face.
kernels-community/flash-attn3 is a AI workload model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.
unsloth/inkling-GGUF is a image text to text model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.
usyd-community/vitpose-plus-base is a keypoint detection model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.
poolside/Laguna-S-2.1-GGUF is a AI workload model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.
meta-llama/Llama-3.1-8B is a text generation model indexed for deployment research. Estimated minimum GPU memory is 24 GB. Access approval is required on Hugging Face.
Qwen/Qwen3-4B-Base is a text generation model indexed for deployment research. Estimated minimum GPU memory is 12 GB. It is publicly listed on Hugging Face.
meta-models/Muse-Glimmer-30B is a image text to text model indexed for deployment research. Estimated minimum GPU memory is 80 GB. It is publicly listed on Hugging Face.
Qwen/Qwen3-TTS-12Hz-0.6B-Base is a text to speech model indexed for deployment research. Estimated minimum GPU memory is 4 GB. It is publicly listed on Hugging Face.
CIDAS/clipseg-rd64-refined is a image segmentation model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.
nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-FP8 is a text generation model indexed for deployment research. Estimated minimum GPU memory is 80 GB. It is publicly listed on Hugging Face.
OpenGVLab/InternVL2-1B is a image text to text model indexed for deployment research. Estimated minimum GPU memory is 6 GB. It is publicly listed on Hugging Face.