Refactored-make_folder3d_dataset-ruff-error-C901 #1926
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Signed-off-by: sahusiddharth <[email protected]>
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Oct 16, 2024
* Refactored-make_folder3d_dataset-ruff-error-C901 (#1926) Signed-off-by: sahusiddharth <[email protected]> * Simplify folder 3d dataset (#2184) --------- Signed-off-by: sahusiddharth <[email protected]> Co-authored-by: Siddharth Sahu <[email protected]>
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* Update timm requirement from <=1.0.7,>=1.0.7 to >=1.0.7,<=1.0.9 (#2274) * Update timm requirement from <=1.0.7,>=1.0.7 to >=1.0.7,<=1.0.9 Updates the requirements on [timm](https://github.com/huggingface/pytorch-image-models) to permit the latest version. - [Release notes](https://github.com/huggingface/pytorch-image-models/releases) - [Commits](huggingface/pytorch-image-models@v1.0.7...v1.0.9) --- updated-dependencies: - dependency-name: timm dependency-type: direct:production ... Signed-off-by: dependabot[bot] <[email protected]> * Update pyproject.toml --------- Signed-off-by: dependabot[bot] <[email protected]> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Samet Akcay <[email protected]> * 🐞Update `setuptools` requirement for PEP 660 support (#2320) Update setup tools Signed-off-by: Samet Akcay <[email protected]> * Fix transforms for draem, dsr and rkde (#2324) Signed-off-by: Blaz Rolih <[email protected]> * Add check before loading metrics data from checkpoint (#2323) Add check before loading from checkpoint Signed-off-by: Blaz Rolih <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Add PIMO (#2329) * PIMO (#1726) * update Signed-off-by: jpcbertoldo <[email protected]> * test binclf curves numpy and numba and fixes Signed-off-by: jpcbertoldo <[email protected]> * correct som docstrings Signed-off-by: jpcbertoldo <[email protected]> * torch interface and tests Signed-off-by: jpcbertoldo <[email protected]> * torch interface and tests Signed-off-by: jpcbertoldo <[email protected]> * constants regrouped in dataclass as class vars Signed-off-by: jpcbertoldo <[email protected]> * result class was unneccesary for per_image_binclf_curve Signed-off-by: jpcbertoldo <[email protected]> * factorize function _get_threshs_minmax_linspace Signed-off-by: jpcbertoldo <[email protected]> * small docs fixes Signed-off-by: jpcbertoldo <[email protected]> * add pimo numpy version and test Signed-off-by: jpcbertoldo <[email protected]> * move validation Signed-off-by: jpcbertoldo <[email protected]> * add `shared_fpr_metric` option Signed-off-by: jpcbertoldo <[email protected]> * add pimo torch functional version and test Signed-off-by: jpcbertoldo <[email protected]> * add torchmetrics interface and test Signed-off-by: jpcbertoldo <[email protected]> * renames and put things in init Signed-off-by: jpcbertoldo <[email protected]> * validate inputs in result objects Signed-off-by: jpcbertoldo <[email protected]> * result objects to from dict and tests Signed-off-by: jpcbertoldo <[email protected]> * add save and load methods to result objects and test Signed-off-by: jpcbertoldo <[email protected]> * refactor validations and minor changes Signed-off-by: jpcbertoldo <[email protected]> * test result objects' properties Signed-off-by: jpcbertoldo <[email protected]> * minor refactors Signed-off-by: jpcbertoldo <[email protected]> * add missing docstrings Signed-off-by: jpcbertoldo <[email protected]> * minore vocabulary fix for consistency Signed-off-by: jpcbertoldo <[email protected]> * add per image scores statistics and test it Signed-off-by: jpcbertoldo <[email protected]> * refactor constants notation Signed-off-by: jpcbertoldo <[email protected]> * add stats tests and test it Signed-off-by: jpcbertoldo <[email protected]> * change the meaning of AUPIMO.num_thresh Signed-off-by: jpcbertoldo <[email protected]> * interface to format pairwise test results Signed-off-by: jpcbertoldo <[email protected]> * improve doc Signed-off-by: jpcbertoldo <[email protected]> * add optional `paths` to result objects and some minor fixes and refactors Signed-off-by: jpcbertoldo <[email protected]> * remove frozen from dataclasses and some done todos Signed-off-by: jpcbertoldo <[email protected]> * review headers Signed-off-by: jpcbertoldo <[email protected]> * doc modifs Signed-off-by: jpcbertoldo <[email protected]> * refactor `score_less_than_thresh` in `_binclf_one_curve_python` Signed-off-by: jpcbertoldo <[email protected]> * correct license comments Signed-off-by: jpcbertoldo <[email protected]> * fix doc Signed-off-by: jpcbertoldo <[email protected]> * numba as extra requirement Signed-off-by: jpcbertoldo <[email protected]> * refactor copyrights from jpcbertoldo Signed-off-by: jpcbertoldo <[email protected]> * remove from __future__ import annotations Signed-off-by: jpcbertoldo <[email protected]> * refactor validations names Signed-off-by: jpcbertoldo <[email protected]> * dedupe file path validation Signed-off-by: jpcbertoldo <[email protected]> * fix tests Signed-off-by: jpcbertoldo <[email protected]> * Add todo Signed-off-by: jpcbertoldo <[email protected]> * refactor enums Signed-off-by: jpcbertoldo <[email protected]> * only logger.warning Signed-off-by: jpcbertoldo <[email protected]> * refactor test imports Signed-off-by: jpcbertoldo <[email protected]> * refactor docs Signed-off-by: jpcbertoldo <[email protected]> * refactor some docs Signed-off-by: jpcbertoldo <[email protected]> * correct pre commit errors Signed-off-by: jpcbertoldo <[email protected]> * remove author tag Signed-off-by: jpcbertoldo <[email protected]> * add thrid party program Signed-off-by: jpcbertoldo <[email protected]> * Update src/anomalib/metrics/per_image/pimo.py * move HAS_NUMBA Signed-off-by: jpcbertoldo <[email protected]> * remove PIMOSharedFPRMetric Signed-off-by: jpcbertoldo <[email protected]> * make torchmetrics compute avg by dft Signed-off-by: jpcbertoldo <[email protected]> * pre-commit hooks corrections Signed-off-by: jpcbertoldo <[email protected]> * correct numpy.trapezoid Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🗑️ Remove numba (#2313) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * add third-party-programs.txt Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🗑️ Remove unused methods (#2315) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * PIMO: Port Numpy → Torch (#2316) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> * replace numpy with torch Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🔨Refactor methods across files (#2321) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> * replace numpy with torch Signed-off-by: Ashwin Vaidya <[email protected]> * refactor code Signed-off-by: Ashwin Vaidya <[email protected]> * refactor move functional inside update remove path from the metric * Add changes from comments Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Remove model to model comparison (#2325) * rename to pimo Signed-off-by: Ashwin Vaidya <[email protected]> * minor refactor Signed-off-by: Ashwin Vaidya <[email protected]> * remove model to model comparison Signed-off-by: Ashwin Vaidya <[email protected]> * fix test Signed-off-by: Ashwin Vaidya <[email protected]> * PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * Minor refactor Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * Remove unused enums Signed-off-by: Ashwin Vaidya <[email protected]> * update doc strings Signed-off-by: Ashwin Vaidya <[email protected]> * update param names Signed-off-by: Ashwin Vaidya <[email protected]> * add aupimo basic usage tutorial notebook (#2330) * add aupimo basic usage tutorial notebook Signed-off-by: jpcbertoldo <[email protected]> * update scipy import Signed-off-by: jpcbertoldo <[email protected]> * add cite us Signed-off-by: jpcbertoldo <[email protected]> * minor Signed-off-by: jpcbertoldo <[email protected]> * modify texts and add illustration Signed-off-by: jpcbertoldo <[email protected]> * udpate working dir Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Signed-off-by: Ashwin Vaidya <[email protected]> Co-authored-by: Joao P C Bertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Makes batch size dynamic (#2339) Made batch dimension of ONNX export dynamic when specifying input shape. * Add pimo tutorial advanced i (fixed) (#2336) * uset all padim features to make it deterministic Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced i Signed-off-by: jpcbertoldo <[email protected]> * update readme Signed-off-by: jpcbertoldo <[email