milliontrees package

Subpackages

• milliontrees.common package
  • Subpackages
    • milliontrees.common.metrics package
      • Submodules
      • milliontrees.common.metrics.all_metrics module
      • milliontrees.common.metrics.loss module
      • milliontrees.common.metrics.metric module
      • Module contents
  • Submodules
  • milliontrees.common.data_loaders module
    • GroupSampler
    • get_eval_loader()
    • get_train_loader()
  • milliontrees.common.grouper module
    • CombinatorialGrouper
      • CombinatorialGrouper.group_field_str()
      • CombinatorialGrouper.group_str()
      • CombinatorialGrouper.metadata_to_group()
    • Grouper
      • Grouper.group_field_str()
      • Grouper.group_str()
      • Grouper.metadata_to_group()
      • Grouper.n_groups
  • milliontrees.common.utils module
    • avg_over_groups()
    • format_eval_results()
    • get_counts()
    • map_to_id_array()
    • maximum()
    • minimum()
    • numel()
    • shuffle_arr()
    • split_into_groups()
    • subsample_idxs()
    • threshold_at_recall()
  • Module contents
• milliontrees.datasets package
  • Submodules
  • milliontrees.datasets.TreeBoxes module
    • TreeBoxesDataset
      • TreeBoxesDataset.eval()
      • TreeBoxesDataset.get_input()
  • milliontrees.datasets.TreePoints module
    • TreePointsDataset
      • TreePointsDataset.eval()
      • TreePointsDataset.get_annotation_from_filename()
      • TreePointsDataset.get_input()
  • milliontrees.datasets.TreePolygons module
    • TreePolygonsDataset
      • TreePolygonsDataset.create_polygon_mask()
      • TreePolygonsDataset.eval()
      • TreePolygonsDataset.get_input()
  • milliontrees.datasets.download_utils module
    • calculate_md5()
    • check_integrity()
    • check_md5()
    • download_and_extract_archive()
    • download_file_from_google_drive()
    • download_url()
    • extract_archive()
    • gen_bar_updater()
    • iterable_to_str()
    • list_dir()
    • list_files()
    • verify_str_arg()
  • milliontrees.datasets.milliontrees_dataset module
    • MillionTreesDataset
      • MillionTreesDataset.DEFAULT_SOURCE_DOMAIN_SPLITS
      • MillionTreesDataset.DEFAULT_SPLITS
      • MillionTreesDataset.DEFAULT_SPLIT_NAMES
      • MillionTreesDataset.check_init()
      • MillionTreesDataset.check_version()
      • MillionTreesDataset.collate
      • MillionTreesDataset.data_dir
      • MillionTreesDataset.dataset_exists_locally()
      • MillionTreesDataset.dataset_name
      • MillionTreesDataset.download_dataset()
      • MillionTreesDataset.eval()
      • MillionTreesDataset.get_input()
      • MillionTreesDataset.get_subset()
      • MillionTreesDataset.get_tree_coverage_mask()
      • MillionTreesDataset.initialize_data_dir()
      • MillionTreesDataset.is_detection
      • MillionTreesDataset.latest_version
      • MillionTreesDataset.metadata_array
      • MillionTreesDataset.metadata_fields
      • MillionTreesDataset.metadata_map
      • MillionTreesDataset.n_classes
      • MillionTreesDataset.original_resolution
      • MillionTreesDataset.source_domain_splits
      • MillionTreesDataset.split_array
      • MillionTreesDataset.split_dict
      • MillionTreesDataset.split_names
      • MillionTreesDataset.split_scheme
      • MillionTreesDataset.standard_eval()
      • MillionTreesDataset.standard_group_eval()
      • MillionTreesDataset.version
      • MillionTreesDataset.versions_dict
      • MillionTreesDataset.y_array
      • MillionTreesDataset.y_size
    • MillionTreesSubset
      • MillionTreesSubset.eval()
      • MillionTreesSubset.metadata_array
      • MillionTreesSubset.split_array
      • MillionTreesSubset.y_array
  • Module contents

Submodules

milliontrees.download_datasets module

milliontrees.download_datasets.main()

Downloads the latest versions of all specified datasets, if they do not already exist.

milliontrees.get_dataset module

Module for retrieving MillionTrees dataset instances.

milliontrees.get_dataset.get_dataset(dataset: str, version: str | None = None, **dataset_kwargs)

Brief description of the function.

Parameters:

• dataset – Description of dataset.

• version – Description of version.

milliontrees.version module

milliontrees.version.check()

Module contents