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Update v2 with the recent changes on main (#2421)
* 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] <support@github.com> * Update pyproject.toml --------- Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * 🐞Update `setuptools` requirement for PEP 660 support (#2320) Update setup tools Signed-off-by: Samet Akcay <samet.akcay@intel.com> * Fix transforms for draem, dsr and rkde (#2324) Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> * Add check before loading metrics data from checkpoint (#2323) Add check before loading from checkpoint Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * Add PIMO (#2329) * PIMO (#1726) * update Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * test binclf curves numpy and numba and fixes Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * correct som docstrings Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * torch interface and tests Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * torch interface and tests Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * constants regrouped in dataclass as class vars Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * result class was unneccesary for per_image_binclf_curve Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * factorize function _get_threshs_minmax_linspace Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * small docs fixes Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add pimo numpy version and test Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * move validation Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add `shared_fpr_metric` option Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add pimo torch functional version and test Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add torchmetrics interface and test Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * renames and put things in init Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * validate inputs in result objects Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * result objects to from dict and tests Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add save and load methods to result objects and test Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * refactor validations and minor changes Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * test result objects' properties Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * minor refactors Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add missing docstrings Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * minore vocabulary fix for consistency Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add per image scores statistics and test it Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * refactor constants notation Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add stats tests and test it Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * change the meaning of AUPIMO.num_thresh Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * interface to format pairwise test results Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * improve doc Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add optional `paths` to result objects and some minor fixes and refactors Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * remove frozen from dataclasses and some done todos Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * review headers Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * doc modifs Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * refactor `score_less_than_thresh` in `_binclf_one_curve_python` Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * correct license comments Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * fix doc Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * numba as extra requirement Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * refactor copyrights from jpcbertoldo Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * remove from __future__ import annotations Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * refactor validations names Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * dedupe file path validation Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * fix tests Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * Add todo Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * refactor enums Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * only logger.warning Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * refactor test imports Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * refactor docs Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * refactor some docs Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * correct pre commit errors Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * remove author tag Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add thrid party program Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * Update src/anomalib/metrics/per_image/pimo.py * move HAS_NUMBA Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * remove PIMOSharedFPRMetric Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * make torchmetrics compute avg by dft Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * pre-commit hooks corrections Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * correct numpy.trapezoid Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> --------- Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * 🗑️ Remove numba (#2313) * remove numba Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * add third-party-programs.txt Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * 🗑️ Remove unused methods (#2315) * remove numba Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * remove all unused methods Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * PIMO: Port Numpy → Torch (#2316) * remove numba Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * remove all unused methods Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * replace numpy with torch Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * 🔨Refactor methods across files (#2321) * remove numba Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * fix pre-commit checks Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * remove all unused methods Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * replace numpy with torch Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * refactor code Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * refactor move functional inside update remove path from the metric * Add changes from comments Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Remove model to model comparison (#2325) * rename to pimo Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * minor refactor Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * remove model to model comparison Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * fix test Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * PR comments Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Minor refactor Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * PR comments Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Remove unused enums Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * update doc strings Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * update param names Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * add aupimo basic usage tutorial notebook (#2330) * add aupimo basic usage tutorial notebook Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * update scipy import Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add cite us Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * minor Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * modify texts and add illustration Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * udpate working dir Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> --------- Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> --------- Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> Co-authored-by: Joao P C Bertoldo <24547377+jpcbertoldo@users.noreply.github.