protected]> * modify changelog Signed-off-by: jpcbertoldo <[email protected]> * correct readme Signed-off-by: jpcbertoldo <[email protected]> * correct again Signed-off-by: jpcbertoldo <[email protected]> * minor corrections Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> * Pimo tutorials/02 advanced ii (#2347) * uset all padim features to make it deterministic Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced i Signed-off-by: jpcbertoldo <[email protected]> * update readme Signed-off-by: jpcbertoldo <[email protected]> * modify changelog Signed-off-by: jpcbertoldo <[email protected]> * correct readme Signed-off-by: jpcbertoldo <[email protected]> * correct again Signed-off-by: jpcbertoldo <[email protected]> * minor corrections Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced ii (pimo curve and integration bounds) Signed-off-by: jpcbertoldo <[email protected]> * fix links Signed-off-by: jpcbertoldo <[email protected]> * correct change log Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> * Create epic.yaml * 🔨 Update the issue templates (#2363) * Update epic.yaml * Update epic.yaml * Update epic.yaml * Update epic.yaml * Update task.yaml * Create user_story.yaml * Update epic.yaml * Pimo tutorials/03 advanced iii (#2348) * add aupimo notebook advanced iii (aupimo score of a random model) Signed-off-by: jpcbertoldo <[email protected]> * add cite us Signed-off-by: jpcbertoldo <[email protected]> * update notebooks readme Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🔨 Deprecate try import and replace it with Lightning's package_available (#2373) Replace try_import with lightnings package_available function Signed-off-by: Samet Akcay <[email protected]> * Refactor folder3d to avoid complex-structure (C901) issue (#2185) * Refactored-make_folder3d_dataset-ruff-error-C901 (#1926) Signed-off-by: sahusiddharth <[email protected]> * Simplify folder 3d dataset (#2184) --------- Signed-off-by: sahusiddharth <[email protected]> Co-authored-by: Siddharth Sahu <[email protected]> --------- Signed-off-by: dependabot[bot] <[email protected]> Signed-off-by: Samet Akcay <[email protected]> Signed-off-by: Blaz Rolih <[email protected]> Signed-off-by: jpcbertoldo <[email protected]> Signed-off-by: Ashwin Vaidya <[email protected]> Signed-off-by: sahusiddharth <[email protected]> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Blaž Rolih <[email protected]> Co-authored-by: Ashwin Vaidya <[email protected]> Co-authored-by: Joao P C Bertoldo <[email protected]> Co-authored-by: Marcus Pertlwieser <[email protected]> Co-authored-by: Siddharth Sahu <[email protected]>
samet-akcay
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Nov 15, 2024
* Update timm requirement from <=1.0.7,>=1.0.7 to >=1.0.7,<=1.0.9 (#2274) * Update timm requirement from <=1.0.7,>=1.0.7 to >=1.0.7,<=1.0.9 Updates the requirements on [timm](https://github.com/huggingface/pytorch-image-models) to permit the latest version. - [Release notes](https://github.com/huggingface/pytorch-image-models/releases) - [Commits](huggingface/pytorch-image-models@v1.0.7...v1.0.9) --- updated-dependencies: - dependency-name: timm dependency-type: direct:production ... Signed-off-by: dependabot[bot] <[email protected]> * Update pyproject.toml --------- Signed-off-by: dependabot[bot] <[email protected]> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Samet Akcay <[email protected]> * 🐞Update `setuptools` requirement for PEP 660 support (#2320) Update setup tools Signed-off-by: Samet Akcay <[email protected]> * Fix transforms for draem, dsr and rkde (#2324) Signed-off-by: Blaz Rolih <[email protected]> * Add check before loading metrics data from checkpoint (#2323) Add check before loading from checkpoint Signed-off-by: Blaz Rolih <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Add PIMO (#2329) * PIMO (#1726) * update Signed-off-by: jpcbertoldo <[email protected]> * test binclf curves numpy and numba and fixes Signed-off-by: jpcbertoldo <[email protected]> * correct som docstrings Signed-off-by: jpcbertoldo <[email protected]> * torch interface and tests Signed-off-by: jpcbertoldo <[email protected]> * torch interface and tests Signed-off-by: jpcbertoldo <[email protected]> * constants regrouped in dataclass as class vars Signed-off-by: jpcbertoldo <[email protected]> * result class was unneccesary for per_image_binclf_curve Signed-off-by: jpcbertoldo <[email protected]> * factorize function _get_threshs_minmax_linspace Signed-off-by: jpcbertoldo <[email protected]> * small docs fixes Signed-off-by: jpcbertoldo <[email protected]> * add pimo numpy version and test Signed-off-by: jpcbertoldo <[email protected]> * move validation Signed-off-by: jpcbertoldo <[email protected]> * add `shared_fpr_metric` option Signed-off-by: jpcbertoldo <[email protected]> * add pimo torch functional version and test Signed-off-by: jpcbertoldo <[email protected]> * add torchmetrics interface and test Signed-off-by: jpcbertoldo <[email protected]> * renames and put things in init Signed-off-by: jpcbertoldo <[email protected]> * validate inputs in result objects Signed-off-by: jpcbertoldo <[email protected]> * result objects to from dict and tests Signed-off-by: jpcbertoldo <[email protected]> * add save and load methods to result objects and test Signed-off-by: jpcbertoldo <[email protected]> * refactor validations and minor changes Signed-off-by: jpcbertoldo <[email protected]> * test result objects' properties Signed-off-by: jpcbertoldo <[email protected]> * minor refactors Signed-off-by: jpcbertoldo <[email protected]> * add missing docstrings Signed-off-by: jpcbertoldo <[email protected]> * minore vocabulary fix for consistency Signed-off-by: jpcbertoldo <[email protected]> * add per image scores statistics and test it Signed-off-by: jpcbertoldo <[email protected]> * refactor constants notation Signed-off-by: jpcbertoldo <[email protected]> * add stats tests and test it Signed-off-by: jpcbertoldo <[email protected]> * change the meaning of AUPIMO.num_thresh Signed-off-by: jpcbertoldo <[email protected]> * interface to format pairwise test results Signed-off-by: jpcbertoldo <[email protected]> * improve doc Signed-off-by: jpcbertoldo <[email protected]> * add optional `paths` to result objects and some minor fixes and refactors Signed-off-by: jpcbertoldo <[email protected]> * remove frozen from dataclasses and some done todos Signed-off-by: jpcbertoldo <[email protected]> * review headers Signed-off-by: jpcbertoldo <[email protected]> * doc modifs Signed-off-by: jpcbertoldo <[email protected]> * refactor `score_less_than_thresh` in `_binclf_one_curve_python` Signed-off-by: jpcbertoldo <[email protected]> * correct license comments Signed-off-by: jpcbertoldo <[email protected]> * fix doc Signed-off-by: jpcbertoldo <[email protected]> * numba as extra requirement Signed-off-by: jpcbertoldo <[email protected]> * refactor copyrights from jpcbertoldo Signed-off-by: jpcbertoldo <[email protected]> * remove from __future__ import annotations Signed-off-by: jpcbertoldo <[email protected]> * refactor validations names Signed-off-by: jpcbertoldo <[email protected]> * dedupe file path validation Signed-off-by: jpcbertoldo <[email protected]> * fix tests Signed-off-by: jpcbertoldo <[email protected]> * Add todo Signed-off-by: jpcbertoldo <[email protected]> * refactor enums Signed-off-by: jpcbertoldo <[email protected]> * only logger.warning Signed-off-by: jpcbertoldo <[email protected]> * refactor test imports Signed-off-by: jpcbertoldo <[email protected]> * refactor docs Signed-off-by: jpcbertoldo <[email protected]> * refactor some docs Signed-off-by: jpcbertoldo <[email protected]> * correct pre commit errors Signed-off-by: jpcbertoldo <[email protected]> * remove author tag Signed-off-by: jpcbertoldo <[email protected]> * add thrid party program Signed-off-by: jpcbertoldo <[email protected]> * Update src/anomalib/metrics/per_image/pimo.py * move HAS_NUMBA Signed-off-by: jpcbertoldo <[email protected]> * remove PIMOSharedFPRMetric Signed-off-by: jpcbertoldo <[email protected]> * make torchmetrics compute avg by dft Signed-off-by: jpcbertoldo <[email protected]> * pre-commit hooks corrections Signed-off-by: jpcbertoldo <[email protected]> * correct numpy.trapezoid Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🗑️ Remove numba (#2313) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * add third-party-programs.txt Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🗑️ Remove unused methods (#2315) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * PIMO: