DiskInfoCLI
DiskInfoCLI.main()
DiskInfoCLI.default
main()
FindRecentCheckpointCLI
FindRecentCheckpointCLI.main()
FindRecentCheckpointCLI.default
FixupPredictKwcocoMetadata
FixupPredictKwcocoMetadata.main()
FixupPredictKwcocoMetadata.default
fixup_pxl_pred_node_dpath()
RecommendSizeAdjustmentsCLI
RecommendSizeAdjustmentsCLI.main()
RecommendSizeAdjustmentsCLI.default
UnpackModelCLI
UnpackModelCLI.main()
UnpackModelCLI.default
unpack_model()
extract_package_contents()
PrepareColdTransferConfig
PrepareColdTransferConfig.default
PrepareSplitsConfig
PrepareSplitsConfig.default
prep_splits()
PrepareTA2Config
PrepareTA2Config.default
PrepareTA2Config.main()
TeamFeaturePipelineConfig
TeamFeaturePipelineConfig.default
prep_feats()
PrepareTimeAverages
PrepareTimeAverages.default
BASDatasetConfig
BASDatasetConfig.default
BASDatasetConfig.normalize()
build_combined_stac()
input_stac_to_kwcoco()
run_stac_to_cropped_kwcoco()
BasFusionConfig
BasFusionConfig.default
run_bas_fusion_for_baseline()
filter_kwcoco_images_by_datetime()
DinoSVConfig
DinoSVConfig.default
run_dino_sv()
DzyneParallelSiteValiConfig
DzyneParallelSiteValiConfig.default
run_dzyne_parallel_site_vali_for_baseline()
FixupConfig
FixupConfig.default
RunIARPAMetricsCLI
RunIARPAMetricsCLI.main()
RunIARPAMetricsCLI.default
PseudoliveConsolidateConfig
PseudoliveConsolidateConfig.default
run_pseudolive_consolidate()
PsuedoliveCopyPreviousConfig
PsuedoliveCopyPreviousConfig.default
run_copy_previous_region_model()
ACSCDatasetConfig
ACSCDatasetConfig.default
run_generate_acsc_cropped_kwcoco()
SCFusionConfig
SCFusionConfig.default
run_sc_fusion_for_baseline()
SVDatasetConfig
SVDatasetConfig.default
run_generate_sv_cropped_kwcoco()
TeamFeatLandcover
TeamFeatLandcover.default
TeamFeatColdConfig
TeamFeatColdConfig.default
TeamFeatInvariantsConfig
TeamFeatInvariantsConfig.default
run_uky_invariants_for_baseline()
TeamFeatLandcoverConfig
TeamFeatLandcoverConfig.default
run_landcover_for_baseline()
TeamFeatMAE
TeamFeatMAE.default
UploadRGDConfig
UploadRGDConfig.default
get_model_results()
upload_to_rgd()
post_site()
FinishInstallCLI
FinishInstallCLI.main()
FinishInstallCLI.default
parse_requirements()
animate_visualizations()
BaselineFrameworkIngressConfig
BaselineFrameworkIngressConfig.default
BaselineFrameworkIngressConfig.normalize()
baseline_framework_ingress()
read_input_stac_items()
load_input_stac_items()
ClusterSiteConfig
ClusterSiteConfig.default
ClusterSiteConfig.main()
cluster_single_region_sites()
build_clustered_models()
CocoAddIgnoreBufferConfig
CocoAddIgnoreBufferConfig.default
AddWatchFieldsConfig
AddWatchFieldsConfig.default
AddWatchFieldsConfig.normalize()
AssetExtractConfig
AssetExtractConfig.default
AssetExtractConfig.normalize()
ImageExtractConfig
ImageExtractConfig.default
ExtractConfig
ExtractConfig.default
ExtractConfig.normalize()
CocoAlignGeotiffConfig
CocoAlignGeotiffConfig.default
SimpleDataCube
SimpleDataCube.demo()
SimpleDataCube.query_image_overlaps()
SimpleDataCube.extract_overlaps()
extract_image_job()
serialize_kwimage_boxes()
SkipImage
CocoAverageFeaturesConfig
CocoAverageFeaturesConfig.default
split_channel_names_by_grammar()
check_kwcoco_file()
merge_kwcoco_channels()
CleanGeotiffConfig
CleanGeotiffConfig.default
probe_image_issues()
probe_asset()
probe_asset_imdata()
probe_band_imdata()
fix_single_asset()
fix_geotiff_ondisk()
draw_asset_summary()
CocoCombineFeatures
CocoCombineFeatures.default
combine_auxiliary_features()
associate_images()
CocoCropTrackConfig
CocoCropTrackConfig.default
make_track_kwcoco_manifest()
generate_crop_jobs()
run_crop_asset_task()
CocoReformatChannels
CocoReformatChannels.default
reformat_obj()
schedule_quantization()
CocoRemoveBadImagesConfig
CocoRemoveBadImagesConfig.default
compute_asset_disk_usage()
is_image_empty()
find_empty_images()
CocoSpectraConfig
CocoSpectraConfig.default
HistAccum
HistAccum.update()
HistAccum.finalize()
single_persensor_table()
sensor_stats_tables()
ensure_intensity_sidecar()
ensure_intensity_stats()
plot_intensity_histograms()
TimeCombineConfig
TimeCombineConfig.default
combine_kwcoco_channels_temporally()
get_quality_mask()
estimate_top_quality_images()
merge_images()
generate_frames()
filter_image_ids_by_season()
UpdateGeotiffMetadataConfig
UpdateGeotiffMetadataConfig.default
CocoVisualizeConfig
CocoVisualizeConfig.default
SkipFrame
SkipChanGroup
video_track_info()
TrackInfoLookup
TrackInfoLookup.get_track_trail_by_video_id()
select_fixed_normalization()
draw_chan_group()
draw_polyline_on_image()
CollectEnvCLI
CollectEnvCLI.main()
CollectEnvCLI.default
get_pip_packages()
run_and_read_all()
concat_kwcoco_datasets()
SiteFilterConfig
SiteFilterConfig.default
CropSitesToRegionsConfig
CropSitesToRegionsConfig.default
filter_sites()
filter_gdf_in_utm()
DrawRegionCLI
DrawRegionCLI.main()
DrawRegionCLI.default
default_feat()
to_date()
extend()
extend_clone()
create()
FindDVCConfig
FindDVCConfig.main()
FindDVCConfig.default
FitCLI
FitCLI.main()
FitCLI.default
FixRegionModelsCLI
FixRegionModelsCLI.default
fakefloat
DecimalEncoder
DecimalEncoder.default()
defaultencode()
special_dumps()
fix_region_model()
GeojsonSiteStatsConfig
GeojsonSiteStatsConfig.default
GeojsonSiteStatsConfig.main()
gdf_site_overlaps()
viz_site_stats()
geopandas_shape_stats()
KWCocoFromGeotiffConfig
KWCocoFromGeotiffConfig.default
filter_band_files()
ingest_landsat_directory()
ingest_sentinel2_directory()
make_coco_img_from_geotiff()
make_coco_img_from_auxiliary_geotiffs()
make_coco_img_from_auxiliary_dicts()
find_geotiffs()
MergeRegionModelConfig
MergeRegionModelConfig.default
combine_region_models()
PredictCLI
PredictCLI.main()
PredictCLI.default
reindex_ids()
pseudolive_consolidate()
compute_iou()
ReprojectAnnotationsConfig
ReprojectAnnotationsConfig.default
ReprojectAnnotationsConfig.main()
ReprojectAnnotationsConfig.normalize()
check_sitemodel_assumptions()
separate_region_model_types()
expand_site_models_with_site_summaries()
make_pseudo_sitemodels()
validate_site_dataframe()
assign_sites_to_images()
propogate_site()
keyframe_interpolate()
plot_poc_keyframe_interpolate()
plot_image_and_site_times()
draw_geospace()
is_nonish()
MetricsConfig
MetricsConfig.default
MetricsConfig.main()
ensure_thumbnails()
KWCocoToGeoJSONConfig
KWCocoToGeoJSONConfig.default
coco_create_observation()
predict_phase_changes()
smooth_observation_scores()
classify_site()
coco_create_site_header()
convert_kwcoco_to_iarpa()
coco_track_to_site()
assign_sites_to_videos()
add_site_summary_to_kwcoco()
coco_video_gdf()
assign_videos_to_regions()
coco_remove_out_of_bound_tracks()
demo()
SmartflowEgressConfig
SmartflowEgressConfig.default
smartflow_egress_with_arg_processing()
smartflow_egress()
fallback_copy()
SmartflowIngressConfig
SmartflowIngressConfig.default
smartflow_ingress()
SplitVideoConfig
SplitVideoConfig.default
StacSearchConfig
StacSearchConfig.default
StacSearcher
StacSearcher.by_geometry()
