Index

Symbols

--amp slvt-infer command line option slvt-train command line option --autoregressive-degree slvt-extract-outliers command line option --balance-groups slvt-extract-frames command line option --batch-size slvt-infer command line option slvt-train command line option --channels-last slvt-infer command line option --chunks slvt-infer command line option --clustering-resize-width slvt-extract command line option --clustering-stride slvt-extract command line option --color slvt-extract command line option --comparison-bodyparts slvt-extract-outliers command line option --compile-model slvt-infer command line option slvt-train command line option --conditional-top-down-conditions slvt-prepare command line option --config-path slvt-extract command line option slvt-infer command line option slvt-prepare command line option slvt-train command line option --cores slvt-extract command line option --cpu-threads-per-worker slvt-infer command line option --cpu-workers slvt-infer command line option --crop slvt-infer command line option --cudnn-benchmark slvt-infer command line option slvt-train command line option --dataloader-workers slvt-train command line option --detector slvt-prepare command line option --detector-batch-size slvt-infer command line option slvt-train command line option --detector-epochs slvt-train command line option --detector-path slvt-train command line option --detector-save-epochs slvt-train command line option --detector-snapshot-index slvt-infer command line option --device slvt-infer command line option slvt-train command line option --display-iterations slvt-train command line option --epochs slvt-train command line option --evaluate slvt-train command line option --evaluation-batch-size slvt-train command line option --evaluation-confidence-cutoff slvt-train command line option --exclusive slvt-extract-frames command line option --extraction-algorithm slvt-extract-outliers command line option --fit-workers slvt-extract-outliers command line option --frame-index slvt-extract-outliers command line option --frames-per-video slvt-extract command line option --from-shuffle slvt-prepare command line option --gpu-processes slvt-infer command line option --gpus slvt-infer command line option slvt-train command line option --grayscale slvt-extract command line option --group-regex slvt-extract-frames command line option --load-head-weights slvt-train command line option --maximum-snapshots slvt-train command line option --memory-replay slvt-prepare command line option --minimum-confidence slvt-extract-outliers command line option --moving-average-degree slvt-extract-outliers command line option --multi-gpu slvt-train command line option --network slvt-prepare command line option --no-evaluate slvt-train command line option --no-load-head-weights slvt-train command line option --no-progress slvt-extract command line option slvt-infer command line option slvt-train command line option --outlier-algorithm slvt-extract-outliers command line option --output slvt-infer command line option --overwrite slvt-extract command line option slvt-prepare command line option --pin-memory slvt-train command line option --pixel-distance-threshold slvt-extract-outliers command line option --progress slvt-extract command line option slvt-infer command line option slvt-train command line option --reset slvt-extract command line option --save-epochs slvt-train command line option --save-labeled slvt-extract-outliers command line option --shuffle slvt-extract-outliers command line option slvt-infer command line option slvt-prepare command line option slvt-train command line option --snapshot-index slvt-infer command line option --snapshot-path slvt-train command line option --super-animal slvt-prepare command line option --tf32 slvt-infer command line option slvt-train command line option --total-frames slvt-extract-frames command line option --tracking-method slvt-extract-outliers command line option --videos slvt-extract command line option slvt-infer command line option