Port Numpy → Torch (#2316) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> * replace numpy with torch Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🔨Refactor methods across files (#2321) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> * replace numpy with torch Signed-off-by: Ashwin Vaidya <[email protected]> * refactor code Signed-off-by: Ashwin Vaidya <[email protected]> * refactor move functional inside update remove path from the metric * Add changes from comments Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Remove model to model comparison (#2325) * rename to pimo Signed-off-by: Ashwin Vaidya <[email protected]> * minor refactor Signed-off-by: Ashwin Vaidya <[email protected]> * remove model to model comparison Signed-off-by: Ashwin Vaidya <[email protected]> * fix test Signed-off-by: Ashwin Vaidya <[email protected]> * PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * Minor refactor Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * Remove unused enums Signed-off-by: Ashwin Vaidya <[email protected]> * update doc strings Signed-off-by: Ashwin Vaidya <[email protected]> * update param names Signed-off-by: Ashwin Vaidya <[email protected]> * add aupimo basic usage tutorial notebook (#2330) * add aupimo basic usage tutorial notebook Signed-off-by: jpcbertoldo <[email protected]> * update scipy import Signed-off-by: jpcbertoldo <[email protected]> * add cite us Signed-off-by: jpcbertoldo <[email protected]> * minor Signed-off-by: jpcbertoldo <[email protected]> * modify texts and add illustration Signed-off-by: jpcbertoldo <[email protected]> * udpate working dir Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Signed-off-by: Ashwin Vaidya <[email protected]> Co-authored-by: Joao P C Bertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Makes batch size dynamic (#2339) Made batch dimension of ONNX export dynamic when specifying input shape. * Add pimo tutorial advanced i (fixed) (#2336) * uset all padim features to make it deterministic Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced i Signed-off-by: jpcbertoldo <[email protected]> * update readme Signed-off-by: jpcbertoldo <[email protected]> * modify changelog Signed-off-by: jpcbertoldo <[email protected]> * correct readme Signed-off-by: jpcbertoldo <[email protected]> * correct again Signed-off-by: jpcbertoldo <[email protected]> * minor corrections Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> * Pimo tutorials/02 advanced ii (#2347) * uset all padim features to make it deterministic Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced i Signed-off-by: jpcbertoldo <[email protected]> * update readme Signed-off-by: jpcbertoldo <[email protected]> * modify changelog Signed-off-by: jpcbertoldo <[email protected]> * correct readme Signed-off-by: jpcbertoldo <[email protected]> * correct again Signed-off-by: jpcbertoldo <[email protected]> * minor corrections Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced ii (pimo curve and integration bounds) Signed-off-by: jpcbertoldo <[email protected]> * fix links Signed-off-by: jpcbertoldo <[email protected]> * correct change log Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> * Create epic.yaml * 🔨 Update the issue templates (#2363) * Update epic.yaml * Update epic.yaml * Update epic.yaml * Update epic.yaml * Update task.yaml * Create user_story.yaml * Update epic.yaml * Pimo tutorials/03 advanced iii (#2348) * add aupimo notebook advanced iii (aupimo score of a random model) Signed-off-by: jpcbertoldo <[email protected]> * add cite us Signed-off-by: jpcbertoldo <[email protected]> * update notebooks readme Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🔨 Deprecate try import and replace it with Lightning's package_available (#2373) Replace try_import with lightnings package_available function Signed-off-by: Samet Akcay <[email protected]> * Refactor folder3d to avoid complex-structure (C901) issue (#2185) * Refactored-make_folder3d_dataset-ruff-error-C901 (#1926) Signed-off-by: sahusiddharth <[email protected]> * Simplify folder 3d dataset (#2184) --------- Signed-off-by: sahusiddharth <[email protected]> Co-authored-by: Siddharth Sahu <[email protected]> * 🚀 Add datumaro annotation dataloader (#2377) * Add datumaro annotation dataloader Signed-off-by: Ashwin Vaidya <[email protected]> * Update changelog Signed-off-by: Ashwin Vaidya <[email protected]> * Add examples Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Pimo tutorials/04 advanced iv (#2352) * add notebook 701e_aupimo_advanced_iv on load/save and statistical comparisons Signed-off-by: jpcbertoldo <[email protected]> * make `AUPIMOResult.num_thresholds` optional Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced iv (load/save and statistical tests) Signed-off-by: jpcbertoldo <[email protected]> * simplify cite us and mention intal Signed-off-by: jpcbertoldo <[email protected]> * fix readme Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🐞 Defer OpenVINO import to avoid unnecessary warnings (#2385) * Fix openvino import issue Signed-off-by: Samet Akcay <[email protected]> * Fix pre-commit issues Signed-off-by: Samet Akcay <[email protected]> --------- Signed-off-by: Samet Akcay <[email protected]> * 🚀 Add VLM based Anomaly Model (#2344) * [Draft] Llm on (#2165) * Add TaskType Explanation Signed-off-by: Bepitic <[email protected]> * Add llm model Signed-off-by: Bepitic <[email protected]> * add ollama Signed-off-by: Bepitic <[email protected]> * better description for descr in title Signed-off-by: Bepitic <[email protected]> * add text of llm into imageResult visualization * add text of llm into imageResult visualization Signed-off-by: Bepitic <[email protected]> * latest changes Signed-off-by: Bepitic <[email protected]> * add wip llava/llava_next Signed-off-by: Bepitic <[email protected]> * add init Signed-off-by: Bepitic <[email protected]> * add text of llm into imageResult visualization Signed-off-by: Bepitic <[email protected]> * latest changes Signed-off-by: Bepitic <[email protected]> * upd Lint Signed-off-by: Bepitic <[email protected]> * fix visualization with description Signed-off-by: Bepitic <[email protected]> * show the images every batch Signed-off-by: Bepitic <[email protected]> * fix docstring and error management Signed-off-by: Bepitic <[email protected]> * Add compatibility for TaskType.EXPLANATION. Signed-off-by: Bepitic <[email protected]> * Remove, show in the engine-Visualization. * fix visualization and llm openai multishot. * fix Circular import problem * Add HugginFace To LLavaNext Signed-off-by: Bepitic <[email protected]> --------- Signed-off-by: Bepitic <[email protected]> * 🔨 Scaffold for refactor (#2340) * initial scafold Signed-off-by: Ashwin Vaidya <[email protected]> * Apply PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * rename dir Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT (#2341) * initial scafold Signed-off-by: Ashwin Vaidya <[email protected]> * Apply PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * rename dir Signed-off-by: Ashwin Vaidya <[email protected]> * delete llm_ollama Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT Signed-off-by: Ashwin Vaidya <[email protected]> * Remove LLM model Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Add Huggingface (#2343) * initial scafold Signed-off-by: Ashwin Vaidya <[email protected]> * Apply PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * rename dir Signed-off-by: Ashwin Vaidya <[email protected]> * delete llm_ollama Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT Signed-off-by: Ashwin Vaidya <[email protected]> * Remove LLM model Signed-off-by: Ashwin Vaidya <[email protected]> * Add transformers Signed-off-by: Ashwin Vaidya <[email protected]> * Remove llava Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🔨 Minor Refactor (#2345) Refactor Signed-off-by: Ashwin Vaidya <[email protected]> * undo changes Signed-off-by: Ashwin Vaidya <[email protected]> * undo changes Signed-off-by: Ashwin Vaidya <[email protected]> * undo changes to image.py Signed-off-by: Ashwin Vaidya <[email protected]> * Add explanation visualizer (#2351) * Add explanation visualizer Signed-off-by: Ashwin Vaidya <[email protected]> * bug-fix Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🔨 Allow setting API keys from env (#2353) Allow setting API keys from env Signed-off-by: Ashwin Vaidya <[email protected]> * 🧪 Add tests (#2355) * Add tests Signed-off-by: Ashwin Vaidya <[email protected]> * remove explanation task type Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * minor fixes Signed-off-by: Ashwin Vaidya <[email protected]> * Update changelog Signed-off-by: Ashwin Vaidya <[email protected]> * Fix tests Signed-off-by: Ashwin Vaidya <[email protected]> * Address PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * update name Signed-off-by: Ashwin Vaidya <[email protected]> * Update src/anomalib/models/image/vlm_ad/lightning_model.py Co-authored-by: Samet Akcay <[email protected]> * update name Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Bepitic <[email protected]> Signed-off-by: Ashwin Vaidya <[email protected]> Co-authored-by: Paco <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Add ensembling methods for tiling to Anomalib (#1226) * Fixed broken links in readme * Fixed inference command in readme * Add tiling for ensemble * Add tests for tiling for ensemble * Moved ensemble tiler to separate file * Modify padim config for ensemble * Add tiling to dataset * Revert changes to train * Add tiling to collate fn * Fix tiling in collate * Change val. function to protected * Add tile number logic * Move collate fn to separate file * Update tests for tiler * Add training loop for ensemble * Add model input size setup * Move ens config to separate file * Revert mvtec modifications * Remove unused imports in mvtec * Add batch adjustment to untiling * Add predict step to ensemble * Add comment and docstring to tile joining function * Move tile joining to separate function * Add joining for all tiled data * Add joining for all box data * Refactor pred. joining as modular class * Fix box joining * Add label and score joining * Add ensemble visualization * Add end of predict hook * Add metric computation * Fix metric thresholds * Add removal of individual visualization * Add demo1 notebook * Add docstrings and cleanup * Add memory benchmark * Add modular class for storing predictions * Add metric to separate class * Refactor to support prediction data class * Rename predictions class * Add filesystem predictions class * Add resized predictions class * Fix joiner for classification task * Add page peak to memory benchmark * Add global stats calculation * Add docstrings to stats calculation * Refactor joiner for pipeline * Refactor stats into pipeline * Refactor metrics as pipeline block * Refactor visualization as pipeline block * Refactor postprocessing into a pipeline * Add normalization and thresholding on joined predictions * Refactor tiler to accept config file * Add smoothing of tile joins. * Refactor ensemble datamodule preparation * Remove unused changes in dataloader * Fix metric configuration * Fix box coordinates in joining * Add ensemble callbacks preparation function * Fix box prediction bug in postprocess * Add ensemble params to config * Refactor postprocessing. * Refactor post-processing * Refactor predictions * Code cleanup * Optimize prediction storage * Make join smoothing configurable * Cleanup before PR * Fix stats pipeline * Fix logging strings * Fix memory benchmark * Fix tiler issues * Fix import issues * Fix naming in metrics and visualization * Fix cyclic import * Make logging lazy * Refactor tiler tests * Added collate tiling tests * Added ensemble helper functions tests * Refactor for dummy ensemble config * Refactor for dummy base config * Add tests for prediction storage * Add tests for prediction joiner * Add tests for visualization * Fix small issues in tests * Add metrics test * Add post-processing tests * Fix tiler to work with different instance * Move seed setting inside train loop * Fix pipeline stats bug * Rename ensemble config fixture * Add pipeline tests * Fix config in pipeline tests * Add training script test * Fix types and docstrings * Move and rename to tiled_ensemble * Fix bug in label joining. * Remove memory benchmark * Cleanup files * Fix metrics setup * Rename collate function * Add license to test files * Rename fixtures * Add more comments to tiled ensemble training * Add start of training log message * Refactor tiler to have explicit arguments * Refactor pred. storage to have explicit arguments * Refactor metrics to have explicit arguments * Refactor visualization to have explicit arguments * Refactor post-processing to have explicit arguments * Sort imports * Add test ensemble script * Fix join smoothing bug * Add more documentation to doc-strings * Remove unused import * Add brief tiled ensemble documentation * Update typehints * Make training args more clear * Revert addition of no threshold option. * Refactor normalization and threshold config * Remove tiled ensemble from docs index * Add comments to clarify parts of ensemble config * Improve ensemble config comments * Add num_tiles attribute to tiler. * Fix metrics process docstring * Fix visualization bug and cover with test * Replace strings with enum * Improve comments in joiner. * Fix bug when model doesn't have anomaly maps. * Improve docstrings (types, clarify). * Fix visualization tests * Fix dict membership checks * Add saving of ensemble config file * Update test script args * Cover test script with tests * Update export warning * Fix case when no test or val data * Improve documentation images * Add images for documentation * Add codacy suggestion * Refactor joiner to single class * Refactor storage names and config * Update normalization and threshold stage names * Add transforms independent input size to models Signed-off-by: blaz-r <[email protected]> * Make collate function a datamodule attribute Signed-off-by: blaz-r <[email protected]> * Refactor tiled ensemble train into pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor tiled ensemble prediction into pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor tiled ensemble merging into pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor tiled ensemble seam smoothing into pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor tiled stats calculation into pipeline step Signed-off-by: blaz-r <[email protected]> * Fix ckpt loading when predicting on test set. Signed-off-by: blaz-r <[email protected]> * Add logging and add tqdm to pipeline steps. Signed-off-by: blaz-r <[email protected]> * Refactor normalization pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor thresholding into new pipeline job * Fix transforms issue when predicting with dataloader * Add visualization as new pipeline step * Add metrics as new pipeline step * Format the code and address some lint problems Signed-off-by: Blaz Rolih <[email protected]> * Add code to skip test if test split is none Signed-off-by: Blaz Rolih <[email protected]> * Add accelerator to metrics and smoothing Signed-off-by: Blaz Rolih <[email protected]> * Make threshold acq helper function and add to threshold to metrics Signed-off-by: Blaz Rolih <[email protected]> * Make a separate test pipeline Signed-off-by: Blaz Rolih <[email protected]> * Restructure tiled ensemble files into directories Signed-off-by: Blaz Rolih <[email protected]> * Pipeline code cleanup Signed-off-by: Blaz Rolih <[email protected]> * Remove old tiled ensemble files Signed-off-by: blaz-r <[email protected]> * Remove old post processing files Signed-off-by: blaz-r <[email protected]> * Fix sigma value read in smoothing Signed-off-by: blaz-r <[email protected]> * Update stats calc and normalization Signed-off-by: blaz-r <[email protected]> * Update args naming convention Signed-off-by: blaz-r <[email protected]> * Refactor code for nice config Signed-off-by: blaz-r <[email protected]> * Update docs structure for new system Signed-off-by: blaz-r <[email protected]> * Cleanup train code Signed-off-by: blaz-r <[email protected]> * Fix test script args Signed-off-by: blaz-r <[email protected]> * Update box merging Signed-off-by: blaz-r <[email protected]> * Refactor helper function tests Signed-off-by: blaz-r <[email protected]> * Small changes in helper and engine Signed-off-by: blaz-r <[email protected]> * Refactor merging tests Signed-off-by: blaz-r <[email protected]> * Refactor tiling tests Signed-off-by: blaz-r <[email protected]> * Refactor metrics test Signed-off-by: blaz-r <[email protected]> * Add support for different threshold methods Signed-off-by: blaz-r <[email protected]> * Format tests Signed-off-by: blaz-r <[email protected]> * Change test to predict Signed-off-by: blaz-r <[email protected]> * Refactor stats calculation tests Signed-off-by: blaz-r <[email protected]> * Refactor prediction data tests Signed-off-by: blaz-r <[email protected]> * Update metrics tests Signed-off-by: blaz-r <[email protected]> * Move