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * 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 <24547377+jpcbertoldo@users.noreply.github.com> * add aupimo notebook advanced i Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * update readme Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * modify changelog Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * correct readme Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * correct again Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * minor corrections Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> --------- Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * Pimo tutorials/02 advanced ii (#2347) * uset all padim features to make it deterministic Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add aupimo notebook advanced i Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * update readme Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * modify changelog Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * correct readme Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * correct again Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * minor corrections Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add aupimo notebook advanced ii (pimo curve and integration bounds) Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * fix links Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * correct change log Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> --------- Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * 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 <24547377+jpcbertoldo@users.noreply.github.com> * add cite us Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * update notebooks readme Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> --------- Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * 🔨 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 <samet.akcay@intel.com> * Refactor folder3d to avoid complex-structure (C901) issue (#2185) * Refactored-make_folder3d_dataset-ruff-error-C901 (#1926) Signed-off-by: sahusiddharth <siddharth.sahu@plaksha.edu.in> * Simplify folder 3d dataset (#2184) --------- Signed-off-by: sahusiddharth <siddharth.sahu@plaksha.edu.in> Co-authored-by: Siddharth Sahu <112792547+sahusiddharth@users.noreply.github.com> * 🚀 Add datumaro annotation dataloader (#2377) * Add datumaro annotation dataloader Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Update changelog Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Add examples Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Pimo tutorials/04 advanced iv (#2352) * add notebook 701e_aupimo_advanced_iv on load/save and statistical comparisons Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * make `AUPIMOResult.num_thresholds` optional Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * add aupimo notebook advanced iv (load/save and statistical tests) Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * simplify cite us and mention intal Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> * fix readme Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> --------- Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * 🐞 Defer OpenVINO import to avoid unnecessary warnings (#2385) * Fix openvino import issue Signed-off-by: Samet Akcay <samet.akcay@intel.com> * Fix pre-commit issues Signed-off-by: Samet Akcay <samet.akcay@intel.com> --------- Signed-off-by: Samet Akcay <samet.akcay@intel.com> * 🚀 Add VLM based Anomaly Model (#2344) * [Draft] Llm on (#2165) * Add TaskType Explanation Signed-off-by: Bepitic <bepitic@gmail.com> * Add llm model Signed-off-by: Bepitic <bepitic@gmail.com> * add ollama Signed-off-by: Bepitic <bepitic@gmail.com> * better description for descr in title Signed-off-by: Bepitic <bepitic@gmail.com> * add text of llm into imageResult visualization * add text of llm into imageResult visualization Signed-off-by: Bepitic <bepitic@gmail.com> * latest changes Signed-off-by: Bepitic <bepitic@gmail.com> * add wip llava/llava_next Signed-off-by: Bepitic <bepitic@gmail.com> * add init Signed-off-by: Bepitic <bepitic@gmail.com> * add text of llm into imageResult visualization Signed-off-by: Bepitic <bepitic@gmail.com> * latest changes Signed-off-by: Bepitic <bepitic@gmail.com> * upd Lint Signed-off-by: Bepitic <bepitic@gmail.com> * fix visualization with description Signed-off-by: Bepitic <bepitic@gmail.com> * show the images every batch Signed-off-by: Bepitic <bepitic@gmail.com> * fix docstring and error management Signed-off-by: Bepitic <bepitic@gmail.com> * Add compatibility for TaskType.EXPLANATION. Signed-off-by: Bepitic <bepitic@gmail.com> * Remove, show in the engine-Visualization. * fix visualization and llm openai multishot. * fix Circular import problem * Add HugginFace To LLavaNext Signed-off-by: Bepitic <bepitic@gmail.com> --------- Signed-off-by: Bepitic <bepitic@gmail.com> * 🔨 Scaffold for refactor (#2340) * initial scafold Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Apply PR comments Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * rename dir Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Add ChatGPT (#2341) * initial scafold Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Apply PR comments Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * rename dir Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * delete llm_ollama Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Add ChatGPT Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Add ChatGPT Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Remove LLM model Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Add Huggingface (#2343) * initial scafold Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Apply PR comments Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * rename dir Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * delete llm_ollama Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Add ChatGPT Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Add ChatGPT Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Remove LLM model Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Add transformers Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Remove llava Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * 🔨 Minor Refactor (#2345) Refactor Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * undo changes Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * undo changes Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * undo changes to image.py Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Add explanation visualizer (#2351) * Add explanation visualizer Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * bug-fix Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * 🔨 Allow setting API keys from env (#2353) Allow setting API keys from env Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * 🧪 Add tests (#2355) * Add tests Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * remove explanation task type Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * minor fixes Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Update changelog Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Fix tests Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Address PR comments Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * update name Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> * Update src/anomalib/models/image/vlm_ad/lightning_model.py Co-authored-by: Samet Akcay <samet.akcay@intel.com> * update name Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> --------- Signed-off-by: Bepitic <bepitic@gmail.com> Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> Co-authored-by: Paco <bepitic@gmail.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * 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 <blaz.rolih@gmail.com> * Make collate function a datamodule attribute Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor tiled ensemble train into pipeline step Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor tiled ensemble prediction into pipeline step Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor tiled ensemble merging into pipeline step Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor tiled ensemble seam smoothing into pipeline step Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor tiled stats calculation into pipeline step Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Fix ckpt loading when predicting on test set. Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Add logging and add tqdm to pipeline steps. Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor normalization pipeline step Signed-off-by: blaz-r <blaz.rolih@gmail.com> * 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 <blaz.rolih@gmail.com> * Add code to skip test if test split is none Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> * Add accelerator to metrics and smoothing Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> * Make threshold acq helper function and add to threshold to metrics Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> * Make a separate test pipeline Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> * Restructure tiled ensemble files into directories Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> * Pipeline code cleanup Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> * Remove old tiled ensemble files Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Remove old post processing files Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Fix sigma value read in smoothing Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Update stats calc and normalization Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Update args naming convention Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor code for nice config Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Update docs structure for new system Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Cleanup train code Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Fix test script args Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Update box merging Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor helper function tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Small changes in helper and engine Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor merging tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor tiling tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor metrics test Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Add support for different threshold methods Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Format tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Change test to predict Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor stats calculation tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor prediction data tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Update metrics tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Move metrics tests to components Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor seam smoothing tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor normalization tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Move mock stats to conftest Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Fix typehints for generator Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Refactor threshold tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Temporarily disable box minmax Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Add tiled ensemble integration test Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Fix normalization tests and add additional merging test Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Add tile collater tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Change dataset in tests to dummy Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Format and fix linter errors Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Format and some cleanup Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Rename predict to eval Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Update docs for refactored version of code Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Cleanup the docs Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Update ensemble engine Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Remove boxes from pipelines and tests Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Fix TODO comment issue Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Fix unused model in ens. engine Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Fix path case in test Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Change temporary dir to project_path Signed-off-by: blaz-r <blaz.rolih@gmail.com> * Change mvtec to MVTec in test path Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> --------- Signed-off-by: blaz-r <blaz.rolih@gmail.com> Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * 📚 Add training from a checkpoint example (#2389) * Add training from a checkpoint example Signed-off-by: Samet Akcay <samet.akcay@intel.com> * Replace patchcore example with efficient-ad Signed-off-by: Samet Akcay <samet.akcay@intel.com> --------- Signed-off-by: Samet Akcay <samet.akcay@intel.com> * Export experiment duration in seconds in CSV. (#2392) * Export experiment duration in seconds in CSV. Signed-off-by: Weilin Xu <weilin.xu@intel.com> * Update CHANGELOG Signed-off-by: Weilin Xu <weilin.xu@intel.com> * Log fit and test durations separately. Signed-off-by: Weilin Xu <weilin.xu@intel.com> --------- Signed-off-by: Weilin Xu <weilin.xu@intel.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * Make single GPU benchmarking 5x more efficient (#2390) * Use SerialRunner if only one CUDA device is available. Signed-off-by: Weilin Xu <weilin.xu@intel.com> * Resolve PLR6201. Signed-off-by: Weilin Xu <weilin.xu@intel.com> * Update CHANGELOG. Signed-off-by: Weilin Xu <weilin.xu@intel.com> * Keep the same logging level in benchmarking. Signed-off-by: Weilin Xu <weilin.xu@intel.com> --------- Signed-off-by: Weilin Xu <weilin.xu@intel.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * 🐞 Fix installation package issues (#2395) * Update the coverage settings Signed-off-by: Samet Akcay <samet.akcay@intel.com> * Remove VlmAd's relative import Signed-off-by: Samet Akcay <samet.akcay@intel.com> * Revert relative imports Signed-off-by: Samet Akcay <samet.akcay@intel.com> * Add type checking Signed-off-by: Samet Akcay <samet.akcay@intel.com> --------- Signed-off-by: Samet Akcay <samet.akcay@intel.com> * Export the flattened config in benchmark CSV. (#2391) * Export the flattened config in benchmark CSV. Signed-off-by: Weilin Xu <weilin.xu@intel.com> * Update CHANGELOG Signed-off-by: Weilin Xu <weilin.xu@intel.com> * Reuse the existing flatten_dict(). Signed-off-by: Weilin Xu <weilin.xu@intel.com> --------- Signed-off-by: Weilin Xu <weilin.xu@intel.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> * `v1.2.0` Release (#2397) Prepare v1.2.0 release (#2396) * Update changelog * Update the version in __init__ --------- Signed-off-by: Samet Akcay <samet.akcay@intel.com> * 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] <support@github.com> Signed-off-by: Samet Akcay <samet.akcay@intel.com> Signed-off-by: Blaz Rolih <blaz.rolih@gmail.com> Signed-off-by: jpcbertoldo <24547377+jpcbertoldo@users.noreply.github.com> Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com> Signed-off-by: sahusiddharth <siddharth.sahu@plaksha.edu.in> Signed-off-by: Bepitic <bepitic@gmail.com> Signed-off-by: blaz-r <blaz.rolih@gmail.com> Signed-off-by: Weilin Xu <weilin.xu@intel.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Samet Akcay <samet.akcay@intel.com> Co-authored-by: Blaž Rolih <61357777+blaz-r@users.noreply.github.com> Co-authored-by: Ashwin Vaidya <ashwin.vaidya@intel.com> Co-authored-by: Joao P C Bertoldo <24547377+jpcbertoldo@users.noreply.github.com> Co-authored-by: Marcus Pertlwieser <116986601+Marcus1506@users.noreply.github.com> Co-authored-by: Siddharth Sahu <112792547+sahusiddharth@users.noreply.github.com> Co-authored-by: Paco <bepitic@gmail.com> Co-authored-by: Weilin Xu <weilin.xu@intel.com> Co-authored-by: Harim Kang <harim.kang@intel.com>
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