StacSearcher.by_id()
area_query()
StacToCocoConfig
StacToCocoConfig.default
normalize_str()
make_coco_aux_from_stac_asset()
stac_to_kwcoco()
summarize_stac_item()
TorchModelStatsConfig
TorchModelStatsConfig.default
torch_checkpoint_stats()
torch_model_stats()
fallback()
ValidateAnnotationConfig
ValidateAnnotationConfig.default
ValidateAnnotationConfig.main()
validate_data_contents()
validate_schemas()
validate_region_model_content()
validate_site_content()
WatchCocoStats
WatchCocoStats.main()
WatchCocoStats.default
coco_watch_stats()
build_year_summary()
coco_sensorchan_gsd_stats()
render_toy_georeferenced_image()
write_demo_geotiff()
RegionModelGenerator
SiteModelGenerator
SiteModelGenerator.SITE_PHASES
random_region_model()
random_observables()
random_site_model()
make_site_summary()
random_geo_points()
random_geo_polygon()
random_time_sequence()
utm_epsg_from_latlon()
project_gdf_to_local_utm()
find_local_meter_epsg_crs()
get_crs84()
generate_demo_metrics_framework_data()
perterb_site_model()
PerterbModel
PerterbModel.perterb_single_site()
perterb_single_site_model()
demo_khq_annots()
demo_smart_annots()
demo_khq_region_fpath()
demo_smart_region_fpath()
dummy_rpc_geotiff_fpath()
grab_landsat_product()
grab_nitf_fpath()
bands_sentinel2()
grab_sentinel2_product()
coerce_kwcoco()
demo_kwcoco_multisensor()
demo_kwcoco_with_heatmaps()
hack_in_heatmaps()
hack_in_timedata()
hack_seed_geometadata_in_dset()
random_inscribed_polygon()
demo_dataset_with_regions_and_sites()
CocoGeoVideo
CocoGeoVideo.warp_vid_from_wld
CocoGeoVideo.warp_wld_from_vid
CocoGeoVideo.images
CocoGeoVideo.corners()
CocoGeoVideo.wld_crs
CocoGeoVideo.wld_corners_gdf
RegionModel
RegionModel.info()
RegionModel.load_schema()
RegionModel.site_summaries()
RegionModel.coerce()
RegionModel.pandas_summaries()
RegionModel.pandas_region()
RegionModel.pandas_header()
RegionModel.pandas_body()
RegionModel.random()
RegionModel.add_site_summary()
RegionModel.region_id
RegionModel.fixup()
RegionModel.fix_multipolygons()
RegionModel.remove_invalid_properties()
RegionModel.ensure_comments()
RegionModel.infer_header()
SiteModel
SiteModel.info()
SiteModel.load_schema()
SiteModel.header
SiteModel.observations()
SiteModel.pandas_observations()
SiteModel.pandas_site()
SiteModel.pandas_header()
SiteModel.pandas_body()
SiteModel.random()
SiteModel.as_summary()
SiteModel.region_id
SiteModel.site_id
SiteModel.status
SiteModel.fix_geom()
SiteModel.fix_sensor_names()
SiteModel.fix_current_phase_salient()
SiteModel.fix_multipolygons()
SiteModel.fixup()
SiteModel.fix_aliased_properties()
SiteModel.fix_old_schema_properties()
SiteModel.ensure_isodates()
SiteModel.clamp_scores()
SiteModel.remove_invalid_properties()
Point
RegionHeader
RegionHeader.empty()
RegionHeader.coerce()
RegionHeader.ensure_isodates()
SiteSummary
SiteSummary.from_geopandas_frame()
SiteSummary.as_site()
SiteSummary.fixup()
SiteSummary.coerce()
SiteSummary.random()
SiteHeader
SiteHeader.empty()
SiteHeader.as_summary()
SiteHeader.coerce()
SiteHeader.random()
Observation
Observation.coerce()
Observation.observation_date
Observation.random()
Observation.empty()
ModelCollection
ModelCollection.fixup()
ModelCollection.validate()
PointModelCollection
SiteModelCollection
SiteModelCollection.as_region_model()
SiteModelCollection.to_point_model()
SiteModelCollection.coerce()
PointModel
handle_error()
coerce_site_or_region_model()
sentinel2_grid()
AggregateLoader
AggregateLoader.coerce_aggregators()
AggregateLoader.default
AggregateLoader.normalize()
AggregateEvluationConfig
AggregateEvluationConfig.coerce_aggregators()
AggregateEvluationConfig.default
AggregateEvluationConfig.main()
AggregateEvluationConfig.normalize()
run_aggregate()
TopResultsReport
AggregatorAnalysisMixin
AggregatorAnalysisMixin.macro_analysis()
AggregatorAnalysisMixin.varied_param_counts()
AggregatorAnalysisMixin.dump_varied_parameter_report()
AggregatorAnalysisMixin.varied_parameter_report()
AggregatorAnalysisMixin.analyze()
AggregatorAnalysisMixin.report_best()
AggregatorAnalysisMixin.resource_summary_table()
AggregatorAnalysisMixin.resource_summary_table_friendly()
AggregatorAnalysisMixin.report_resources()
AggregatorAnalysisMixin.make_summary_analysis()
AggregatorAnalysisMixin.make_result_node_symlinks()
AggregatorAnalysisMixin.build_plotter()
AggregatorAnalysisMixin.plot_all()
Aggregator
Aggregator.demo()
Aggregator.build()
Aggregator.primary_macro_region
Aggregator.filterto()
Aggregator.compress()
Aggregator.metrics
Aggregator.resources
Aggregator.index
Aggregator.requested_params
Aggregator.specified_params
Aggregator.resolved_params
Aggregator.default_vantage_points
Aggregator.build_effective_params()
Aggregator.find_macro_comparable()
Aggregator.gather_macro_compatable_groups()
Aggregator.build_macro_tables()
Aggregator.build_single_macro_table()
inspect_node()
aggregate_param_cols()
macro_aggregate()
hash_param()
hash_regions()
nan_eq()
build_tables()
load_result_worker()
new_process_context_parser()
load_result_resolved()
out_node_matching_fpaths()
build_plotter()
build_all_param_plots()
build_special_columns()
preprocess_table_for_seaborn()
ParamPlotter
ParamPlotter.plot_requested()
ParamPlotter.plot_resources()
ParamPlotter.plot_overviews()
ParamPlotter.plot_params()
ParamPlotter.plot_vantage_per_region_overview()
ParamPlotter.plot_vantage_macro_overview()
ParamPlotter.plot_vantage_params()
edit_distance()
suggest_did_you_mean()
shrink_param_names()
SkipPlot
Vantage2
Vantage2.name
Vantage2.metric1
Vantage2.metric2
Vantage2.scale1
Vantage2.scale2
Vantage
Vantage.metric1
Vantage.metric2
Vantage.scale1
Vantage.scale2
Vantage.objective1
Vantage.objective2
Vantage.name
ConfusorAnalysisConfig
ConfusorAnalysisConfig.default
ConfusorAnalysisConfig.normalize()
ConfusionAnalysis
ConfusionAnalysis.reload()
ConfusionAnalysis.load_geojson_models()
ConfusionAnalysis.load_confusion_assignment()
ConfusionAnalysis.load_new_stage_stuff()
ConfusionAnalysis.add_confusion_to_geojson_models()
ConfusionAnalysis.build_hard_cases()
ConfusionAnalysis.dump_confusion_geojson()
ConfusionAnalysis.dump_hardneg_geojson()
ConfusionAnalysis.dump_hardneg_kwcoco()
ConfusionAnalysis.dump_confusion_kwcoco()
ConfusionAnalysis.dump_summary_viz()
ConfusionAnalysis.dump_site_case_viz()
ConfusionAnalysis.build_site_confusion_cases()
make_case()
visualize_case()
make_pred_score_timeline()
make_case_timeline()
visualize_all_timelines()
differentiate_site_id()
fix_site_id()
coco_upgrade_track_ids()
make_summary_visualization()
to_styled_kml()
nan_to_null()
safediv()
ManagerConfig
ManagerConfig.default
ManagerConfig.main()
DVCExptManager
DVCExptManager.summarize()
DVCExptManager.list()
DVCExptManager.coerce()
DVCExptManager.pull_packages()
DVCExptManager.gather_packages()
DVCExptManager.add_packages()
DVCExptManager.repackage_checkpoints()
DVCExptManager.push_packages()
DVCExptManager.push()
DVCExptManager.pull()
