Instructions to use ProCreations/Image-2.1-Calibrated-NVFP4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use ProCreations/Image-2.1-Calibrated-NVFP4 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("ProCreations/Image-2.1-Calibrated-NVFP4", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
- DiffusionBee
Release calibrated Image2.1 NVFP4 transformer with dynamic scaling and BF16 rank correction, native SM120 runtime, quality evidence and real-time demo
1961af5 verified Download reports/environment.json from ProCreations/Image-2.1-Calibrated-NVFP4: direct link, hf CLI and curl.
- Browser
- Download file 2.88 kB
-
https://huggingface.co/ProCreations/Image-2.1-Calibrated-NVFP4/resolve/main/reports/environment.json
- Command line
-
hf download hf://ProCreations/Image-2.1-Calibrated-NVFP4/reports/environment.json
-
curl -L -o environment.json https://huggingface.co/ProCreations/Image-2.1-Calibrated-NVFP4/resolve/main/reports/environment.json
2.88 kB
| { | |
| "python": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]", | |
| "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.39", | |
| "packages": { | |
| "Jinja2": "3.1.6", | |
| "MarkupSafe": "3.0.3", | |
| "PyYAML": "6.0.3", | |
| "Pygments": "2.21.0", | |
| "accelerate": "1.15.0", | |
| "annotated-doc": "0.0.5", | |
| "anyio": "4.15.1", | |
| "apache-tvm-ffi": "0.1.14.post0", | |
| "certifi": "2026.7.22", | |
| "charset-normalizer": "3.5.1", | |
| "click": "8.5.0", | |
| "cuda-bindings": "13.4.2", | |
| "cuda-core": "1.2.0", | |
| "cuda-pathfinder": "1.6.0", | |
| "cuda-python": "13.4.1", | |
| "cuda-tile": "1.6.0", | |
| "cuda-toolkit": "13.0.3.0", | |
| "diffusers": "0.41.0.dev0", | |
| "einops": "0.8.2", | |
| "filelock": "3.32.3", | |
| "flashinfer-python": "0.7.0", | |
| "fsspec": "2026.7.0", | |
| "h11": "0.16.0", | |
| "hf-xet": "1.6.0", | |
| "httpcore": "1.0.9", | |
| "httpx": "0.28.1", | |
| "huggingface_hub": "1.32.0", | |
| "idna": "3.20", | |
| "imageio-ffmpeg": "0.6.0", | |
| "importlib_metadata": "9.0.1", | |
| "markdown-it-py": "4.2.0", | |
| "mdurl": "0.1.2", | |
| "mpmath": "1.3.0", | |
| "nccl-extensions": "0.1.0", | |
| "nccl4py": "0.5.0", | |
| "networkx": "3.6.1", | |
| "ninja": "1.13.2", | |
| "numpy": "2.5.2", | |
| "nvidia-cublas": "13.1.1.3", | |
| "nvidia-cuda-cupti": "13.0.85", | |
| "nvidia-cuda-nvdisasm": "13.4.92", | |
| "nvidia-cuda-nvrtc": "13.0.88", | |
| "nvidia-cuda-runtime": "13.0.96", | |
| "nvidia-cudnn-cu13": "9.24.0.43", | |
| "nvidia-cudnn-frontend": "1.29.0", | |
| "nvidia-cufft": "12.0.0.61", | |
| "nvidia-cufile": "1.15.1.6", | |
| "nvidia-curand": "10.4.0.35", | |
| "nvidia-cusolver": "12.0.4.66", | |
| "nvidia-cusparse": "12.6.3.3", | |
| "nvidia-cusparselt-cu13": "0.8.1", | |
| "nvidia-cutlass-dsl": "4.7.1", | |
| "nvidia-cutlass-dsl-libs-base": "4.7.1", | |
| "nvidia-cutlass-dsl-libs-core": "4.7.1", | |
| "nvidia-cutlass-dsl-libs-cu12": "4.7.1", | |
| "nvidia-cutlass-dsl-libs-cu13": "4.7.1", | |
| "nvidia-ml-py": "13.610.43", | |
| "nvidia-nccl-cu13": "2.30.7", | |
| "nvidia-nvjitlink": "13.3.33", | |
| "nvidia-nvshmem-cu13": "3.4.5", | |
| "nvidia-nvtx": "13.0.85", | |
| "packaging": "26.3", | |
| "pillow": "12.3.0", | |
| "protobuf": "7.36.2", | |
| "psutil": "7.2.2", | |
| "regex": "2026.9.10", | |
| "requests": "2.34.2", | |
| "rich": "15.0.0", | |
| "safetensors": "0.8.0", | |
| "sentencepiece": "0.2.2", | |
| "setuptools": "78.1.0", | |
| "shellingham": "1.5.4", | |
| "sympy": "1.14.0", | |
| "tabulate": "0.10.0", | |
| "tokenizers": "0.23.2", | |
| "torch": "2.14.0+cu130", | |
| "torchvision": "0.29.0+cu130", | |
| "tqdm": "4.70.1", | |
| "transformers": "5.17.0", | |
| "triton": "3.8.0", | |
| "typer": "0.27.2", | |
| "typing_extensions": "4.16.0", | |
| "urllib3": "2.8.0", | |
| "zipp": "4.1.0" | |
| }, | |
| "flashinfer_commit": "975f90583d9ac8896db14cf0f26e99a853c2f136", | |
| "diffusers_commit": "80c7ed262aeffbeb43ef13ae04baeb9b84515a69", | |
| "gpu": "RTX PRO 6000 Blackwell Workstation Edition", | |
| "driver": "615.71.09", | |
| "compute_capability": "12.0" | |
| } |