Index

_

__getitem__() (opensoundscape.ml.safe_dataset.SafeDataset method)

__iter__() (opensoundscape.ml.safe_dataset.SafeDataset method) _safe_get_item() (opensoundscape.ml.safe_dataset.SafeDataset method)

A

Action (class in opensoundscape.preprocess.actions) action_from_dict() (in module opensoundscape.preprocess.actions) alexnet() (in module opensoundscape.ml.cnn_architectures) always_true() (in module opensoundscape.preprocess.overlay) amplitude() (opensoundscape.spectrogram.Spectrogram method) annotation_files (opensoundscape.annotations.BoxedAnnotations attribute) apply_activation_layer() (in module opensoundscape.ml.utils) apply_channel_gain() (opensoundscape.audio.MultiChannelAudio method) apply_gain() (opensoundscape.audio.Audio method) associate_pps_samples_timestamps() (in module opensoundscape.localization.audiomoth_sync) Audio (class in opensoundscape.audio) audio_add_noise() (in module opensoundscape.preprocess.action_functions) audio_files (opensoundscape.annotations.BoxedAnnotations attribute)

audio_random_gain() (in module opensoundscape.preprocess.action_functions) audio_sample_rate (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1] audio_time_mask() (in module opensoundscape.preprocess.action_functions) AudioAugmentationPreprocessor (class in opensoundscape.preprocess.preprocessors) AudioClipLoader (class in opensoundscape.preprocess.actions) AudioFileDataset (class in opensoundscape.ml.datasets) AudioOutOfBoundsError AudioPreprocessor (class in opensoundscape.preprocess.preprocessors) AudioSample (class in opensoundscape.sample) AudioSplittingDataset (class in opensoundscape.ml.datasets) AudioTrim (class in opensoundscape.preprocess.actions) augmented_embed() (in module opensoundscape.ml.shallow_classifier)

B

bandpass() (opensoundscape.annotations.BoxedAnnotations method) (opensoundscape.audio.Audio method) (opensoundscape.spectrogram.Spectrogram method) bandpass_filter() (in module opensoundscape.audio) BaseAction (class in opensoundscape.preprocess.actions) BaseClassifier (class in opensoundscape.ml.cnn)

BaseModule (class in opensoundscape.ml.cnn) BasePreprocessor (class in opensoundscape.preprocess.preprocessors) BCEWithLogitsLoss_hot (class in opensoundscape.ml.loss) binarize() (in module opensoundscape.utils) binary_cross_entropy() (in module opensoundscape.ml.loss) BoxedAnnotations (class in opensoundscape.annotations) build_name() (in module opensoundscape.preprocess.io)

C

calc_speed_of_sound() (in module opensoundscape.localization.localization_algorithms) calculate_pulse_score() (in module opensoundscape.ribbit) calculate_tdoa_residuals() (in module opensoundscape.localization.spatial_event) CAM (class in opensoundscape.ml.cam) cas_dataloader() (in module opensoundscape.ml.utils) cast_np_to_native() (in module opensoundscape.utils) categorical_labels (opensoundscape.sample.AudioSample property) categorical_to_integer_labels() (in module opensoundscape.annotations) categorical_to_multi_hot() (in module opensoundscape.annotations) CategoricalLabels (class in opensoundscape.annotations) change_classes() (opensoundscape.ml.cnn.SpectrogramModule method) change_conv2d_channels() (in module opensoundscape.ml.cnn_architectures) change_fc_output_size() (in module opensoundscape.ml.cnn_architectures) ChannelDimCheckError check_files_missing_coordinates() (opensoundscape.localization.synchronized_recorder_array.SynchronizedRecorderArray method) check_labels() (in module opensoundscape.ml.utils) class_aware_sample_generator() (in module opensoundscape.ml.sampling) class_counts() (opensoundscape.ml.datasets.AudioFileDataset method) class_labels (opensoundscape.annotations.CategoricalLabels property)