DVCExptManager.reverse_hash_lookup()
ExperimentState
ExperimentState.VERSIONED_COLUMNS
ExperimentState.STAGING_COLUMNS
ExperimentState.staging_rows()
ExperimentState.versioned_rows()
ExperimentState.staging_table()
ExperimentState.versioned_table()
ExperimentState.cross_referenced_tables()
ExperimentState.list()
ExperimentState.summarize()
ExperimentState.repackage_checkpoints()
ExperimentState.copy_packages_to_dvc()
ExperimentState.add_packages_to_dvc()
ExperimentState.gather_packages()
ExperimentState.add_packages()
ExperimentState.push_packages()
checkpoint_filepath_info()
summarize_tables()
UserAbort
Pipeline
Pipeline.demo()
Pipeline.submit()
Pipeline.node_dict
Pipeline.build_nx_graphs()
Pipeline.inspect_configurables()
Pipeline.configure()
Pipeline.print_process_graph()
Pipeline.print_io_graph()
Pipeline.print_commands()
Pipeline.print_graphs()
Pipeline.submit_jobs()
Pipeline.make_queue()
bash_printf_literal_string()
glob_templated_path()
Node
Node.connect()
Node.key
IONode
IONode.final_value
IONode.key
InputNode
OutputNode
OutputNode.final_value
OutputNode.template_value
OutputNode.matching_fpaths()
memoize_configured_method
memoize_configured_property()
ProcessNode
ProcessNode.name
ProcessNode.executable
ProcessNode.algo_params
ProcessNode.perf_params
ProcessNode.in_paths
ProcessNode.out_paths
ProcessNode.primary_out_key
ProcessNode.group_dname
ProcessNode.configure()
ProcessNode.condensed
ProcessNode.final_config
ProcessNode.final_perf_config
ProcessNode.final_algo_config
ProcessNode.final_in_paths
ProcessNode.template_out_paths
ProcessNode.final_out_paths
ProcessNode.final_node_dpath
ProcessNode.final_root_dpath
ProcessNode.template_group_dpath
ProcessNode.template_node_dpath
ProcessNode.template_root_dpath
ProcessNode.predecessor_process_nodes()
ProcessNode.successor_process_nodes()
ProcessNode.ancestor_process_nodes()
ProcessNode.depends
ProcessNode.algo_id
ProcessNode.process_id
ProcessNode.inputs
ProcessNode.outputs
ProcessNode.command
ProcessNode.test_is_computed_command()
ProcessNode.does_exist
ProcessNode.outputs_exist
ProcessNode.final_command()
ProcessNode.find_template_outputs()
demodata_pipeline()
demo_pipeline_run()
PipelineDAG
coerce_pipeline()
RepackageConfig
RepackageConfig.default
RepackageConfig.main()
repackage()
looks_like_training_directory()
inspect_checkpoint_context()
suggest_package_name_for_checkpoint()
parse_and_init_config()
torch_load_cpu()
repackage_single_checkpoint()
load_meta()
ScheduleEvaluationConfig
ScheduleEvaluationConfig.default
ScheduleEvaluationConfig.main()
ScheduleEvaluationConfig.normalize()
schedule_evaluation()
ensure_iterable()
SmartGlobalHelper
SmartGlobalHelper.TARGET_METRICS
SmartGlobalHelper.VIZ_BLOCKLIST
SmartGlobalHelper.EXTRA_HASHID_IGNORE_COLUMNS
SmartGlobalHelper.EXTRA_PATH_COLUMNS
SmartGlobalHelper.LABEL_MAPPINGS
SmartGlobalHelper.shared_palettes()
SmartGlobalHelper.make_param_palette()
SmartGlobalHelper.region_palette()
SmartGlobalHelper.label_modifier()
SmartGlobalHelper.default_vantage_points()
SmartGlobalHelper.mark_star_models()
SmartGlobalHelper.mark_delivery()
SmartGlobalHelper.populate_test_dataset_bundles()
SmartGlobalHelper.get_delivered_model_params()
SmartGlobalHelper.custom_channel_relabel()
SmartGlobalHelper.custom_channel_relabel_mapping()
SmartGlobalHelper.print_minmax_times()
SmartGlobalHelper.threshold_param_groups()
FeatureComputation
FeatureComputation.executable
FeatureComputation.group_dname
FeatureComputation.in_paths
FeatureComputation.command()
FeatureComputation.condensed
FeatureUnion
FeatureUnion.name
FeatureUnion.executable
FeatureUnion.group_dname
FeatureUnion.in_paths
FeatureUnion.out_paths
FeatureUnion.command()
HeatmapPrediction
HeatmapPrediction.executable
HeatmapPrediction.group_dname
HeatmapPrediction.perf_params
HeatmapPrediction.in_paths
HeatmapPrediction.algo_params
HeatmapPrediction.out_paths
HeatmapPrediction.command()
PolygonPrediction
PolygonPrediction.executable
PolygonPrediction.group_dname
PolygonPrediction.default_track_fn
PolygonPrediction.in_paths
PolygonPrediction.out_paths
PolygonPrediction.command()
PolygonEvaluation
PolygonEvaluation.executable
PolygonEvaluation.group_dname
PolygonEvaluation.in_paths
PolygonEvaluation.out_paths
PolygonEvaluation.perf_params
PolygonEvaluation.command()
HeatmapEvaluation
HeatmapEvaluation.executable
HeatmapEvaluation.group_dname
HeatmapEvaluation.in_paths
HeatmapEvaluation.out_paths
HeatmapEvaluation.command()
KWCocoVisualization
KWCocoVisualization.executable
KWCocoVisualization.group_dname
KWCocoVisualization.in_paths
KWCocoVisualization.out_paths
KWCocoVisualization.command()
InvariantFeatureComputation
InvariantFeatureComputation.name
InvariantFeatureComputation.out_paths
MaterialFeatureComputation
MaterialFeatureComputation.name
MaterialFeatureComputation.out_paths
LandcoverFeatureComputation
LandcoverFeatureComputation.name
LandcoverFeatureComputation.out_paths
BAS_HeatmapPrediction
BAS_HeatmapPrediction.name
BAS_HeatmapPrediction.algo_params
BAS_HeatmapPrediction.condensed
SC_HeatmapPrediction
SC_HeatmapPrediction.name
SC_HeatmapPrediction.algo_params
SC_HeatmapPrediction.condensed
BAS_PolygonPrediction
BAS_PolygonPrediction.name
BAS_PolygonPrediction.default_track_fn
BAS_PolygonPrediction.final_algo_config
SC_PolygonPrediction
SC_PolygonPrediction.name
SC_PolygonPrediction.default_track_fn
SC_PolygonPrediction.final_algo_config
BAS_HeatmapEvaluation
BAS_HeatmapEvaluation.name
SC_HeatmapEvaluation
SC_HeatmapEvaluation.name
BAS_PolygonEvaluation
BAS_PolygonEvaluation.name
SC_PolygonEvaluation
SC_PolygonEvaluation.name
BAS_Visualization
BAS_Visualization.name
SC_Visualization
SC_Visualization.name
Cropping
Cropping.executable
Cropping.group_dname
Cropping.algo_params
Cropping.perf_params
Cropping.in_paths
Cropping.condensed
Cropping.command()
SiteClustering
SiteClustering.executable
SiteClustering.name
SiteClustering.group_dname
SiteClustering.algo_params
SiteClustering.perf_params
SiteClustering.in_paths
SiteClustering.out_paths
SC_Cropping
SC_Cropping.name
SC_Cropping.group_dname
SC_Cropping.algo_params
SC_Cropping.out_paths
SV_Cropping
SV_Cropping.name
SV_Cropping.algo_params
SV_Cropping.out_paths
SV_DepthPredict
SV_DepthPredict.name
SV_DepthPredict.executable
SV_DepthPredict.group_dname
SV_DepthPredict.in_paths
SV_DepthPredict.out_paths
SV_DepthPredict.algo_params
SV_DepthPredict.command()
SV_DepthFilter
SV_DepthFilter.name
SV_DepthFilter.executable
SV_DepthFilter.group_dname
SV_DepthFilter.in_paths
SV_DepthFilter.out_paths
SV_DepthFilter.algo_params
SV_DepthFilter.command()
DinoBoxDetector
DinoBoxDetector.name
DinoBoxDetector.executable
DinoBoxDetector.group_dname
DinoBoxDetector.in_paths
DinoBoxDetector.out_paths
DinoBoxDetector.algo_params
DinoBoxDetector.perf_params
DinoBoxDetector.command()
SV_DinoFilter
SV_DinoFilter.name
SV_DinoFilter.executable
SV_DinoFilter.group_dname
SV_DinoFilter.in_paths