metrics tests to components Signed-off-by: blaz-r <[email protected]> * Refactor seam smoothing tests Signed-off-by: blaz-r <[email protected]> * Refactor normalization tests Signed-off-by: blaz-r <[email protected]> * Move mock stats to conftest Signed-off-by: blaz-r <[email protected]> * Fix typehints for generator Signed-off-by: blaz-r <[email protected]> * Refactor threshold tests Signed-off-by: blaz-r <[email protected]> * Temporarily disable box minmax Signed-off-by: blaz-r <[email protected]> * Add tiled ensemble integration test Signed-off-by: blaz-r <[email protected]> * Fix normalization tests and add additional merging test Signed-off-by: blaz-r <[email protected]> * Add tile collater tests Signed-off-by: blaz-r <[email protected]> * Change dataset in tests to dummy Signed-off-by: blaz-r <[email protected]> * Format and fix linter errors Signed-off-by: blaz-r <[email protected]> * Format and some cleanup Signed-off-by: blaz-r <[email protected]> * Rename predict to eval Signed-off-by: blaz-r <[email protected]> * Update docs for refactored version of code Signed-off-by: blaz-r <[email protected]> * Cleanup the docs Signed-off-by: blaz-r <[email protected]> * Update ensemble engine Signed-off-by: blaz-r <[email protected]> * Remove boxes from pipelines and tests Signed-off-by: blaz-r <[email protected]> * Fix TODO comment issue Signed-off-by: blaz-r <[email protected]> * Fix unused model in ens. engine Signed-off-by: blaz-r <[email protected]> * Fix path case in test Signed-off-by: blaz-r <[email protected]> * Change temporary dir to project_path Signed-off-by: blaz-r <[email protected]> * Change mvtec to MVTec in test path Signed-off-by: Blaz Rolih <[email protected]> --------- Signed-off-by: blaz-r <[email protected]> Signed-off-by: Blaz Rolih <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 📚 Add training from a checkpoint example (#2389) * Add training from a checkpoint example Signed-off-by: Samet Akcay <[email protected]> * Replace patchcore example with efficient-ad Signed-off-by: Samet Akcay <[email protected]> --------- Signed-off-by: Samet Akcay <[email protected]> * Export experiment duration in seconds in CSV. (#2392) * Export experiment duration in seconds in CSV. Signed-off-by: Weilin Xu <[email protected]> * Update CHANGELOG Signed-off-by: Weilin Xu <[email protected]> * Log fit and test durations separately. Signed-off-by: Weilin Xu <[email protected]> --------- Signed-off-by: Weilin Xu <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Make single GPU benchmarking 5x more efficient (#2390) * Use SerialRunner if only one CUDA device is available. Signed-off-by: Weilin Xu <[email protected]> * Resolve PLR6201. Signed-off-by: Weilin Xu <[email protected]> * Update CHANGELOG. Signed-off-by: Weilin Xu <[email protected]> * Keep the same logging level in benchmarking. Signed-off-by: Weilin Xu <[email protected]> --------- Signed-off-by: Weilin Xu <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🐞 Fix installation package issues (#2395) * Update the coverage settings Signed-off-by: Samet Akcay <[email protected]> * Remove VlmAd's relative import Signed-off-by: Samet Akcay <[email protected]> * Revert relative imports Signed-off-by: Samet Akcay <[email protected]> * Add type checking Signed-off-by: Samet Akcay <[email protected]> --------- Signed-off-by: Samet Akcay <[email protected]> * Export the flattened config in benchmark CSV. (#2391) * Export the flattened config in benchmark CSV. Signed-off-by: Weilin Xu <[email protected]> * Update CHANGELOG Signed-off-by: Weilin Xu <[email protected]> * Reuse the existing flatten_dict(). Signed-off-by: Weilin Xu <[email protected]> --------- Signed-off-by: Weilin Xu <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * `v1.2.0` Release (#2397) Prepare v1.2.0 release (#2396) * Update changelog * Update the version in __init__ --------- Signed-off-by: Samet Akcay <[email protected]> * Bump Anomalib version to `2.0.0dev` in `main` (#2402) Update __init__.py * 🐞Replace package_available with module_available (#2407) * fix datumaro config * fix edge case in benchmarking pipeline * fix vlm ad * remove ensemble tiling in preparation of refactor --------- Signed-off-by: dependabot[bot] <[email protected]> Signed-off-by: Samet Akcay <[email protected]> Signed-off-by: Blaz Rolih <[email protected]> Signed-off-by: jpcbertoldo <[email protected]> Signed-off-by: Ashwin Vaidya <[email protected]> Signed-off-by: sahusiddharth <[email protected]> Signed-off-by: Bepitic <[email protected]> Signed-off-by: blaz-r <[email protected]> Signed-off-by: Weilin Xu <[email protected]> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Samet Akcay <[email protected]> Co-authored-by: Blaž Rolih <[email protected]> Co-authored-by: Ashwin Vaidya <[email protected]> Co-authored-by: Joao P C Bertoldo <[email protected]> Co-authored-by: Marcus Pertlwieser <[email protected]> Co-authored-by: Siddharth Sahu <[email protected]> Co-authored-by: Paco <[email protected]> Co-authored-by: Weilin Xu <[email protected]> Co-authored-by: Harim Kang <[email protected]>
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* Update timm requirement from <=1.0.7,>=1.0.7 to >=1.0.7,<=1.0.9 (#2274) * Update timm requirement from <=1.0.7,>=1.0.7 to >=1.0.7,<=1.0.9 Updates the requirements on [timm](https://github.com/huggingface/pytorch-image-models) to permit the latest version. - [Release notes](https://github.com/huggingface/pytorch-image-models/releases) - [Commits](huggingface/pytorch-image-models@v1.0.7...v1.0.9) --- updated-dependencies: - dependency-name: timm dependency-type: direct:production ... Signed-off-by: dependabot[bot] <[email protected]> * Update pyproject.toml --------- Signed-off-by: dependabot[bot] <[email protected]> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Samet Akcay <[email protected]> * 🐞Update `setuptools` requirement for PEP 660 support (#2320) Update setup tools Signed-off-by: Samet Akcay <[email protected]> * Fix transforms for draem, dsr and rkde (#2324) Signed-off-by: Blaz Rolih <[email protected]> * Add check before loading metrics data from checkpoint (#2323) Add check before loading from checkpoint Signed-off-by: Blaz Rolih <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Add PIMO (#2329) * PIMO (#1726) * update Signed-off-by: jpcbertoldo <[email protected]> * test binclf curves numpy and numba and fixes Signed-off-by: jpcbertoldo <[email protected]> * correct som docstrings Signed-off-by: jpcbertoldo <[email protected]> * torch interface and tests Signed-off-by: jpcbertoldo <[email protected]> * torch interface and tests Signed-off-by: jpcbertoldo <[email protected]> * constants regrouped in dataclass as class vars Signed-off-by: jpcbertoldo <[email protected]> * result class was unneccesary for per_image_binclf_curve Signed-off-by: jpcbertoldo <[email protected]> * factorize function _get_threshs_minmax_linspace Signed-off-by: jpcbertoldo <[email protected]> * small docs fixes Signed-off-by: jpcbertoldo <[email protected]> * add pimo numpy version and test Signed-off-by: jpcbertoldo <[email protected]> * move validation Signed-off-by: jpcbertoldo <[email protected]> * add `shared_fpr_metric` option Signed-off-by: jpcbertoldo <[email protected]> * add pimo torch functional version and test Signed-off-by: jpcbertoldo <[email protected]> * add torchmetrics interface and test Signed-off-by: jpcbertoldo <[email protected]> * renames and put things in init Signed-off-by: jpcbertoldo <[email protected]> * validate inputs in result objects Signed-off-by: jpcbertoldo <[email protected]> * result objects to from dict and tests Signed-off-by: jpcbertoldo <[email protected]> * add save and load methods to result objects and test Signed-off-by: jpcbertoldo <[email protected]> * refactor validations and minor changes Signed-off-by: jpcbertoldo <[email protected]> * test result objects' properties Signed-off-by: jpcbertoldo <[email protected]> * minor refactors Signed-off-by: jpcbertoldo <[email protected]> * add missing docstrings Signed-off-by: jpcbertoldo <[email protected]> * minore vocabulary fix for consistency Signed-off-by: jpcbertoldo <[email protected]> * add per image scores statistics and test it Signed-off-by: jpcbertoldo <[email protected]> * refactor constants notation Signed-off-by: jpcbertoldo <[email protected]> * add stats tests and test it Signed-off-by: jpcbertoldo <[email protected]> * change the meaning of AUPIMO.num_thresh Signed-off-by: jpcbertoldo <[email protected]> * interface to format pairwise test results