Merge pull request #114 from IGNF/fix-subsample

Fix edgecase with 1 input value that is not selected in subsample_data

Remove features to consider onl tree statistics

Barplot of errors in polygon

Remove nan and duplicate header in load_predictions for cm polygon

Use inverse frequency to fully reequilibrate

Merge pull request #87 from IGNF/65-remove-copc

chore: Remove COPC datasets and dataloaders since they were abandonned

Functionnal pacasam config: 20230601_lidarhd_pacasam_dataset

20230116 A Transform to ignore artefact points (#52)

* Points Budget is the new defaut config

* Implement DropPointsByClass as well as its tests - make it the defaut behavior

Tests pass for DropPointsByClass

Copy full position BEFORE droping by class to avoid error at knn_interpolate

More test for DropPointsByClass creation

Flake8

* Givre access to input classification during inference for DropPointsByClass

* Do not map code for artefact to unclassified class in order to ignore it

* C=65 is default code to be ignored. Its class will remain an artefact

* Update default config

* Update default config call in cicd

* Update unit test for DropPointsByClass

* Change typing of reduce_predicted_logits

* Update documentation for making inference

20230116 A Transform to ignore artefact points (#52)

* Points Budget is the new defaut config

* Implement DropPointsByClass as well as its tests - make it the defaut behavior

Tests pass for DropPointsByClass

Copy full position BEFORE droping by class to avoid error at knn_interpolate

More test for DropPointsByClass creation

Flake8

* Givre access to input classification during inference for DropPointsByClass

* Do not map code for artefact to unclassified class in order to ignore it

* C=65 is default code to be ignored. Its class will remain an artefact

* Update default config

* Update default config call in cicd

* Update unit test for DropPointsByClass

* Change typing of reduce_predicted_logits

* Update documentation for making inference

Optimize memory usage during interpolation saving (#50)

* Delete variables with high memory usage

* Delay las loading when saving results

Co-authored-by: GLiegard <[email protected]>