SV_DinoFilter.out_paths
SV_DinoFilter.algo_params
SV_DinoFilter.command()
bas_nodes()
sc_nodes()
make_smart_pipeline_nodes()
make_smart_pipeline()
dzyne_sv_only_pipeline()
parse_json_header()
parse_json_header_cached()
trace_json_lineage()
load_iarpa_evaluation()
load_pxl_eval()
Found
resolve_cross_machine_path()
global_ureg()
relevant_pred_pxl_config()
parse_resource_item()
find_pred_pxl_item()
find_info_items()
find_track_item()
find_metrics_framework_item()
find_pxl_eval_item()
patch_albumentations_for_311()
fix_sorted_set()
patch_kwutil_toplevel()
disable_lightning_hardware_warnings()
patch_numpy_dtypes()
patch_numpy_2x()
fix_pil_version()
disable_tensorflow_warnings()
fix_gelu_issue()
fix_package_modules()
add_safe_globals()
fix_torchmetrics_compatability()
load_site_model_schema()
load_region_model_schema()
load_job_schema()
geoidgrid_path()
dem_path()
requirement_path()
StacSearchBuilderConfig
StacSearchBuilderConfig.default
print_provider_debug_information()
check_processed_regions()
build_search_json()
parallel_map_items()
maps()
associate_msi_pan()
AssembleColdKwcocoConfig
AssembleColdKwcocoConfig.default
assemble_main()
get_gdal_transform()
read_json_metadata()
ExportColdKwcocoConfig
ExportColdKwcocoConfig.default
export_cold_main()
NoMatchingColdCurve
extract_features()
ColdPredictConfig
ColdPredictConfig.default
cold_predict_main()
mask_value()
qabitval_array_HLS()
qabitval_array()
qabitval_array_c2()
load_data()
single_image_stacking_hls()
single_image_stacking_hls14()
single_image_stacking()
single_image_stacking_collection2()
checkfinished_step1()
checkfinished_step2()
checkfinished_step3_partition()
checkfinished_step3_nopartition()
get_extent()
get_feature()
explode()
bbox()
PrepareKwcocoConfig
PrepareKwcocoConfig.default
prepare_kwcoco_main()
qa_decoding()
qa_decoding_no_boundary()
setup_logging()
hist_cut()
minmax_norm()
artificial_surface_index()
stack_kwcoco()
stack_kwcoco_PD()
process_one_coco_image()
tileprocessing_report()
reading_start_dates_nmaps()
is_finished_cold_blockfinished()
is_finished_assemble_cmmaps()
get_stack_date()
TileProcessingKwcocoConfig
TileProcessingKwcocoConfig.default
tile_process_main()
TransferCocoConfig
TransferCocoConfig.default
transfer_features_main()
WriteColdCocoConfig
WriteColdCocoConfig.default
cold_writing_kwcoco_main()
get_backbone()
set_download_dir()
WVRgbDataset
WVSuperRgbDataset
Scale
Scale.changeScale()
CenterCrop
CenterCrop.centerCrop()
ToTensor
ToTensor.to_tensor()
ToNumpy
ToNumpy.to_numpy()
Normalize
Normalize.normalize()
Lighting
pad()
unpad()
minmax()
equalizeRGB()
normalizeRGB()
load_image()
readRasterImage()
modify_bn()
MultiTaskModel
MultiTaskModel.forward()
MultiTaskModel.test_step()
MultiTaskModel.add_model_specific_args()
anisotropic_diffusion()
fake_model()
run_inference()
process_image_chunked()
FilterTracksConfig
FilterTracksConfig.default
mwe_tensorflow()
ScoreTracksConfig
ScoreTracksConfig.default
score_tracks()
BuildingValidatorConfig
BuildingValidatorConfig.default
make_decisions()
building_in_image_features()
CouldNotValidate
BuildingDetectorConfig
BuildingDetectorConfig.default
WrapperDataset
dino_preproc_item()
dino_predict()
trunc_normal_()
drop_path()
DropPath
DropPath.forward()
init_weights()
FeedForward
FeedForward.unwrapped
FeedForward.forward()
Attention
Attention.unwrapped
Attention.forward()
Block
Block.forward()
DecoderLinear
DecoderLinear.no_weight_decay()
DecoderLinear.forward()
MaskTransformerDecoder
MaskTransformerDecoder.no_weight_decay()
MaskTransformerDecoder.forward()
MaskTransformerDecoder.get_attention_map()
PositionalEncoding
PositionalEncoding.forward()
BERTEmbedding
BERTEmbedding.forward()
BERT
BERT.forward()
MulticlassClassification
MulticlassClassification.forward()
BERTClassification
BERTClassification.forward()
ResidualSequential
ResidualSequential.forward()
ResidualAttentionSequential
ResidualAttentionSequential.forward()
assert_allclose()
MultiheadSelfAttention
MultiheadSelfAttention.forward()
MetaModuleProperties
ModuleProperties
ModuleProperties.getattr()
new_attention_layer()
new_mlp_layer()
ChannelwiseTransformerEncoderLayer
ChannelwiseTransformerEncoderLayer.forward()
TimmEncoder
MM_VITEncoder
MM_VITEncoder.initialize_from_pretrained()
MM_VITEncoder.forward()
DeiTEncoder
DeiTEncoder.forward()
PerceiverEncoder
PerceiverEncoder.forward()
FusionEncoder
FusionEncoder.forward()
default()
cache_fn()
PreNorm
PreNorm.forward()
GEGLU
GEGLU.forward()
BackboneEncoderDecoder
TransformerEncoderDecoder
TransformerEncoderDecoder.forward()
TransformerEncoderLayerExtended
VanillaTransformerEncoder
VanillaTransformerEncoder.forward()
MM_VITEncoderDecoder
MM_VITEncoderDecoder.pretrained_fpath_shortnames
MM_VITEncoderDecoder.initialize_from_pretrained()
MM_VITEncoderDecoder.forward()
BlurPool
BlurPool.forward()
get_pad_layer()
double_conv
double_conv.forward()
inconv
inconv.forward()
down
down.forward()
up
up.forward()
outconv
outconv.forward()
UNet
UNet.forward()
pair()
Transformer
Transformer.forward()
ViT
ViT.forward()
wu_backbone()
CommonSamplerMixin
CommonSamplerMixin.from_coco_video()
CommonSamplerMixin.from_datetimes()
MultiTimeWindowSampler
MultiTimeWindowSampler.affinity
MultiTimeWindowSampler.sample()
MultiTimeWindowSampler.show_summary()
TimeSampleError
TimeWindowSampler
TimeWindowSampler.compute_affinity()
TimeWindowSampler.main_indexes
TimeWindowSampler.sample()
TimeWindowSampler.show_affinity()
TimeWindowSampler.show_procedure()
TimeWindowSampler.show_summary()
TimeWindowSampler.update_affinity()
affinity_sample()
hard_frame_affinity()
hard_time_sample_pattern()
soft_frame_affinity()
KWCocoVideoDataModule
KWCocoVideoDataModule.add_argparse_args()
KWCocoVideoDataModule.compatible()
KWCocoVideoDataModule.draw_batch()
KWCocoVideoDataModule.setup()
KWCocoVideoDataModule.test_dataset
KWCocoVideoDataModule.train_dataset
KWCocoVideoDataModule.vali_dataset
KWCocoVideoDataset
MultimodalTransformerConfig
MultimodalTransformerConfig.default
MultimodalTransformerConfig.normalize()
MultimodalTransformer
MultimodalTransformer.add_argparse_args()
MultimodalTransformer.compatible()
MultimodalTransformer.configure_optimizers()
MultimodalTransformer.overfit()
MultimodalTransformer.prepare_item()
MultimodalTransformer.forward_step()
MultimodalTransformer.forward_item()
MultimodalTransformer.forward_foot()
MultimodalTransformer.training_step()
MultimodalTransformer.optimizer_step()
MultimodalTransformer.parameter_hacking()
MultimodalTransformer.validation_step()
MultimodalTransformer.test_step()
MultimodalTransformer.save_package()
MultimodalTransformer.forward()
MultimodalTransformer.get_cfgstr()
slice_to_agree()
perterb_params()
normal_init()
bias_init_with_prob()
conv_ws_2d()
ConvWS2d
ConvWS2d.forward()
build_norm_layer()
build_conv_layer()
ConvModule
ConvModule.norm
ConvModule.forward()
multi_apply()
RetinaHead
RetinaHead.init_weights()
RetinaHead.forward_single()