ClassAwareSampler (class in opensoundscape.ml.sampling) classifier (opensoundscape.ml.cnn.SpectrogramModule property) clip_labels() (opensoundscape.annotations.BoxedAnnotations method) clipping_detector() (in module opensoundscape.audio) CNN (class in opensoundscape.ml.cnn) collate_audio_samples() (in module opensoundscape.sample) collate_audio_samples_to_dict() (in module opensoundscape.sample) collate_audio_samples_to_tensors() (in module opensoundscape.ml.utils) concat() (in module opensoundscape.audio) (opensoundscape.annotations.BoxedAnnotations class method) configure_optimizers() (opensoundscape.ml.cnn.BaseModule method) convert_labels() (opensoundscape.annotations.BoxedAnnotations method) correct_sample_rate() (in module opensoundscape.localization.audiomoth_sync) create_candidate_events() (opensoundscape.localization.synchronized_recorder_array.SynchronizedRecorderArray method) create_rgb_heatmaps() (opensoundscape.ml.cam.CAM method) CrossEntropyLoss_hot (class in opensoundscape.ml.loss) current_epoch (opensoundscape.ml.cnn.SpectrogramClassifier attribute) CustomYamlDumper (class in opensoundscape.preprocess.io) CustomYamlLoader (class in opensoundscape.preprocess.io) cwt_peaks() (in module opensoundscape.signal_processing)

D

dBFS (opensoundscape.audio.Audio property) default() (opensoundscape.preprocess.io.NumpyTypeEncoder method) densenet121() (in module opensoundscape.ml.cnn_architectures) detect_peak_sequence_cwt() (in module opensoundscape.signal_processing) device (opensoundscape.ml.cnn.SpectrogramClassifier property) df (opensoundscape.annotations.BoxedAnnotations attribute)

df_to_events() (in module opensoundscape.localization.spatial_event) df_to_positions() (in module opensoundscape.localization.position_estimate) diff() (in module opensoundscape.annotations) duration (opensoundscape.audio.Audio property) (opensoundscape.audio.MultiChannelAudio property) (opensoundscape.spectrogram.Spectrogram property)

E

efficientnet_b0() (in module opensoundscape.ml.cnn_architectures) efficientnet_b4() (in module opensoundscape.ml.cnn_architectures) embed() (opensoundscape.ml.cnn.SpectrogramClassifier method) end_time (opensoundscape.sample.AudioSample property) estimate_delay() (in module opensoundscape.audio)

estimate_location() (opensoundscape.localization.spatial_event.SpatialEvent method) eval() (opensoundscape.ml.cnn.SpectrogramClassifier method) events_to_df() (in module opensoundscape.localization.spatial_event) extend_by() (opensoundscape.audio.Audio method) extend_to() (opensoundscape.audio.Audio method) (opensoundscape.audio.MultiChannelAudio method)

F

find_accel_sequences() (in module opensoundscape.signal_processing) find_overlapping_idxs_in_clip_df() (in module opensoundscape.annotations) fit() (opensoundscape.ml.shallow_classifier.MLPClassifier method) fit_classifier_on_embeddings() (in module opensoundscape.ml.shallow_classifier) fit_with_trainer() (opensoundscape.ml.lightning.LightningSpectrogramModule method) forward() (opensoundscape.ml.lightning.LightningSpectrogramModule method) (opensoundscape.ml.loss.BCEWithLogitsLoss_hot method) (opensoundscape.ml.loss.CrossEntropyLoss_hot method) (opensoundscape.ml.loss.ResampleLoss method) (opensoundscape.ml.shallow_classifier.MLPClassifier method) (opensoundscape.preprocess.preprocessors.BasePreprocessor method) freeze_feature_extractor() (opensoundscape.ml.cnn.SpectrogramModule method) freeze_layers_except() (opensoundscape.ml.cnn.SpectrogramModule method) freeze_params() (in module opensoundscape.ml.cnn_architectures) freq_mask() (in module opensoundscape.preprocess.tensor_augment) frequencies (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1] frequency2scale() (in module opensoundscape.signal_processing) frequency_mask() (in module opensoundscape.preprocess.action_functions) from_audio() (opensoundscape.spectrogram.MelSpectrogram class method) (opensoundscape.spectrogram.Spectrogram class method) from_audio_list() (opensoundscape.audio.MultiChannelAudio class method)

