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Merge main to v2 (#2464)
* 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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‎docs/source/markdown/guides/how_to/pipelines/index.md‎

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:::{grid-item-card} {octicon}`stack` Tiled Ensemble
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:link: ./tiled_ensemble
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:link-type: doc
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Learn more about how to use the tiled ensemble pipelines.
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:::
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:::{grid-item-card} {octicon}`gear` Custom Pipeline
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:link: ./custom_pipeline
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:link-type: doc

‎docs/source/markdown/guides/how_to/pipelines/tiled_ensemble.md‎

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‎notebooks/700_metrics/701b_aupimo_advanced_i.ipynb‎

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‎notebooks/700_metrics/701c_aupimo_advanced_ii.ipynb‎

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‎src/anomalib/models/components/base/export_mixin.py‎

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dynamic_axes = (
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{"input": {0: "batch_size"}, "output": {0: "batch_size"}}
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if input_size
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else {"input": {0: "batch_size", 2: "height", 3: "width"}, "output": {0: "batch_size"}}
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else {"input": {0: "batch_size", 2: "height", 3: "weight"}, "output": {0: "batch_size"}}
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)
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onnx_path = export_root / "model.onnx"
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# apply pass through the model to get the output names

‎tools/tiled_ensemble/ens_config.yaml‎

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‎tools/tiled_ensemble/eval.py‎

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‎tools/tiled_ensemble/train.py‎

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