RetinaHead.forward()
calc_iou()
FocalLoss
FocalLoss.forward()
drop_connect()
round_repeats()
round_filters()
load_pretrained_weights()
Identity
Identity.forward()
Conv2dStaticSamePadding
Conv2dStaticSamePadding.forward()
Conv2dDynamicSamePadding
Conv2dDynamicSamePadding.forward()
get_same_padding_conv2d()
BlockArgs
BlockArgs.expand_ratio
BlockArgs.id_skip
BlockArgs.input_filters
BlockArgs.kernel_size
BlockArgs.num_repeat
BlockArgs.output_filters
BlockArgs.se_ratio
BlockArgs.stride
GlobalParams
GlobalParams.batch_norm_epsilon
GlobalParams.batch_norm_momentum
GlobalParams.depth_coefficient
GlobalParams.depth_divisor
GlobalParams.drop_connect_rate
GlobalParams.dropout_rate
GlobalParams.image_size
GlobalParams.min_depth
GlobalParams.num_classes
GlobalParams.width_coefficient
BlockDecoder
BlockDecoder.decode()
BlockDecoder.encode()
efficientnet_params()
efficientnet()
get_model_params()
Swish
Swish.forward()
SwishImplementation
SwishImplementation.forward()
SwishImplementation.backward()
MemoryEfficientSwish
MemoryEfficientSwish.forward()
MBConvBlock
MBConvBlock.forward()
MBConvBlock.set_swish()
EfficientNet
EfficientNet.set_swish()
EfficientNet.extract_features()
EfficientNet.forward()
EfficientNet.from_name()
EfficientNet.from_pretrained()
EfficientNet.get_image_size()
EfficientNet.get_list_features()
ClipBoxes
ClipBoxes.forward()
xavier_init()
BiFPNModule
BiFPNModule.init_weights()
BiFPNModule.forward()
BIFPN
BIFPN.init_weights()
BIFPN.forward()
BBoxTransform
BBoxTransform.forward()
shift()
generate_anchors()
Anchors
Anchors.forward()
EfficientDetCoder
EfficientDetCoder.decode_batch()
EfficientDet
EfficientDet.forward()
EfficientDet.freeze_bn()
EfficientDet.train()
EfficientDet.extract_feat()
TaskHeads
TaskHeads.forward()
TaskHeads.compute_loss()
to_next_multiple()
positions_from_shape()
PadToMultiple
PadToMultiple.forward()
NanToNum
NanToNum.forward()
ShapePreservingTransformerEncoder
ShapePreservingTransformerEncoder.forward()
ScaleAwarePositionalEncoder
ScaleAwarePositionalEncoder.forward()
MipNerfPositionalEncoder
MipNerfPositionalEncoder.forward()
ScaleAgnostictPositionalEncoder
ScaleAgnostictPositionalEncoder.forward()
ResNetShim
ResNetShim.forward()
HeterogeneousModel
HeterogeneousModel.get_cfgstr()
HeterogeneousModel.process_input_tokens()
HeterogeneousModel.process_query_tokens()
HeterogeneousModel.forward()
HeterogeneousModel.shared_step()
HeterogeneousModel.training_step()
HeterogeneousModel.validation_step()
HeterogeneousModel.test_step()
HeterogeneousModel.predict_step()
HeterogeneousModel.forward_step()
HeterogeneousModel.log_grad_norm()
HeterogeneousModel.save_package()
HeterogeneousModel.configure_optimizers()
coerce_criterion()
RobustModuleDict
RobustModuleDict.repl_dot
RobustModuleDict.repl_empty
RobustModuleDict.pop()
RobustParameterDict
RobustParameterDict.repl_dot
RobustParameterDict.repl_empty
RobustParameterDict.pop()
OurDepthwiseSeparableConv
OurDepthwiseSeparableConv.feature_info()
OurDepthwiseSeparableConv.forward()
DWCNNTokenizer
LinearConvTokenizer
ConvTokenizer
ConvTokenizer.forward()
RearrangeTokenizer
RearrangeTokenizer.forward()
torch_safe_stack()
NoopModel
NoopModel.get_cfgstr()
NoopModel.forward()
NoopModel.shared_step()
NoopModel.training_step()
NoopModel.forward_step()
NoopModel.configure_optimizers()
NoopModel.save_package()
DetrDecoderForObjectDetection
DetrDecoderForObjectDetection.forward()
TorchvisionWrapper
TorchvisionWrapper.define_ots_model()
TorchvisionWrapper.forward()
TorchvisionWrapper.collate()
TorchvisionSegmentationWrapper
TorchvisionClassificationWrapper
TorchvisionDetectionWrapper
EfficientNetB7
EfficientNetB7.define_ots_model()
FCNResNet50
FCNResNet50.define_ots_model()
FCNResNet50.forward()
FCNResNet50.save_package()
FCNResNet50.forward_step()
Resnet50
Resnet50.forward()
Resnet50.forward_step()
Resnet50.define_ots_model()
Resnet50.training_step()
Resnet50.on_before_batch_transfer()
UNetBaseline
UNetBaseline.get_cfgstr()
UNetBaseline.process_frame()
UNetBaseline.process_example()
UNetBaseline.process_batch()
UNetBaseline.encode_frame()
UNetBaseline.encode_example()
UNetBaseline.encode_batch()
UNetBaseline.forward()
UNetBaseline.shared_step()
UNetBaseline.training_step()
UNetBaseline.validation_step()
UNetBaseline.test_step()
UNetBaseline.predict_step()
UNetBaseline.forward_step()
UNetBaseline.save_package()
ExtendTorchMixin
ExtendTorchMixin.reset_weights()
ExtendTorchMixin.devices()
ExtendTorchMixin.main_device
MSIDemoDataMixin
MSIDemoDataMixin.demo_dataset_stats()
MSIDemoDataMixin.demo_batch()
LightningModelMixin
LightningModelMixin.has_trainer
DeprecatedMixin
DeprecatedMixin.configure_optimizers()
OverfitMixin
OverfitMixin.overfit()
PackageMixin
PackageMixin.load_package()
CoerceMixins
DatasetStatsMixin
DatasetStatsMixin.set_dataset_specific_attributes()
WatchModuleMixins
demo_coco_stitching_manager()
CocoStitchingManager
CocoStitchingManager.accumulate_image()
CocoStitchingManager.managed_image_ids()
CocoStitchingManager.ready_image_ids()
CocoStitchingManager.submit_finalize_image()
CocoStitchingManager.flush_images()
CocoStitchingManager.seen_image_ids
CocoStitchingManager.finalize_image()
quantize_image()
fix_slice()
SegmentationEvalConfig
SegmentationEvalConfig.default
single_image_segmentation_metrics()
draw_confusion_image()
colorize_class_probs()
draw_truth_borders()
dump_chunked_confusion()
evaluate_segmentations()
MaxQueuePool
MaxQueuePool.submit()
MaxQueuePool.pool_queue_callback()
MaxQueuePool.shutdown()
coerce_initializer()
custom_yaml_load()
custom_yaml_dump()
make_cli()
Registery
Registery.pandas()
Registery.list()
Registery.query()
DictRegistery
DictRegistery.add()
DictRegistery.set()
DictRegistery.remove()
DictRegistery.read()
ListRegistery
ListRegistery.append()
ListRegistery.read()
ListRegistery.pandas()
NewDVCRegistery
FitRegistery
FitRegistery.append()
FitRegistery.peek()
FitRegisteryCLI
FitRegisteryCLI.Append
FitRegisteryCLI.Append.main()
FitRegisteryCLI.Append.default
FitRegisteryCLI.List
FitRegisteryCLI.List.main()
FitRegisteryCLI.List.default
FitRegisteryCLI.Peek
FitRegisteryCLI.Peek.main()
FitRegisteryCLI.Peek.default
train_time_helper_scripts()
DataModuleConfigMixin
DataModuleConfigMixin.default
PredictConfig
PredictConfig.default
build_stitching_managers()
resolve_datamodule()
PeriodicMemoryMonitor
PeriodicMemoryMonitor.check()
predict()
Predictor
millify()
load_model_from_package()
load_model_header()
Lambda
Lambda.forward()
DimensionDropout
DimensionDropout.forward()
SinePositionalEncoding
SinePositionalEncoding.forward()
model_json()
pretext
pretext.TASK_NAMES
pretext.forward()
pretext.shared_step()
pretext.training_step()
pretext.validation_step()
pretext.predict()
pretext.predict_before_after()
pretext.train_dataloader()
pretext.val_dataloader()
pretext.configure_optimizers()
pretext.task_neck()
pretext.pixel_classification_head()
pretext.image_classification_head()