Signed-off-by: jpcbertoldo <[email protected]> * improve doc Signed-off-by: jpcbertoldo <[email protected]> * add optional `paths` to result objects and some minor fixes and refactors Signed-off-by: jpcbertoldo <[email protected]> * remove frozen from dataclasses and some done todos Signed-off-by: jpcbertoldo <[email protected]> * review headers Signed-off-by: jpcbertoldo <[email protected]> * doc modifs Signed-off-by: jpcbertoldo <[email protected]> * refactor `score_less_than_thresh` in `_binclf_one_curve_python` Signed-off-by: jpcbertoldo <[email protected]> * correct license comments Signed-off-by: jpcbertoldo <[email protected]> * fix doc Signed-off-by: jpcbertoldo <[email protected]> * numba as extra requirement Signed-off-by: jpcbertoldo <[email protected]> * refactor copyrights from jpcbertoldo Signed-off-by: jpcbertoldo <[email protected]> * remove from __future__ import annotations Signed-off-by: jpcbertoldo <[email protected]> * refactor validations names Signed-off-by: jpcbertoldo <[email protected]> * dedupe file path validation Signed-off-by: jpcbertoldo <[email protected]> * fix tests Signed-off-by: jpcbertoldo <[email protected]> * Add todo Signed-off-by: jpcbertoldo <[email protected]> * refactor enums Signed-off-by: jpcbertoldo <[email protected]> * only logger.warning Signed-off-by: jpcbertoldo <[email protected]> * refactor test imports Signed-off-by: jpcbertoldo <[email protected]> * refactor docs Signed-off-by: jpcbertoldo <[email protected]> * refactor some docs Signed-off-by: jpcbertoldo <[email protected]> * correct pre commit errors Signed-off-by: jpcbertoldo <[email protected]> * remove author tag Signed-off-by: jpcbertoldo <[email protected]> * add thrid party program Signed-off-by: jpcbertoldo <[email protected]> * Update src/anomalib/metrics/per_image/pimo.py * move HAS_NUMBA Signed-off-by: jpcbertoldo <[email protected]> * remove PIMOSharedFPRMetric Signed-off-by: jpcbertoldo <[email protected]> * make torchmetrics compute avg by dft Signed-off-by: jpcbertoldo <[email protected]> * pre-commit hooks corrections Signed-off-by: jpcbertoldo <[email protected]> * correct numpy.trapezoid Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🗑️ Remove numba (#2313) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * add third-party-programs.txt Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🗑️ Remove unused methods (#2315) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * PIMO: Port Numpy → Torch (#2316) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> * replace numpy with torch Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🔨Refactor methods across files (#2321) * remove numba Signed-off-by: Ashwin Vaidya <[email protected]> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <[email protected]> * remove all unused methods Signed-off-by: Ashwin Vaidya <[email protected]> * replace numpy with torch Signed-off-by: Ashwin Vaidya <[email protected]> * refactor code Signed-off-by: Ashwin Vaidya <[email protected]> * refactor move functional inside update remove path from the metric * Add changes from comments Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Remove model to model comparison (#2325) * rename to pimo Signed-off-by: Ashwin Vaidya <[email protected]> * minor refactor Signed-off-by: Ashwin Vaidya <[email protected]> * remove model to model comparison Signed-off-by: Ashwin Vaidya <[email protected]> * fix test Signed-off-by: Ashwin Vaidya <[email protected]> * PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * Minor refactor Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * Remove unused enums Signed-off-by: Ashwin Vaidya <[email protected]> * update doc strings Signed-off-by: Ashwin Vaidya <[email protected]> * update param names Signed-off-by: Ashwin Vaidya <[email protected]> * add aupimo basic usage tutorial notebook (#2330) * add aupimo basic usage tutorial notebook Signed-off-by: jpcbertoldo <[email protected]> * update scipy import Signed-off-by: jpcbertoldo <[email protected]> * add cite us Signed-off-by: jpcbertoldo <[email protected]> * minor Signed-off-by: jpcbertoldo <[email protected]> * modify texts and add illustration Signed-off-by: jpcbertoldo <[email protected]> * udpate working dir Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Signed-off-by: Ashwin Vaidya <[email protected]> Co-authored-by: Joao P C Bertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Makes batch size dynamic (#2339) Made batch dimension of ONNX export dynamic when specifying input shape. * Add pimo tutorial advanced i (fixed) (#2336) * uset all padim features to make it deterministic Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced i Signed-off-by: jpcbertoldo <[email protected]> * update readme Signed-off-by: jpcbertoldo <[email protected]> * modify changelog Signed-off-by: jpcbertoldo <[email protected]> * correct readme Signed-off-by: jpcbertoldo <[email protected]> * correct again Signed-off-by: jpcbertoldo <[email protected]> * minor corrections Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> * Pimo tutorials/02 advanced ii (#2347) * uset all padim features to make it deterministic Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced i Signed-off-by: jpcbertoldo <[email protected]> * update readme Signed-off-by: jpcbertoldo <[email protected]> * modify changelog Signed-off-by: jpcbertoldo <[email protected]> * correct readme Signed-off-by: jpcbertoldo <[email protected]> * correct again Signed-off-by: jpcbertoldo <[email protected]> * minor corrections Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced ii (pimo curve and integration bounds) Signed-off-by: jpcbertoldo <[email protected]> * fix links Signed-off-by: jpcbertoldo <[email protected]> * correct change log Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> * Create epic.yaml * 🔨 Update the issue templates (#2363) * Update epic.yaml * Update epic.yaml * Update epic.yaml * Update epic.yaml * Update task.yaml * Create user_story.yaml * Update epic.yaml * Pimo tutorials/03 advanced iii (#2348) * add aupimo notebook advanced iii (aupimo score of a random model) Signed-off-by: jpcbertoldo <[email protected]> * add cite us Signed-off-by: jpcbertoldo <[email protected]> * update notebooks readme Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🔨 Deprecate try import and replace it with Lightning's package_available (#2373) Replace try_import with lightnings package_available function Signed-off-by: Samet Akcay <[email protected]> * Refactor folder3d to avoid complex-structure (C901) issue (#2185) * Refactored-make_folder3d_dataset-ruff-error-C901 (#1926) Signed-off-by: sahusiddharth <[email protected]> * Simplify folder 3d dataset (#2184) --------- Signed-off-by: sahusiddharth <[email protected]> Co-authored-by: Siddharth Sahu <[email protected]> * 🚀 Add datumaro annotation dataloader (#2377) * Add datumaro annotation dataloader Signed-off-by: Ashwin Vaidya <[email protected]> * Update changelog Signed-off-by: Ashwin Vaidya <[email protected]> * Add examples Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Pimo tutorials/04 advanced iv (#2352) * add notebook 701e_aupimo_advanced_iv on load/save and statistical comparisons Signed-off-by: jpcbertoldo <[email protected]> * make `AUPIMOResult.num_thresholds` optional Signed-off-by: jpcbertoldo <[email protected]> * add aupimo notebook advanced iv (load/save and statistical tests) Signed-off-by: jpcbertoldo <[email protected]> * simplify cite us and mention intal Signed-off-by: jpcbertoldo <[email protected]> * fix readme Signed-off-by: jpcbertoldo <[email protected]> --------- Signed-off-by: jpcbertoldo <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🐞 Defer OpenVINO import to avoid unnecessary warnings (#2385) * Fix openvino import issue Signed-off-by: Samet Akcay <[email protected]> * Fix pre-commit issues Signed-off-by: Samet Akcay <[email protected]> --------- Signed-off-by: Samet Akcay <[email protected]> * 🚀 Add VLM based Anomaly Model (#2344) * [Draft] Llm on (#2165) * Add TaskType Explanation Signed-off-by: Bepitic <[email protected]> * Add llm model Signed-off-by: Bepitic <[email protected]> * add ollama Signed-off-by: Bepitic <[email protected]> * better description for descr in title Signed-off-by: Bepitic <[email protected]> * add text of llm into imageResult visualization * add text of llm into imageResult visualization Signed-off-by: Bepitic <[email protected]> * latest changes Signed-off-by: Bepitic <[email protected]> * add wip llava/llava_next Signed-off-by: Bepitic <[email protected]> * add