Spaces:
Sleeping
Sleeping
| set -euo pipefail | |
| # 0) Environment | |
| python3 -V || true | |
| echo "[*] Installing python3-full and python3-venv if needed…" | |
| sudo apt update && sudo apt install -y python3-full python3.12-venv | |
| echo "[*] Creating virtual environment if not exists…" | |
| if [ ! -d ~/anomalib_env ]; then | |
| python3 -m venv ~/anomalib_env | |
| source ~/anomalib_env/bin/activate | |
| pip install -U pip | |
| pip install "anomalib[full]" flask requests cloudinary pillow numpy opencv-python omegaconf torch | |
| else | |
| source ~/anomalib_env/bin/activate | |
| pip install -U pip | |
| pip install "anomalib[full]" flask requests cloudinary pillow numpy opencv-python omegaconf torch | |
| fi | |
| # # 1) Train (PatchCore builds the memory bank from normals) | |
| # anomalib train \ | |
| # --config configs/patchcore_transformers.yaml | |
| # | |
| # CKPT=$(ls -1t results/transformers/patchcore/*/weights/*.ckpt | head -n 1) | |
| # echo "[*] Using checkpoint: $CKPT" | |
| # | |
| # # 2) Test/Eval on test/{normal,faulty} | |
| # anomalib test \ | |
| # --config configs/patchcore_transformers.yaml \ | |
| # --ckpt_path "$CKPT" | |
| echo | |
| echo "[✓] Done. Check:" | |
| echo " • results/transformers/patchcore/**/images/ (heatmaps & overlays)" | |
| echo " • results/transformers/patchcore/**/metrics.csv (AUROC/F1 etc.)" | |