change
change.head()
change.forward()
change.shared_step()
change.training_step()
change.validation_step()
change.validation_epoch_end()
change.run_test()
change.train_dataloader()
change.val_dataloader()
change.configure_optimizers()
kwcoco_dataset
kwcoco_dataset.S2_channel_names
kwcoco_dataset.L8_channel_names
kwcoco_dataset.common_channel_names
kwcoco_dataset.get_img()
kwcoco_dataset.num_channels()
InvariantPredictConfig
InvariantPredictConfig.default
InvariantPredictConfig.normalize()
Predictor.forward()
pretext.generate_pca_matrix()
pretext.on_save_checkpoint()
pretext.save_package()
pretext.load_package()
segmentation_model
segmentation_model.forward()
segmentation_model.shared_step()
segmentation_model.training_step()
segmentation_model.validation_step()
segmentation_model.test_step()
segmentation_model.train_epoch_end()
segmentation_model.validation_epoch_end()
segmentation_model.run_test()
segmentation_model.train_dataloader()
segmentation_model.val_dataloader()
segmentation_model.configure_optimizers()
segmentation_model.save_package()
segmentation_model.load_package()
S2Dataset
WVDataset
imresize()
run()
predict_image()
normalize()
get_device()
get_model_device()
load_model()
ModelInfo
ModelInfo.create_dataset()
ModelInfo.model_outputs
ModelInfo.load_model()
S2ModelInfo
S2ModelInfo.create_dataset()
S2ModelInfo.model_outputs
S2ModelInfo.load_model()
WVModelInfo
WVModelInfo.create_dataset()
WVModelInfo.model_outputs
WVModelInfo.load_model()
lookup_model_info()
double_conv()
UNetR
UNetR.forward()
LandcoverPredictConfig
LandcoverPredictConfig.default
get_output_file()
MAEPredictConfig
MAEPredictConfig.default
WatchDataset
WatchDataset.S2_l2a_channel_names
WatchDataset.S2_channel_names
WatchDataset.L8_channel_names
WatchDataset.update_target_properties()
MAE
MAE.forward()
MaeCityscape
MaeCityscape.forward()
MaeCityscape.shared_step()
sigmoid()
Predict
RegionResult
RegionResult.region_id
RegionResult.region_model
RegionResult.site_models
RegionResult.bas_dpath
RegionResult.sc_dpath
RegionResult.unbounded_site_status
RegionResult.from_dpath_and_anns_root()
RegionResult.bas_df
RegionResult.site_ids
RegionResult.sc_df
RegionResult.sc_te_df
RegionResult.sc_phasetable
merge_bas_metrics_results()
merge_sc_metrics_results()
merge_metrics_results()
iarpa_bas_color_legend()
viz_sc()
viz_sc_gantt()
viz_sc_multi()
PolyFromPointCLI
PolyFromPointCLI.main()
PolyFromPointCLI.default
convert_polygons_to_region_model()
extract_polygons()
image_predicted()
show_mask()
load_sam()
comput_average_boxes()
get_vidspace_info()
load_point_annots()
convert_points_to_poly_with_sam_method()
RunAllPointgenCLI
RunAllPointgenCLI.default
SAMConfig
SAMConfig.default
rgb_from_kwcoco_frame()
SAMWrapperDataset
DenseFeaturePredictor
DenseFeaturePredictor.short_code
DenseFeaturePredictor.chan_code
DenseFeaturePredictor.proc_name
DenseFeaturePredictor.WrapperDsetClass
DenseFeaturePredictor.setup()
DenseFeaturePredictor.run()
DenseFeaturePredictor.predict_batch()
SAMFeaturePredictor
SAMFeaturePredictor.short_code
SAMFeaturePredictor.proc_name
SAMFeaturePredictor.chan_code
SAMFeaturePredictor.WrapperDsetClass
SAMFeaturePredictor.predict_batch()
TrackFunction
TrackFunction.forward()
TrackFunction.apply_per_video()
TrackFunction.safe_apply()
TrackFunction.safe_partition()
TrackFunction.safe_union()
NoOpTrackFunction
NoOpTrackFunction.forward()
NewTrackFunction
NewTrackFunction.forward()
NewTrackFunction.create_tracks()
NewTrackFunction.add_tracks_to_dset()
WrappedSingleVideoCocoDataset
binary()
rescaled_binary()
probs()
rescaled_probs()
mean_normalized()
frequency_weighted_mean()
DataFrameFilter
DataFrameFilter.filter_dataframe()
TimePolygonFilter
TimePolygonFilter.filter_dataframe()
TimeSplitFilter
TimeSplitFilter.filter_dataframe()
ResponsePolygonFilter
ResponsePolygonFilter.filter_dataframe()
site_validation()
time_aggregated_polys()
TimeAggregatedPolysConfig
TimeAggregatedPolysConfig.default
TimeAggregatedPolysConfig.normalize()
CommonTrackFn
CommonTrackFn.default
CommonTrackFn.normalize()
TrackFnWithSV
TrackFnWithSV.site_validation
TrackFnWithSV.site_validation_span_steps
TrackFnWithSV.site_validation_thresh
TrackFnWithSV.default
TimeAggregatedBAS
TimeAggregatedBAS.thresh
TimeAggregatedBAS.key
TimeAggregatedBAS.agg_fn
TimeAggregatedBAS.create_tracks()
TimeAggregatedBAS.add_tracks_to_dset()
TimeAggregatedBAS.default
TimeAggregatedSC
TimeAggregatedSC.thresh
TimeAggregatedSC.key
TimeAggregatedSC.bg_key
TimeAggregatedSC.boundaries_as
TimeAggregatedSC.create_tracks()
TimeAggregatedSC.add_tracks_to_dset()
TimeAggregatedSC.default
TimeAggregatedSV
TimeAggregatedSV.thresh
TimeAggregatedSV.key
TimeAggregatedSV.boundaries_as
TimeAggregatedSV.span_steps
TimeAggregatedSV.create_tracks()
TimeAggregatedSV.add_tracks_to_dset()
TimeAggregatedSV.default
MonoTrack
MonoTrack.forward()
as_shapely_polys()
OverlapTrack
OverlapTrack.min_overlap
OverlapTrack.forward()
OverlapTrack.default
dedupe_annots()
remove_small_annots()
ensure_videos()
dedupe_tracks()
shapely_round()
normalize_phases()
dedupe_dates()
run_tracking_pipeline()
FoundNothing
PolygonExtractConfig
PolygonExtractConfig.default
heatmaps_to_polys()
viterbi()
class_label_smoothing()
interpolate()
baseline()
sort_by_gid()
ensure_post()
dedupe_background_anns()
current_date()
phase_prediction_baseline()
PolygonExtractor
PolygonExtractor.predict()
PolygonExtractor.predict_polygons()
PolygonExtractor.show()
PolygonExtractor.draw_intermediate()
PolygonExtractor.draw_timesequence()
PolygonExtractor.demo()
PolygonExtractor.demodata()
impute_nans()
impute_nans2()
FeatureCube
FeatureCube.take_channels()
FeatureCube.window_max()
FeatureCube.demo()
FeatureCube.draw()
TimeIntervalSequence
TimeIntervalSequence.apply_grouping()
TimeIntervalSequence.coerce()
TimeInterval
TimeInterval.start
TimeInterval.stop
TimeInterval.coerce()
TimeInterval.closed()
TimeInterval.random()
toydata_demo()
real_data_demo_case_1()
real_data_demo_case_2()
real_data_demo_case_3()
real_data_demo_case_1_fixed()
generate_real_example()
LabelMask
LabelMask.colorize()
LabelMask.resize()
LabelMask.demo()
LabelMask.to_multi_polygons()
coco_make_track_gdf()
imread_many()
trackid_is_default()
check_only_bg()
gpd_sort_by_gid()
gpd_len()
gpd_compute_scores()
score_track_polys()
score_poly()
mask_to_polygons()
visualize_videos()
are_bas_dct()
viz_track_scores()
space7_sort
space7_sort.head()
space7_sort.forward()
space7_sort.shared_step()
space7_sort.training_step()
space7_sort.validation_step()
space7_sort.train_dataloader()
space7_sort.val_dataloader()
space7_sort.configure_optimizers()
time_sort
time_sort.head()
time_sort.forward()
time_sort.shared_step()
time_sort.training_step()
time_sort.validation_step()
time_sort.train_dataloader()
time_sort.val_dataloader()
time_sort.configure_optimizers()
AutoResumer
AutoResumer.on_init_start()
AutoResumer.recent_checkpoints()
BatchPlotter
BatchPlotter.setup()