init Signed-off-by: Bepitic <[email protected]> * add text of llm into imageResult visualization Signed-off-by: Bepitic <[email protected]> * latest changes Signed-off-by: Bepitic <[email protected]> * upd Lint Signed-off-by: Bepitic <[email protected]> * fix visualization with description Signed-off-by: Bepitic <[email protected]> * show the images every batch Signed-off-by: Bepitic <[email protected]> * fix docstring and error management Signed-off-by: Bepitic <[email protected]> * Add compatibility for TaskType.EXPLANATION. Signed-off-by: Bepitic <[email protected]> * Remove, show in the engine-Visualization. * fix visualization and llm openai multishot. * fix Circular import problem * Add HugginFace To LLavaNext Signed-off-by: Bepitic <[email protected]> --------- Signed-off-by: Bepitic <[email protected]> * 🔨 Scaffold for refactor (#2340) * initial scafold Signed-off-by: Ashwin Vaidya <[email protected]> * Apply PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * rename dir Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT (#2341) * initial scafold Signed-off-by: Ashwin Vaidya <[email protected]> * Apply PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * rename dir Signed-off-by: Ashwin Vaidya <[email protected]> * delete llm_ollama Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT Signed-off-by: Ashwin Vaidya <[email protected]> * Remove LLM model Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * Add Huggingface (#2343) * initial scafold Signed-off-by: Ashwin Vaidya <[email protected]> * Apply PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * rename dir Signed-off-by: Ashwin Vaidya <[email protected]> * delete llm_ollama Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT Signed-off-by: Ashwin Vaidya <[email protected]> * Add ChatGPT Signed-off-by: Ashwin Vaidya <[email protected]> * Remove LLM model Signed-off-by: Ashwin Vaidya <[email protected]> * Add transformers Signed-off-by: Ashwin Vaidya <[email protected]> * Remove llava Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🔨 Minor Refactor (#2345) Refactor Signed-off-by: Ashwin Vaidya <[email protected]> * undo changes Signed-off-by: Ashwin Vaidya <[email protected]> * undo changes Signed-off-by: Ashwin Vaidya <[email protected]> * undo changes to image.py Signed-off-by: Ashwin Vaidya <[email protected]> * Add explanation visualizer (#2351) * Add explanation visualizer Signed-off-by: Ashwin Vaidya <[email protected]> * bug-fix Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * 🔨 Allow setting API keys from env (#2353) Allow setting API keys from env Signed-off-by: Ashwin Vaidya <[email protected]> * 🧪 Add tests (#2355) * Add tests Signed-off-by: Ashwin Vaidya <[email protected]> * remove explanation task type Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Ashwin Vaidya <[email protected]> * minor fixes Signed-off-by: Ashwin Vaidya <[email protected]> * Update changelog Signed-off-by: Ashwin Vaidya <[email protected]> * Fix tests Signed-off-by: Ashwin Vaidya <[email protected]> * Address PR comments Signed-off-by: Ashwin Vaidya <[email protected]> * update name Signed-off-by: Ashwin Vaidya <[email protected]> * Update src/anomalib/models/image/vlm_ad/lightning_model.py Co-authored-by: Samet Akcay <[email protected]> * update name Signed-off-by: Ashwin Vaidya <[email protected]> --------- Signed-off-by: Bepitic <[email protected]> Signed-off-by: Ashwin Vaidya <[email protected]> Co-authored-by: Paco <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Add ensembling methods for tiling to Anomalib (#1226) * Fixed broken links in readme * Fixed inference command in readme * Add tiling for ensemble * Add tests for tiling for ensemble * Moved ensemble tiler to separate file * Modify padim config for ensemble * Add tiling to dataset * Revert changes to train * Add tiling to collate fn * Fix tiling in collate * Change val. function to protected * Add tile number logic * Move collate fn to separate file * Update tests for tiler * Add training loop for ensemble * Add model input size setup * Move ens config to separate file * Revert mvtec modifications * Remove unused imports in mvtec * Add batch adjustment to untiling * Add predict step to ensemble * Add comment and docstring to tile joining function * Move tile joining to separate function * Add joining for all tiled data * Add joining for all box data * Refactor pred. joining as modular class * Fix box joining * Add label and score joining * Add ensemble visualization * Add end of predict hook * Add metric computation * Fix metric thresholds * Add removal of individual visualization * Add demo1 notebook * Add docstrings and cleanup * Add memory benchmark * Add modular class for storing predictions * Add metric to separate class * Refactor to support prediction data class * Rename predictions class * Add filesystem predictions class * Add resized predictions class * Fix joiner for classification task * Add page peak to memory benchmark * Add global stats calculation * Add docstrings to stats calculation * Refactor joiner for pipeline * Refactor stats into pipeline * Refactor metrics as pipeline block * Refactor visualization as pipeline block * Refactor postprocessing into a pipeline * Add normalization and thresholding on joined predictions * Refactor tiler to accept config file * Add smoothing of tile joins. * Refactor ensemble datamodule preparation * Remove unused changes in dataloader * Fix metric configuration * Fix box coordinates in joining * Add ensemble callbacks preparation function * Fix box prediction bug in postprocess * Add ensemble params to config * Refactor postprocessing. * Refactor post-processing * Refactor predictions * Code cleanup * Optimize prediction storage * Make join smoothing configurable * Cleanup before PR * Fix stats pipeline * Fix logging strings * Fix memory benchmark * Fix tiler issues * Fix import issues * Fix naming in metrics and visualization * Fix cyclic import * Make logging lazy * Refactor tiler tests * Added collate tiling tests * Added ensemble helper functions tests * Refactor for dummy ensemble config * Refactor for dummy base config * Add tests for prediction storage * Add tests for prediction joiner * Add tests for visualization * Fix small issues in tests * Add metrics test * Add post-processing tests * Fix tiler to work with different instance * Move seed setting inside train loop * Fix pipeline stats bug * Rename ensemble config fixture * Add pipeline tests * Fix config in pipeline tests * Add training script test * Fix types and docstrings * Move and rename to tiled_ensemble * Fix bug in label joining. * Remove memory benchmark * Cleanup files * Fix metrics setup * Rename collate function * Add license to test files * Rename fixtures * Add more comments to tiled ensemble training * Add start of training log message * Refactor tiler to have explicit arguments * Refactor pred. storage to have explicit arguments * Refactor metrics to have explicit arguments * Refactor visualization to have explicit arguments * Refactor post-processing to have explicit arguments * Sort imports * Add test ensemble script * Fix join smoothing bug * Add more documentation to doc-strings * Remove unused import * Add brief tiled ensemble documentation * Update typehints * Make training args more clear * Revert addition of no threshold option. * Refactor normalization and threshold config * Remove tiled ensemble from docs index * Add comments to clarify parts of ensemble config * Improve ensemble config comments * Add num_tiles attribute to tiler. * Fix metrics process docstring * Fix visualization bug and cover with test * Replace strings with enum * Improve comments in joiner. * Fix bug when model doesn't have anomaly maps. * Improve docstrings (types, clarify). * Fix visualization tests * Fix dict membership checks * Add saving of ensemble config file * Update test script args * Cover test script with tests * Update export warning * Fix case when no test or val data * Improve documentation images * Add images for documentation * Add codacy suggestion * Refactor joiner to single class * Refactor storage names and config * Update normalization and threshold stage names * Add transforms independent input size to models Signed-off-by: blaz-r <[email protected]> * Make collate function a datamodule attribute Signed-off-by: blaz-r <[email protected]> * Refactor tiled ensemble train into pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor tiled ensemble prediction into pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor tiled