--weight-initialization slvt-prepare command line option --workers slvt-extract command line option --yes slvt-extract-purge command line option -a slvt-infer command line option slvt-train command line option -ad slvt-extract-outliers command line option -b slvt-infer command line option slvt-train command line option -bg slvt-extract-frames command line option -c slvt-extract command line option -cb slvt-extract-outliers command line option slvt-infer command line option slvt-train command line option -cfg slvt-extract command line option slvt-infer command line option slvt-prepare command line option slvt-train command line option -ch slvt-infer command line option -cl slvt-infer command line option -cm slvt-infer command line option slvt-train command line option -co slvt-extract command line option -cr slvt-infer command line option -crw slvt-extract command line option -cs slvt-extract command line option -ctdc slvt-prepare command line option -ctpw slvt-infer command line option -cw slvt-infer command line option -d slvt-infer command line option slvt-prepare command line option slvt-train command line option -dbs slvt-infer command line option slvt-train command line option -de slvt-train command line option -di slvt-train command line option -dp slvt-train command line option -dse slvt-train command line option -dsi slvt-infer command line option -dw slvt-train command line option -e slvt-extract-frames command line option slvt-train command line option -ea slvt-extract-outliers command line option -ebs slvt-train command line option -ecc slvt-train command line option -ev slvt-train command line option -fi slvt-extract-outliers command line option -fpv slvt-extract command line option -fs slvt-prepare command line option -fw slvt-extract-outliers command line option -g slvt-infer command line option slvt-train command line option -gp slvt-infer command line option -gr slvt-extract-frames command line option -lhw slvt-train command line option -mad slvt-extract-outliers command line option -mc slvt-extract-outliers command line option -mg slvt-train command line option -mr slvt-prepare command line option -ms slvt-train command line option -n slvt-prepare command line option -o slvt-extract command line option slvt-infer command line option slvt-prepare command line option -oa slvt-extract-outliers command line option -p slvt-extract command line option slvt-infer command line option slvt-train command line option -pdt slvt-extract-outliers command line option -pm slvt-train command line option -r slvt-extract command line option -s slvt-extract-outliers command line option slvt-infer command line option slvt-prepare command line option slvt-train command line option -sa slvt-prepare command line option -se slvt-train command line option -si slvt-infer command line option -sl slvt-extract-outliers command line option -sp slvt-train command line option -t slvt-infer command line option slvt-train command line option -tf slvt-extract-frames command line option -tm slvt-extract-outliers command line option -v slvt-extract command line option slvt-infer command line option -w slvt-extract command line option -wi slvt-prepare command line option -y slvt-extract-purge command line option

_

_frame_totals (sollertia_video_tracking.frame_extraction.AggregateBar attribute) _frames (sollertia_video_tracking.frame_extraction.AggregateBar attribute) _grand_frame_total (sollertia_video_tracking.frame_extraction.AggregateBar attribute) _is_tty (sollertia_video_tracking.reporting.LiveBar attribute) _key_video (sollertia_video_tracking.frame_extraction.AggregateBar attribute) _last_render_time (sollertia_video_tracking.reporting.LiveBar attribute) _preparing_label (sollertia_video_tracking.reporting.LiveBar attribute)

_progress_queue (sollertia_video_tracking.reporting.LiveBar attribute) _spinner_index (sollertia_video_tracking.reporting.LiveBar attribute) _start_time (sollertia_video_tracking.reporting.LiveBar attribute) _stream (sollertia_video_tracking.reporting.LiveBar attribute) _total_video_count (sollertia_video_tracking.frame_extraction.AggregateBar attribute) _video_remaining (sollertia_video_tracking.frame_extraction.AggregateBar attribute) _videos_done (sollertia_video_tracking.frame_extraction.AggregateBar attribute) _width (sollertia_video_tracking.reporting.LiveBar attribute)

A

AggregateBar (class in sollertia_video_tracking.frame_extraction) amp_device_type (sollertia_video_tracking.inference.InferenceProfile property) (sollertia_video_tracking.training.OptimizationProfile property) amp_dtype (sollertia_video_tracking.inference.InferenceProfile attribute) (sollertia_video_tracking.training.OptimizationProfile attribute)

AmpMode (class in sollertia_video_tracking.hardware) apply_backend_flags() (in module sollertia_video_tracking.hardware) AUTO (sollertia_video_tracking.hardware.AmpMode attribute) (sollertia_video_tracking.hardware.DeviceType attribute) (sollertia_video_tracking.hardware.Toggle attribute) (sollertia_video_tracking.training.MultiGpuStrategy attribute)

B

BF16 (sollertia_video_tracking.hardware.AmpMode attribute) BOX (sollertia_video_tracking.frame_extraction.TrackingMethod attribute)

build_conditional_top_down_conditions() (in module sollertia_video_tracking.training) build_superanimal_weight_init() (in module sollertia_video_tracking.training)

C

candidate_frame_count (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute) channels_last (sollertia_video_tracking.inference.InferenceProfile attribute) chunks (sollertia_video_tracking.inference.InferenceProfile attribute) cleared_frame_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute) clustering_frame_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute) config (sollertia_video_tracking.inference.InferenceSummary attribute) (sollertia_video_tracking.training.TrainingDatasetSummary attribute) (sollertia_video_tracking.training.TrainingSummary attribute) config_path (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute) (sollertia_video_tracking.frame_extraction.PurgeSummary attribute) (sollertia_video_tracking.frame_extraction.RefinementStatusSummary attribute)