BatchPlotter.add_argparse_args()
BatchPlotter.on_train_batch_start()
BatchPlotter.on_validation_batch_start()
BatchPlotter.on_test_batch_start()
BatchPlotter.on_train_batch_end()
BatchPlotter.on_validation_batch_end()
BatchPlotter.on_test_batch_end()
BatchPlotter.draw_batch()
BatchPlotter.draw_if_ready()
Packager
Packager.add_argparse_args()
Packager.setup()
Packager.on_fit_start()
Packager.on_fit_end()
Packager.on_exception()
default_save_package()
StateLogger
StateLogger.setup()
StateLogger.teardown()
StateLogger.on_fit_start()
StateLogger.on_fit_end()
StateLogger.on_save_checkpoint()
StateLogger.on_sanity_check_start()
StateLogger.on_sanity_check_end()
StateLogger.on_exception()
LightningTelemetry
LightningTelemetry.add_argparse_args()
LightningTelemetry.setup()
LightningTelemetry.on_fit_start()
LightningTelemetry.on_fit_end()
LightningTelemetry.on_train_epoch_end()
LightningTelemetry.on_exception()
TensorboardPlotter
TensorboardPlotter.on_train_epoch_end()
TensorboardPlotter.on_validation_epoch_end()
TensorboardPlotter.on_test_epoch_end()
TextLogger
TextLogger.setup()
TextLogger.teardown()
TextLogger.on_fit_start()
TextLogger.on_fit_end()
TextLogger.state_dict()
TextLogger.load_state_dict()
TextLogger.on_train_start()
TextLogger.on_train_end()
TextLogger.on_sanity_check_start()
TextLogger.on_sanity_check_end()
TextLogger.on_exception()
TextLogger.on_train_epoch_start()
TextLogger.on_train_epoch_end()
TextLogger.on_validation_epoch_end()
TextLogger.on_validation_epoch_start()
get_init_arguments_and_types()
str_to_bool_or_str()
str_to_bool_or_int()
str_to_bool()
parse_docstring_args()
add_arginfos_to_parser()
add_argparse_args()
LightningToyNet2d
LightningToyNet2d.forward()
LightningToyNet2d.get_cfgstr()
LightningToyNet2d.forward_step()
LightningToyNet2d.validation_step()
LightningToyNet2d.training_step()
LightningToyNet2d.train_dataloader()
LightningToyNet2d.val_dataloader()
LightningToyNet2d.configure_optimizers()
demo_trainer()
LightningCLI_Extension
LightningCLI_Extension.init_parser()
LightningCLI_Extension.parse_arguments()
parse_gpu_ids()
coerce_devices()
coerce_accelerator_devices()
model_hparams()
RawDescriptionDefaultsHelpFormatter
ArgumentParser
ArgumentParser.parse_known_args()
DiceLoss
DiceLoss.forward()
MaskedDiceLoss
MaskedDiceLoss.forward()
GeneralizedWassersteinDiceLoss
GeneralizedWassersteinDiceLoss.forward()
GeneralizedWassersteinDiceLoss.wasserstein_distance_map()
DiceCELoss
DiceCELoss.ce()
DiceCELoss.forward()
DiceFocalLoss
DiceFocalLoss.forward()
Dice
dice_ce
dice_focal
generalized_wasserstein_dice
UnexpectedSymbol
utf8_encoder()
Lexer()
parse_value()
parse_string()
basic_parse_basecoro()
filter_image_ids()
populate_watch_fields()
coco_populate_geo_heuristics()
coco_populate_geo_img_heuristics2()
coco_populate_geo_video_stats()
check_kwcoco_spatial_transforms()
check_geo_transform_consistency()
check_unique_channel_names()
coco_list_asset_infos()
check_geotiff_formats()
rewrite_geotiffs()
geotiff_format_info()
ensure_transfered_geo_data()
transfer_geo_metadata()
transfer_geo_metadata2()
coco_channel_stats()
TrackidGenerator
TrackidGenerator.update_generator()
TrackidGenerator.exclude_trackids()
coco_img_wld_info()
warp_annot_segmentations_from_geos()
warp_annot_segmentations_to_geos()
visualize_rois()
covered_image_geo_regions()
covered_video_geo_regions()
covered_annot_geo_regions()
reorder_video_frames()
pick_channels()
Remedian
Remedian.add_obs()
Result
Result.to_dict()
Result.demo()
ResultTable
ResultTable.table
ResultTable.result_list
ResultTable.demo()
ResultTable.coerce()
ResultTable.varied
ResultAnalysis
ResultAnalysis.demo()
ResultAnalysis.run()
ResultAnalysis.analysis()
ResultAnalysis.table
ResultAnalysis.metric_table()
ResultAnalysis.varied
ResultAnalysis.abaltion_groups()
ResultAnalysis.tune()
ResultAnalysis.ablate()
ResultAnalysis.abalation_groups()
ResultAnalysis.abalate()
ResultAnalysis.test_group()
ResultAnalysis.build()
ResultAnalysis.report()
ResultAnalysis.conclusions()
ResultAnalysis.plot()
SkillTracker
SkillTracker.predict_win()
SkillTracker.observe()
UnhashablePlaceholder
varied_values()
varied_value_counts()
GroupbyFutureWrapper
fix_groupby()
aggregate_stats()
stats_dict()
combine_stats()
combine_stats_arrs()
ReverseHashTable
ReverseHashTable.load()
ReverseHashTable.register()
ReverseHashTable.query()
condense_config()
SimpleDVC
SimpleDVC.init()
SimpleDVC.cache_dir
SimpleDVC.demo_dpath()
SimpleDVC.coerce()
SimpleDVC.find_root()
SimpleDVC.add()
SimpleDVC.pathsremove()
SimpleDVC.check_ignore()
SimpleDVC.git_pull()
SimpleDVC.git_push()
SimpleDVC.git_commit()
SimpleDVC.git_commitpush()
SimpleDVC.push()
SimpleDVC.pull()
SimpleDVC.request()
SimpleDVC.unprotect()
SimpleDVC.is_tracked()
SimpleDVC.find_file_tracker()
SimpleDVC.find_dir_tracker()
SimpleDVC.read_dvc_sidecar()
SimpleDVC.resolve_cache_paths()
SimpleDVC.find_sidecar_paths()
SimpleDVC.resolve_sidecar()
SimpleDVC_CLI
SimpleDVC_CLI.Add
SimpleDVC_CLI.Add.main()
SimpleDVC_CLI.Add.default
SimpleDVC_CLI.Request
SimpleDVC_CLI.Request.main()
SimpleDVC_CLI.Request.default
SimpleDVC_CLI.CacheDir
SimpleDVC_CLI.CacheDir.main()
SimpleDVC_CLI.CacheDir.default
dicts_contain()
SENTINEL2
LANDSAT8
LANDSAT7
PLANETSCOPE_8BAND
ALL_BANDS
EO_COMMONNAMES
GROUND
specialized_index_bands()
specialized_index_bands2()
parse_delimited_argstr()
DataRegistry
DataRegistry.pandas()
DataRegistry.list()
DataRegistry.add()
DataRegistry.set()
DataRegistry.remove()
DataRegistry.read()
DataRegistry.query()
DataRegistry.find()
find_dvc_dpath()
find_smart_dvc_dpath()
DotDict
DotDict.from_nested()
DotDict.to_nested()
DotDict.to_nested_keys()
DotDict.suffix_get()
DotDict.prefix_get()
DotDict.suffix_subdict()
DotDict.prefix_subdict()
DotDict.add_prefix()
DotDict.insert_prefix()
DotDict.query_keys()
DotDict.print_graph()
dotdict_to_nested()
dotkeys_to_nested()
indexable_to_graph()
explore_nested_dict()
egress_item()
ingress_item()
download_mtd_msil1c()
download_file()
download_http_file()
CacheItemOutputS3Wrapper
IngressProcessEgressWrapper
download_region()
determine_region_id()
AWS_S3_Command
AWS_S3_Command.cmd_known_flags
AWS_S3_Command.cmd_known_keyvals
AWS_S3_Command.update()
AWS_S3_Command.finalize()
AWS_S3_Command.run()
ta2_collate_output()
fixup_and_validate_site_and_region_models()
check_region_and_site_models_agree()
NodeStateDebugger
NodeStateDebugger.print_environment()
NodeStateDebugger.print_local_invocation()
NodeStateDebugger.print_current_state()
NodeStateDebugger.print_directory_contents()
PrintLogger
PrintLogger.info()
PrintLogger.debug()
PrintLogger.error()
PrintLogger.warning()
PrintLogger.critical()
FSPath
FSPath.get_filesystem_class()
FSPath.fs
FSPath.coerce()
FSPath.path
FSPath.relative_to()
FSPath.is_remote()
FSPath.is_local()
FSPath.open()
FSPath.ls()
FSPath.touch()
FSPath.move()
FSPath.delete()
FSPath.rm()
FSPath.mkdir()
FSPath.stat()
FSPath.is_dir()
FSPath.is_file()
