Instructions to use alastorid/TruFor-Swift-MLX with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use alastorid/TruFor-Swift-MLX with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download alastorid/TruFor-Swift-MLX --local-dir TruFor-Swift-MLX
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Published by WaifuFinder. manifest.json pins 2 model files by SHA-256;
the app verifies every one of them, plus the licence, attribution and validation files,
before installation.
TruFor native weights for WaifuFinder (Swift/MLX)
Converted FP32 weights of the official GRIP-UNINA TruFor checkpoint (CVPR 2023) for
the native Swift/MLX runtime bundled with WaifuFinder. The conversion extracts the
927 inference tensors of the official TruFor.pth archive without importing the
upstream Python stack.
- Source checkpoint SHA-256:
ac1d90e329a72e0d66e8665e123a19e94bfae3209c3ef8a4f9ca3b91578c7844 - Converted weights SHA-256: pinned in
manifest.jsonand re-verified on install - Preprocessing: native oriented RGB,
uint8 / 256, no resize and no padding - Detection: official confidence-weighted statistics plus the trained 8-128-1 MLP
- Licence: GRIP-UNINA informational/nonprofit only; CMX components MIT. Full terms in
LICENSE.txtandLICENSE_CMX.txt. Credit GRIP-UNINA whenever results obtained with this software are made public. On 2026-10-25 a TruFor collaborator confirmed in grip-unina/TruFor#36 that the pretrained weights are covered by the same licence as the code, which restricts use to nonprofit purposes, and that all redistributions retain the original licence and remain subject to its terms, including the nonprofit-use restriction. - Validation:
validation.jsonrecords native-vs-reference parity for the detection score and the genuine anomaly, reliability and Noiseprint++ maps at native odd resolution (mask IoU 1.0, score error within 1e-5).
Hardware compatibility
Log In to add your hardware
Quantized
Inference Providers NEW
This model isn't deployed by any Inference Provider. ๐ Ask for provider support