ensemble merging into pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor tiled ensemble seam smoothing into pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor tiled stats calculation into pipeline step Signed-off-by: blaz-r <[email protected]> * Fix ckpt loading when predicting on test set. Signed-off-by: blaz-r <[email protected]> * Add logging and add tqdm to pipeline steps. Signed-off-by: blaz-r <[email protected]> * Refactor normalization pipeline step Signed-off-by: blaz-r <[email protected]> * Refactor thresholding into new pipeline job * Fix transforms issue when predicting with dataloader * Add visualization as new pipeline step * Add metrics as new pipeline step * Format the code and address some lint problems Signed-off-by: Blaz Rolih <[email protected]> * Add code to skip test if test split is none Signed-off-by: Blaz Rolih <[email protected]> * Add accelerator to metrics and smoothing Signed-off-by: Blaz Rolih <[email protected]> * Make threshold acq helper function and add to threshold to metrics Signed-off-by: Blaz Rolih <[email protected]> * Make a separate test pipeline Signed-off-by: Blaz Rolih <[email protected]> * Restructure tiled ensemble files into directories Signed-off-by: Blaz Rolih <[email protected]> * Pipeline code cleanup Signed-off-by: Blaz Rolih <[email protected]> * Remove old tiled ensemble files Signed-off-by: blaz-r <[email protected]> * Remove old post processing files Signed-off-by: blaz-r <[email protected]> * Fix sigma value read in smoothing Signed-off-by: blaz-r <[email protected]> * Update stats calc and normalization Signed-off-by: blaz-r <[email protected]> * Update args naming convention Signed-off-by: blaz-r <[email protected]> * Refactor code for nice config Signed-off-by: blaz-r <[email protected]> * Update docs structure for new system Signed-off-by: blaz-r <[email protected]> * Cleanup train code Signed-off-by: blaz-r <[email protected]> * Fix test script args Signed-off-by: blaz-r <[email protected]> * Update box merging Signed-off-by: blaz-r <[email protected]> * Refactor helper function tests Signed-off-by: blaz-r <[email protected]> * Small changes in helper and engine Signed-off-by: blaz-r <[email protected]> * Refactor merging tests Signed-off-by: blaz-r <[email protected]> * Refactor tiling tests Signed-off-by: blaz-r <[email protected]> * Refactor metrics test Signed-off-by: blaz-r <[email protected]> * Add support for different threshold methods Signed-off-by: blaz-r <[email protected]> * Format tests Signed-off-by: blaz-r <[email protected]> * Change test to predict Signed-off-by: blaz-r <[email protected]> * Refactor stats calculation tests Signed-off-by: blaz-r <[email protected]> * Refactor prediction data tests Signed-off-by: blaz-r <[email protected]> * Update metrics tests Signed-off-by: blaz-r <[email protected]> * Move metrics tests to components Signed-off-by: blaz-r <[email protected]> * Refactor seam smoothing tests Signed-off-by: blaz-r <[email protected]> * Refactor normalization tests Signed-off-by: blaz-r <[email protected]> * Move mock stats to conftest Signed-off-by: blaz-r <[email protected]> * Fix typehints for generator Signed-off-by: blaz-r <[email protected]> * Refactor threshold tests Signed-off-by: blaz-r <[email protected]> * Temporarily disable box minmax Signed-off-by: blaz-r <[email protected]> * Add tiled ensemble integration test Signed-off-by: blaz-r <[email protected]> * Fix normalization tests and add additional merging test Signed-off-by: blaz-r <[email protected]> * Add tile collater tests Signed-off-by: blaz-r <[email protected]> * Change dataset in tests to dummy Signed-off-by: blaz-r <[email protected]> * Format and fix linter errors Signed-off-by: blaz-r <[email protected]> * Format and some cleanup Signed-off-by: blaz-r <[email protected]> * Rename predict to eval Signed-off-by: blaz-r <[email protected]> * Update docs for refactored version of code Signed-off-by: blaz-r <[email protected]> * Cleanup the docs Signed-off-by: blaz-r <[email protected]> * Update ensemble engine Signed-off-by: blaz-r <[email protected]> * Remove boxes from pipelines and tests Signed-off-by: blaz-r <[email protected]> * Fix TODO comment issue Signed-off-by: blaz-r <[email protected]> * Fix unused model in ens. engine Signed-off-by: blaz-r <[email protected]> * Fix path case in test Signed-off-by: blaz-r <[email protected]> * Change temporary dir to project_path Signed-off-by: blaz-r <[email protected]> * Change mvtec to MVTec in test path Signed-off-by: Blaz Rolih <[email protected]> --------- Signed-off-by: blaz-r <[email protected]> Signed-off-by: Blaz Rolih <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 📚 Add training from a checkpoint example (#2389) * Add training from a checkpoint example Signed-off-by: Samet Akcay <[email protected]> * Replace patchcore example with efficient-ad Signed-off-by: Samet Akcay <[email protected]> --------- Signed-off-by: Samet Akcay <[email protected]> * Export experiment duration in seconds in CSV. (#2392) * Export experiment duration in seconds in CSV. Signed-off-by: Weilin Xu <[email protected]> * Update CHANGELOG Signed-off-by: Weilin Xu <[email protected]> * Log fit and test durations separately. Signed-off-by: Weilin Xu <[email protected]> --------- Signed-off-by: Weilin Xu <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * Make single GPU benchmarking 5x more efficient (#2390) * Use SerialRunner if only one CUDA device is available. Signed-off-by: Weilin Xu <[email protected]> * Resolve PLR6201. Signed-off-by: Weilin Xu <[email protected]> * Update CHANGELOG. Signed-off-by: Weilin Xu <[email protected]> * Keep the same logging level in benchmarking. Signed-off-by: Weilin Xu <[email protected]> --------- Signed-off-by: Weilin Xu <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * 🐞 Fix installation package issues (#2395) * Update the coverage settings Signed-off-by: Samet Akcay <[email protected]> * Remove VlmAd's relative import Signed-off-by: Samet Akcay <[email protected]> * Revert relative imports Signed-off-by: Samet Akcay <[email protected]> * Add type checking Signed-off-by: Samet Akcay <[email protected]> --------- Signed-off-by: Samet Akcay <[email protected]> * Export the flattened config in benchmark CSV. (#2391) * Export the flattened config in benchmark CSV. Signed-off-by: Weilin Xu <[email protected]> * Update CHANGELOG Signed-off-by: Weilin Xu <[email protected]> * Reuse the existing flatten_dict(). Signed-off-by: Weilin Xu <[email protected]> --------- Signed-off-by: Weilin Xu <[email protected]> Co-authored-by: Samet Akcay <[email protected]> * `v1.2.0` Release (#2397) Prepare v1.2.0 release (#2396) * Update changelog * Update the version in __init__ --------- Signed-off-by: Samet Akcay <[email protected]> * Bump Anomalib version to `2.0.0dev` in `main` (#2402) Update __init__.py * 🐞Replace package_available with module_available (#2407) * ignore tiled ensemble for now Signed-off-by: Samet Akcay <[email protected]> * ollama version Signed-off-by: Samet Akcay <[email protected]> * Exclude tiled ensemble unit tests Signed-off-by: Samet Akcay <[email protected]> --------- Signed-off-by: dependabot[bot] <[email protected]> Signed-off-by: Samet Akcay <[email protected]> Signed-off-by: Blaz Rolih <[email protected]> Signed-off-by: jpcbertoldo <[email protected]> Signed-off-by: Ashwin Vaidya <[email protected]> Signed-off-by: sahusiddharth <[email protected]> Signed-off-by: Bepitic <[email protected]> Signed-off-by: blaz-r <[email protected]> Signed-off-by: Weilin Xu <[email protected]> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Blaž Rolih <[email protected]> Co-authored-by: Ashwin Vaidya <[email protected]> Co-authored-by: Joao P C Bertoldo <[email protected]> Co-authored-by: Marcus Pertlwieser <[email protected]> Co-authored-by: Siddharth Sahu <[email protected]> Co-authored-by: Paco <[email protected]> Co-authored-by: Weilin Xu <[email protected]> Co-authored-by: Harim Kang <[email protected]>
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make_folder3d_datasetis too complex (16 > 15)RuffC901 #1826Refactored
make_folder_3d_datasetinto three separate functions to improve readability and maintainability:make_folder_3d_dataset: Handles the overall process of generating a 3D dataset by callingmake_path_dirandadd_mask.Since the make_folder_3d_dataset function is only used once in the codebase, this refactoring should not significantly impact the overall structure while enhancing the clarity of the code and remove the ruff C901 error.