FSPath.is_link()
FSPath.exists()
FSPath.write_text()
FSPath.read_text()
FSPath.walk()
FSPath.parent
FSPath.name
FSPath.stem
FSPath.suffix
FSPath.suffixes
FSPath.parts
FSPath.copy()
FSPath.joinpath()
FSPath.tree()
LocalPath
LocalPath.ensuredir()
LocalPath.absolute()
LocalPath.appdir()
MemoryPath
RemotePath
S3Path
S3Path.ensuredir()
S3Path.register_bucket()
S3Path.coerce()
SSHPath
SSHPath.host
grabdata_girder()
utm_epsg_from_zoneletter()
configure_global_attributes()
get_cpu_mem_info()
get_cpu_info()
get_mem_info()
disk_info_of_path()
consume()
chunks()
cartesian_product()
tukey_biweight_loss()
asymptotic()
robust_limits()
unique_rows()
find_robust_normalizers()
apply_normalizer()
balanced_number_partitioning()
torch_array_equal()
combine_mean_stds()
apply_robust_normalizer()
biased_1d_weights()
argsort_threshold()
upweight_center_mask()
perchannel_colorize()
ensure_false_color()
colorize_label_image()
local_variance()
find_lowvariance_regions()
find_samecolor_regions()
find_high_frequency_values()
polygon_distance_transform()
multiple_polygon_distance_transform_weighting()
devcheck_frame_poly_weights()
find_low_overlap_covering_boxes()
find_low_overlap_covering_boxes_optimize()
exactly_1channel()
load_image_shape()
draw_multiclass_clf_on_image()
TitleBuilder
TitleBuilder.add_part()
TitleBuilder.newline()
TitleBuilder.ensure_newline()
TitleBuilder.finalize()
cropwhite_ondisk()
dataframe_table()
humanize_dataframe()
scatterplot_highlight()
humanize_labels()
relabel_xticks()
LabelModifier
LabelModifier.copy()
LabelModifier.add_mapping()
LabelModifier.update()
LabelModifier.relabel_yticks()
LabelModifier.relabel_xticks()
LabelModifier.relabel_axes_labels()
LabelModifier.relabel_legend()
LabelModifier.relabel()
FigureFinalizer
FigureFinalizer.copy()
FigureFinalizer.update()
FigureFinalizer.finalize()
fix_matplotlib_dates()
fix_matplotlib_timedeltas()
extract_legend()
ArtistManager
ArtistManager.plot()
ArtistManager.add_linestring()
ArtistManager.add_ellipse()
ArtistManager.add_circle()
ArtistManager.add_ellipse_marker()
ArtistManager.add_circle_marker()
ArtistManager.build_collections()
ArtistManager.add_to_axes()
ArtistManager.bounds()
ArtistManager.setlims()
time_sample_arcplot()
Palette
Palette.coerce()
Palette.update()
Palette.add_labels()
Palette.make_legend_img()
Palette.sorted_keys()
Palette.reorder()
PaletteManager
color_new_labels()
autompl2()
FigureManager
FigureManager.figure()
FigureManager.finalize()
FigureManager.set_figtitle()
fix_seaborn_palette_issue()
distributed_subitems()
farthest_first()
get_logger()
PrintLogger.setLevel()
PrintLogger.exception()
PrintLogger.log()
PrintLogger.findCaller()
PrintLogger.makeRecord()
PrintLogger.filter()
PrintLogger.handle()
PrintLogger.addHandler()
PrintLogger.removeHandler()
PrintLogger.hasHandlers()
PrintLogger.callHandlers()
PrintLogger.getEffectiveLevel()
PrintLogger.isEnabledFor()
PrintLogger.getChild()
debug_shapes()
shape_summary()
Optimizer
Optimizer.coerce()
Initializer
Initializer.forward()
Initializer.history()
Initializer.get_initkw()
Initializer.coerce()
NoOp
NoOp.forward()
Orthogonal
Orthogonal.forward()
KaimingUniform
KaimingUniform.forward()
KaimingNormal
KaimingNormal.forward()
apply_initializer()
trainable_layers()
number_of_parameters()
ToyNet2d
ToyNet2d.forward()
ToyData2d
ToyData2d.make_loader()
InputNorm
InputNorm.forward()
MultiLayerPerceptronNd
MultiLayerPerceptronNd.forward()
rectify_dropout()
rectify_nonlinearity()
rectify_normalizer()
Conv0d
Conv0d.forward()
Conv0d.extra_repr()
Conv1d
Conv1d.forward()
Conv1d.extra_repr()
Conv2d
Conv2d.forward()
Conv2d.extra_repr()
Conv3d
Conv3d.forward()
Conv3d.extra_repr()
rectify_conv()
weight_standardization_nd()
ConvNormNd
ConvNorm1d
ConvNorm2d
ConvNorm3d
beta_mish()
Mish_Function
Mish_Function.forward()
Mish_Function.backward()
Mish
Mish.forward()
default_kwargs()
CollateException
padded_collate()
NvidiaSMIError
nvidia_smi()
DataFrame
DataFrame.random()
DataFrame.coerce()
DataFrame.safe_drop()
DataFrame.reorder()
DataFrame.groupby()
DataFrame.match_columns()
DataFrame.search_columns()
DataFrame.varied_values()
DataFrame.varied_value_counts()
DataFrame.shorten_columns()
DataFrame.argextrema()
pandas_reorder_columns()
pandas_argmaxima()
pandas_suffix_columns()
pandas_nan_eq()
pandas_shorten_columns()
pandas_condense_paths()
pandas_truncate_items()
DotDictDataFrame
DotDictDataFrame.nested_columns
DotDictDataFrame.find_column()
DotDictDataFrame.query_column()
DotDictDataFrame.lookup_suffix_columns()
DotDictDataFrame.lookup_prefix_columns()
DotDictDataFrame.find_columns()
DotDictDataFrame.match_columns()
DotDictDataFrame.search_columns()
DotDictDataFrame.subframe()
pandas_add_prefix()
aggregate_columns()
SpecialAggregators
SpecialAggregators.hash()
SpecialAggregators.hash12()
SpecialAggregators.unique()
SpecialAggregators.min_max()
SpecialAggregators.normalize_special_key()
SpecialAggregators.special_lut
NonConstantError
pandas_fixed_groupby()
handle_yaml_grid()
coerce_list_of_action_matrices()
prevalidate_param_grid()
expand_param_grid()
github_action_matrix()
extended_github_action_matrix()
mask()
ResampledRaster
ResampledRaster.raster
ResampledRaster.scale
ResampledRaster.read
ResampledRaster.resampling
VimRegexBuilder
PythonRegexBuilder
ExtendedTransformer
ExtendedTransformer.parser()
ExtendedTransformer.parse()
ResolvedTransformer
ResolvedTransformer.magnitude()
ResolvedTransformer.unit()
ResolvedTransformer.implicit_unit()
ResolvedTransformer.numeric_unit()
ResolvedTransformer.resolved_unit()
ResolvedUnitTransformer
ResolvedScalarTransformer
ResolvedScalarTransformer.resolved_scalar()
ResolvedWindowTransformer
ResolvedWindowTransformer.window_1d_dim()
ResolvedWindowTransformer.window_2d_dim()
ResolvedWindowTransformer.window()
ResolvedWindowTransformer.resolved_window()
Resolved
Resolved.parse()
Resolved.coerce()
ResolvedUnit
ResolvedUnit.coerce()
ResolvedScalar
ResolvedScalar.at_resolution()
ResolvedWindow
ResolvedWindow.at_resolution()
DummyLogger
DummyLogger.warning()
Retry
retry_call()
get_file_from_s3()
send_file_to_s3()
shortest_unique_prefixes()
shortest_unique_suffixes()
BinaryF1Score
BinaryF1Score.compute()
BinaryOverallAccuracy
BinaryOverallAccuracy.compute()
BinaryBalancedAccuracy
BinaryBalancedAccuracy.compute()
BinaryTruePositiveRate
BinaryTruePositiveRate.compute()
unit_registry()
DEFAULT_QA_ENCODING
IARPA_REAL_STATUS
iarpa_assign_truth_confusion()
iarpa_assign_pred_confusion()
TAG_IF()
CONDITION()
ALL()
hack_track_categories()
ensure_heuristic_coco_colors()
ensure_heuristic_category_tree_colors()
category_tree_ensure_color()
category_category_colors()
dummy_legend()
build_image_header_text()
auto_expt_dvc()
auto_data_dvc()
normalize_sensors()
extract_region_id()
register_known_fsspec_s3_buckets()
kubctl
rsync
KIT_DEMO_WAIT
KIT_TRAIN_WITH_YAML
Note
This module has been moved to kwgis.gis.spatial_reference.
kwgis.gis.spatial_reference