from_bytesio() (opensoundscape.audio.Audio class method) from_categorical_df() (opensoundscape.ml.datasets.AudioFileDataset class method) from_categorical_labels_df() (opensoundscape.annotations.CategoricalLabels class method) from_crowsetta() (opensoundscape.annotations.BoxedAnnotations class method) from_crowsetta_bbox() (opensoundscape.annotations.BoxedAnnotations class method) from_crowsetta_seq() (opensoundscape.annotations.BoxedAnnotations class method) from_csv() (opensoundscape.annotations.BoxedAnnotations class method) from_dict() (opensoundscape.localization.position_estimate.PositionEstimate class method) (opensoundscape.localization.spatial_event.SpatialEvent class method) (opensoundscape.preprocess.actions.Action class method) (opensoundscape.preprocess.actions.BaseAction class method) (opensoundscape.preprocess.overlay.Overlay class method) (opensoundscape.preprocess.preprocessors.BasePreprocessor class method) from_file() (opensoundscape.audio.Audio class method) (opensoundscape.audio.MultiChannelAudio class method) from_json() (opensoundscape.preprocess.preprocessors.BasePreprocessor class method) from_multihot_df() (opensoundscape.annotations.CategoricalLabels class method) from_raven_files() (opensoundscape.annotations.BoxedAnnotations class method) from_series() (opensoundscape.sample.AudioSample class method) from_torch_dict() (opensoundscape.ml.cnn.InceptionV3 class method) from_url() (opensoundscape.audio.Audio class method) from_yaml() (opensoundscape.preprocess.preprocessors.BasePreprocessor class method)

G

gcc() (in module opensoundscape.signal_processing) generate_cams() (opensoundscape.ml.cnn.SpectrogramClassifier method) generate_clip_times_df() (in module opensoundscape.utils) generate_opacity_colormaps() (in module opensoundscape.utils) generate_opso_metadata_str() (in module opensoundscape.audio) generate_samples() (opensoundscape.ml.cnn.SpectrogramClassifier method) generic_make_arch() (in module opensoundscape.ml.cnn_architectures) get() (opensoundscape.preprocess.actions.BaseAction method)

get_args() (in module opensoundscape.preprocess.utils) get_batch() (in module opensoundscape.ml.utils) get_channel_dim() (in module opensoundscape.ml.cnn) get_reqd_args() (in module opensoundscape.preprocess.utils) get_sampler() (in module opensoundscape.ml.sampling) GetDurationError GetStartTimestamp (class in opensoundscape.localization.synchronized_recorder_array) gillette_localize() (in module opensoundscape.localization.localization_algorithms) global_multi_hot_labels() (opensoundscape.annotations.BoxedAnnotations method)

H

head() (opensoundscape.ml.datasets.AudioFileDataset method)

highpass() (opensoundscape.audio.Audio method) highpass_filter() (in module opensoundscape.audio)

I

identity() (in module opensoundscape.utils) image_to_tensor() (in module opensoundscape.preprocess.action_functions) ImbalancedDatasetSampler (class in opensoundscape.ml.sampling) inception_v3() (in module opensoundscape.ml.cnn_architectures) InceptionV3 (class in opensoundscape.ml.cnn) inference_dataloader_cls (opensoundscape.ml.cnn.BaseModule attribute)

inrange() (in module opensoundscape.utils) insert_action() (opensoundscape.preprocess.preprocessors.BasePreprocessor method) integer_to_categorical_labels() (in module opensoundscape.annotations) integer_to_multi_hot() (in module opensoundscape.annotations) InvalidIndexError isNan() (in module opensoundscape.utils)

J

jitter() (in module opensoundscape.utils)