CPU (sollertia_video_tracking.hardware.DeviceType attribute) cpu_threads (sollertia_video_tracking.training.OptimizationProfile attribute) cpu_threads_per_worker (sollertia_video_tracking.inference.InferenceProfile attribute) cpu_workers (sollertia_video_tracking.inference.InferenceProfile attribute) create_training_dataset() (in module sollertia_video_tracking.training) CUDA (sollertia_video_tracking.hardware.DeviceType attribute) cudnn_benchmark (sollertia_video_tracking.inference.InferenceProfile attribute) (sollertia_video_tracking.training.OptimizationProfile attribute)

D

dataloader_workers (sollertia_video_tracking.training.OptimizationProfile attribute) DDP (sollertia_video_tracking.training.MultiGpuStrategy attribute) describe() (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary method) (sollertia_video_tracking.frame_extraction.RefinementStatusSummary method) (sollertia_video_tracking.inference.InferenceProfile method) (sollertia_video_tracking.inference.InferenceSummary method) (sollertia_video_tracking.training.OptimizationProfile method) (sollertia_video_tracking.training.TrainingDatasetSummary method) (sollertia_video_tracking.training.TrainingSummary method) destinations (sollertia_video_tracking.inference.InferenceSummary attribute)

detect_fixed_input_size() (in module sollertia_video_tracking.inference) (in module sollertia_video_tracking.training) detector_type (sollertia_video_tracking.training.TrainingDatasetSummary attribute) device (sollertia_video_tracking.inference.InferenceProfile attribute) (sollertia_video_tracking.inference.InferenceSummary attribute) (sollertia_video_tracking.training.OptimizationProfile attribute) (sollertia_video_tracking.training.TrainingSummary attribute) DeviceType (class in sollertia_video_tracking.hardware) directory (sollertia_video_tracking.frame_extraction.RefinementDirectoryStatus attribute) DP (sollertia_video_tracking.training.MultiGpuStrategy attribute)

E

ELLIPSE (sollertia_video_tracking.frame_extraction.TrackingMethod attribute) epochs (sollertia_video_tracking.training.TrainingSummary attribute) errors (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute) (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute) evaluation (sollertia_video_tracking.training.TrainingSummary attribute) executed (sollertia_video_tracking.frame_extraction.PurgeSummary attribute) existing_frame_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute)

extract_frames_kmeans() (in module sollertia_video_tracking.frame_extraction) extract_outlier_frames_parallel() (in module sollertia_video_tracking.frame_extraction) extracted_frame_count (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute) extracted_video_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute) (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute) extraction_algorithm (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute) ExtractionAlgorithm (class in sollertia_video_tracking.frame_extraction)

F

failed_video_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary property) (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary property) failures (sollertia_video_tracking.inference.InferenceSummary attribute) FINE_TUNE (sollertia_video_tracking.training.WeightInitializationMethod attribute) FITTING (sollertia_video_tracking.frame_extraction.OutlierAlgorithm attribute)

format_duration() (in module sollertia_video_tracking.reporting) FP16 (sollertia_video_tracking.hardware.AmpMode attribute) frame_count (sollertia_video_tracking.frame_extraction.PurgeSummary attribute) FrameExtractionSummary (class in sollertia_video_tracking.frame_extraction) from_shuffle (sollertia_video_tracking.training.TrainingDatasetSummary attribute)

G

get_available_object_detectors() (in module sollertia_video_tracking.training) get_available_pose_models() (in module sollertia_video_tracking.training) get_available_super_animals() (in module sollertia_video_tracking.training)

gpu_processes (sollertia_video_tracking.inference.InferenceProfile attribute) gpus (sollertia_video_tracking.inference.InferenceProfile attribute) (sollertia_video_tracking.training.OptimizationProfile attribute)

I

IMAGENET (sollertia_video_tracking.training.WeightInitializationMethod attribute) InferenceProfile (class in sollertia_video_tracking.inference)

InferenceSummary (class in sollertia_video_tracking.inference) iteration (sollertia_video_tracking.frame_extraction.RefinementStatusSummary attribute)

J

JUMP (sollertia_video_tracking.frame_extraction.OutlierAlgorithm attribute)

K

KMEANS (sollertia_video_tracking.frame_extraction.ExtractionAlgorithm attribute)

L

labeled_directories (sollertia_video_tracking.frame_extraction.PurgeSummary attribute) labeled_directory_count (sollertia_video_tracking.frame_extraction.PurgeSummary property)