L

labels (opensoundscape.annotations.CategoricalLabels property) labels_at_index() (opensoundscape.annotations.CategoricalLabels method) labels_on_index() (opensoundscape.annotations.BoxedAnnotations method) least_squares_localize() (in module opensoundscape.localization.localization_algorithms) LightningSpectrogramModule (class in opensoundscape.ml.lightning) limit_range() (opensoundscape.spectrogram.Spectrogram method) linear_scale() (in module opensoundscape.utils) (opensoundscape.spectrogram.Spectrogram method) list_action_fns() (in module opensoundscape.preprocess.action_functions) list_actions() (in module opensoundscape.preprocess.actions) list_architectures() (in module opensoundscape.ml.cnn_architectures) list_model_classes() (in module opensoundscape.ml.cnn) list_models() (in module opensoundscape.ml.bioacoustics_model_zoo) load() (in module opensoundscape.ml.bioacoustics_model_zoo) (in module opensoundscape.preprocess.preprocessors) (opensoundscape.ml.cnn.SpectrogramClassifier class method) (opensoundscape.ml.shallow_classifier.MLPClassifier method) load_aligned_audio_segments() (opensoundscape.localization.position_estimate.PositionEstimate method) load_channels_as_audio() (in module opensoundscape.audio)

load_json() (in module opensoundscape.preprocess.preprocessors) load_model() (in module opensoundscape.ml.cnn) load_weights() (opensoundscape.ml.cnn.SpectrogramClassifier method) (opensoundscape.ml.lightning.LightningSpectrogramModule method) load_yaml() (in module opensoundscape.preprocess.preprocessors) localize() (in module opensoundscape.localization.localization_algorithms) localize_detections() (opensoundscape.localization.synchronized_recorder_array.SynchronizedRecorderArray method), [1] localize_events_parallel() (in module opensoundscape.localization.spatial_event) log_file (opensoundscape.ml.cnn.SpectrogramClassifier attribute) logging_level (opensoundscape.ml.cnn.SpectrogramClassifier attribute) logit_reg_functions() (opensoundscape.ml.loss.ResampleLoss method) loop() (opensoundscape.audio.Audio method) lorentz_ip() (in module opensoundscape.localization.localization_algorithms) loss_fn (opensoundscape.ml.cnn.BaseModule attribute) loss_hist (opensoundscape.ml.cnn.SpectrogramClassifier attribute) lowpass() (opensoundscape.audio.Audio method) lowpass_filter() (in module opensoundscape.audio) lr_scheduler_params (opensoundscape.ml.cnn.BaseModule attribute) lr_scheduler_step (opensoundscape.ml.cnn.SpectrogramModule attribute)

M

make_clip_df() (in module opensoundscape.utils) make_nearby_files_dict() (opensoundscape.localization.synchronized_recorder_array.SynchronizedRecorderArray method) MelSpectrogram (class in opensoundscape.spectrogram) metadata (opensoundscape.audio.Audio attribute) (opensoundscape.audio.MultiChannelAudio attribute) min_max_scale() (in module opensoundscape.utils) (opensoundscape.spectrogram.Spectrogram method) mix() (in module opensoundscape.audio) MLPClassifier (class in opensoundscape.ml.shallow_classifier) module opensoundscape opensoundscape.annotations opensoundscape.audio opensoundscape.data_selection opensoundscape.localization opensoundscape.localization.audiomoth_sync opensoundscape.localization.localization_algorithms opensoundscape.localization.position_estimate opensoundscape.localization.spatial_event opensoundscape.localization.synchronized_recorder_array opensoundscape.localization.utils opensoundscape.logging opensoundscape.metrics opensoundscape.ml opensoundscape.ml.bioacoustics_model_zoo opensoundscape.ml.cam opensoundscape.ml.cnn opensoundscape.ml.cnn_architectures opensoundscape.ml.dataloaders opensoundscape.ml.datasets opensoundscape.ml.lightning opensoundscape.ml.loss opensoundscape.ml.safe_dataset opensoundscape.ml.sampling opensoundscape.ml.shallow_classifier opensoundscape.ml.utils opensoundscape.preprocess opensoundscape.preprocess.action_functions opensoundscape.preprocess.actions opensoundscape.preprocess.img_augment opensoundscape.preprocess.io opensoundscape.preprocess.overlay opensoundscape.preprocess.preprocessors opensoundscape.preprocess.tensor_augment opensoundscape.preprocess.utils opensoundscape.ribbit opensoundscape.sample opensoundscape.signal_processing opensoundscape.spectrogram opensoundscape.utils