LIST (sollertia_video_tracking.frame_extraction.OutlierAlgorithm attribute) LiveBar (class in sollertia_video_tracking.reporting)

M

make_progress_reporter() (in module sollertia_video_tracking.frame_extraction) model_folder (sollertia_video_tracking.training.TrainingSummary attribute) module sollertia_video_tracking.frame_extraction sollertia_video_tracking.hardware sollertia_video_tracking.inference sollertia_video_tracking.reporting sollertia_video_tracking.training

MPS (sollertia_video_tracking.hardware.DeviceType attribute) multi_gpu_strategy (sollertia_video_tracking.training.OptimizationProfile attribute) MultiGpuStrategy (class in sollertia_video_tracking.training)

N

net_type (sollertia_video_tracking.training.TrainingDatasetSummary attribute)

O

OFF (sollertia_video_tracking.hardware.AmpMode attribute) (sollertia_video_tracking.hardware.Toggle attribute) ON (sollertia_video_tracking.hardware.Toggle attribute) on_cuda (sollertia_video_tracking.inference.InferenceProfile property)

OptimizationProfile (class in sollertia_video_tracking.training) outlier_algorithm (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute) OutlierAlgorithm (class in sollertia_video_tracking.frame_extraction) OutlierExtractionSummary (class in sollertia_video_tracking.frame_extraction) outputs (sollertia_video_tracking.inference.InferenceSummary attribute)

P

pending_directories (sollertia_video_tracking.frame_extraction.RefinementStatusSummary attribute) pending_directory_count (sollertia_video_tracking.frame_extraction.RefinementStatusSummary property) pending_frame_count (sollertia_video_tracking.frame_extraction.RefinementStatusSummary property) pin_memory (sollertia_video_tracking.training.OptimizationProfile attribute) plan_core_allocation() (in module sollertia_video_tracking.frame_extraction)

precision (sollertia_video_tracking.inference.InferenceSummary attribute) (sollertia_video_tracking.training.TrainingSummary attribute) precision_label() (in module sollertia_video_tracking.hardware) purge_labeled_data() (in module sollertia_video_tracking.frame_extraction) PurgeSummary (class in sollertia_video_tracking.frame_extraction)

R

RefinementDirectoryStatus (class in sollertia_video_tracking.frame_extraction) RefinementStatusSummary (class in sollertia_video_tracking.frame_extraction) removed_directories (sollertia_video_tracking.frame_extraction.PurgeSummary attribute) removed_directory_count (sollertia_video_tracking.frame_extraction.PurgeSummary property) resolve_amp_dtype() (in module sollertia_video_tracking.hardware) resolve_inference_profile() (in module sollertia_video_tracking.inference)

resolve_optimization_profile() (in module sollertia_video_tracking.training) resolve_project_videos() (in module sollertia_video_tracking.inference) resolve_target_device() (in module sollertia_video_tracking.hardware) resolve_toggle() (in module sollertia_video_tracking.hardware) run() (sollertia_video_tracking.reporting.LiveBar method) run_inference() (in module sollertia_video_tracking.inference)

S

shuffle (sollertia_video_tracking.training.TrainingDatasetSummary attribute) (sollertia_video_tracking.training.TrainingSummary attribute) SINGLE (sollertia_video_tracking.training.MultiGpuStrategy attribute) SKELETON (sollertia_video_tracking.frame_extraction.TrackingMethod attribute) slvt-extract command line option --clustering-resize-width --clustering-stride --color --config-path --cores --frames-per-video --grayscale --no-progress --overwrite --progress --reset --videos --workers -c -cfg -co -crw -cs -fpv -o -p -r -v -w slvt-extract-frames command line option --balance-groups --exclusive --group-regex --total-frames -bg -e -gr -tf slvt-extract-outliers command line option --autoregressive-degree --comparison-bodyparts --extraction-algorithm --fit-workers --frame-index --minimum-confidence --moving-average-degree --outlier-algorithm --pixel-distance-threshold --save-labeled --shuffle --tracking-method -ad -cb -ea -fi -fw -mad -mc -oa -pdt -s -sl -tm slvt-extract-purge command line option --yes -y slvt-infer command line option --amp --batch-size --channels-last --chunks --compile-model --config-path --cpu-threads-per-worker --cpu-workers --crop --cudnn-benchmark --detector-batch-size --detector-snapshot-index --device --gpu-processes --gpus --no-progress --output --progress --shuffle --snapshot-index --tf32 --videos -a -b -cb -cfg -ch -cl -cm -cr -ctpw -cw -d -dbs -dsi -g -gp -o -p -s -si -t -v

slvt-prepare command line option --conditional-top-down-conditions --config-path --detector --from-shuffle --memory-replay --network --overwrite --shuffle --super-animal --weight-initialization -cfg -ctdc -d -fs -mr -n -o -s -sa -wi slvt-train command line option --amp --batch-size --compile-model --config-path --cudnn-benchmark --dataloader-workers --detector-batch-size --detector-epochs --detector-path --detector-save-epochs --device --display-iterations --epochs --evaluate --evaluation-batch-size --evaluation-confidence-cutoff --gpus --load-head-weights --maximum-snapshots --multi-gpu --no-evaluate --no-load-head-weights --no-progress --pin-memory --progress --save-epochs --shuffle --snapshot-path --tf32 -a -b -cb -cfg -cm -d -dbs -de -di -dp -dse -dw -e -ebs -ecc -ev -g -lhw -mg -ms -p -pm -s -se -sp -t sollertia_video_tracking.frame_extraction module sollertia_video_tracking.hardware module sollertia_video_tracking.inference module sollertia_video_tracking.reporting module sollertia_video_tracking.training module stop() (sollertia_video_tracking.reporting.LiveBar method) strategy (sollertia_video_tracking.training.TrainingSummary attribute) successful (sollertia_video_tracking.frame_extraction.FrameExtractionSummary property) (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary property) (sollertia_video_tracking.frame_extraction.RefinementStatusSummary property) summarize_refinement_status() (in module sollertia_video_tracking.frame_extraction) supports_ampere() (in module sollertia_video_tracking.hardware)

T

target_frame_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute) tasks_trained (sollertia_video_tracking.training.TrainingSummary attribute) tf32 (sollertia_video_tracking.inference.InferenceProfile attribute) (sollertia_video_tracking.training.OptimizationProfile attribute) Toggle (class in sollertia_video_tracking.hardware) torch_compile (sollertia_video_tracking.inference.InferenceProfile attribute) (sollertia_video_tracking.training.OptimizationProfile attribute) total_core_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute) (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute)

total_video_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute) (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute) total_workers (sollertia_video_tracking.inference.InferenceProfile property) TrackingMethod (class in sollertia_video_tracking.frame_extraction) train_model() (in module sollertia_video_tracking.training) TrainingDatasetSummary (class in sollertia_video_tracking.training) TrainingSummary (class in sollertia_video_tracking.training) TRANSFER (sollertia_video_tracking.training.WeightInitializationMethod attribute)

U

unanalyzed_videos (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute) UNCERTAIN (sollertia_video_tracking.frame_extraction.OutlierAlgorithm attribute) UNIFORM (sollertia_video_tracking.frame_extraction.ExtractionAlgorithm attribute) unmatched_videos (sollertia_video_tracking.frame_extraction.PurgeSummary attribute) (sollertia_video_tracking.frame_extraction.RefinementStatusSummary attribute) unreadable (sollertia_video_tracking.frame_extraction.RefinementStatusSummary attribute)

unrefined_frame_count (sollertia_video_tracking.frame_extraction.RefinementDirectoryStatus attribute) use_amp (sollertia_video_tracking.inference.InferenceProfile property) (sollertia_video_tracking.training.OptimizationProfile property) use_ddp (sollertia_video_tracking.training.OptimizationProfile property) use_gradient_scaler (sollertia_video_tracking.training.OptimizationProfile attribute) used_core_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute) (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute)

V

video_count (sollertia_video_tracking.inference.InferenceSummary attribute)

W

warn() (in module sollertia_video_tracking.hardware) weight_init (sollertia_video_tracking.training.TrainingDatasetSummary attribute) WeightInitializationMethod (class in sollertia_video_tracking.training) worker_count (sollertia_video_tracking.frame_extraction.FrameExtractionSummary attribute) (sollertia_video_tracking.frame_extraction.OutlierExtractionSummary attribute)

workers (sollertia_video_tracking.inference.InferenceSummary attribute) world_size (sollertia_video_tracking.training.OptimizationProfile property) (sollertia_video_tracking.training.TrainingSummary attribute)