multi_hot_to_categorical() (in module opensoundscape.annotations) multi_hot_to_integer_labels() (in module opensoundscape.annotations) multi_target_metrics() (in module opensoundscape.metrics) MultiChannelAudio (class in opensoundscape.audio) multihot_array() (opensoundscape.annotations.CategoricalLabels method) multihot_dense (opensoundscape.annotations.CategoricalLabels property) multihot_df() (opensoundscape.annotations.CategoricalLabels method) multihot_df_dense (opensoundscape.annotations.CategoricalLabels property) multihot_df_sparse (opensoundscape.annotations.CategoricalLabels property) multihot_labels_at_index() (opensoundscape.annotations.CategoricalLabels method) multihot_sparse (opensoundscape.annotations.CategoricalLabels property)

N

n_channels (opensoundscape.audio.MultiChannelAudio property) name (opensoundscape.ml.cnn.SpectrogramClassifier attribute) net_amplitude() (opensoundscape.spectrogram.Spectrogram method) network (opensoundscape.ml.cnn.BaseModule attribute) (opensoundscape.ml.cnn.SpectrogramModule attribute) noise() (opensoundscape.audio.Audio class method) (opensoundscape.audio.MultiChannelAudio class method)

NoiseReduceAudioPreprocessor (class in opensoundscape.preprocess.preprocessors) NoiseReduceSpectrogramPreprocessor (class in opensoundscape.preprocess.preprocessors) normalize() (opensoundscape.audio.Audio method) numpy_dtype_constructor() (in module opensoundscape.preprocess.io) numpy_dtype_representer() (in module opensoundscape.preprocess.io) NumpyTypeDecoder (class in opensoundscape.preprocess.io) NumpyTypeEncoder (class in opensoundscape.preprocess.io)

O

object_hook() (opensoundscape.preprocess.io.NumpyTypeDecoder method) opensoundscape module opensoundscape.annotations module opensoundscape.audio module opensoundscape.data_selection module opensoundscape.localization module opensoundscape.localization.audiomoth_sync module opensoundscape.localization.localization_algorithms module opensoundscape.localization.position_estimate module opensoundscape.localization.spatial_event module opensoundscape.localization.synchronized_recorder_array module opensoundscape.localization.utils module opensoundscape.logging module opensoundscape.metrics module opensoundscape.ml module opensoundscape.ml.bioacoustics_model_zoo module opensoundscape.ml.cam module opensoundscape.ml.cnn module opensoundscape.ml.cnn_architectures module opensoundscape.ml.dataloaders module opensoundscape.ml.datasets module opensoundscape.ml.lightning module opensoundscape.ml.loss module

opensoundscape.ml.safe_dataset module opensoundscape.ml.sampling module opensoundscape.ml.shallow_classifier module opensoundscape.ml.utils module opensoundscape.preprocess module opensoundscape.preprocess.action_functions module opensoundscape.preprocess.actions module opensoundscape.preprocess.img_augment module opensoundscape.preprocess.io module opensoundscape.preprocess.overlay module opensoundscape.preprocess.preprocessors module opensoundscape.preprocess.tensor_augment module opensoundscape.preprocess.utils module opensoundscape.ribbit module opensoundscape.sample module opensoundscape.signal_processing module opensoundscape.spectrogram module opensoundscape.utils module OpsoLoadAudioInputError optimizer_params (opensoundscape.ml.cnn.BaseModule attribute) overlap() (in module opensoundscape.utils) overlap_fraction() (in module opensoundscape.utils) overlap_samples (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1] Overlay (class in opensoundscape.preprocess.overlay) overlay() (in module opensoundscape.preprocess.overlay)

P

parse_metadata() (in module opensoundscape.audio) parse_opso_metadata() (in module opensoundscape.audio) parse_RMC_time_to_datetime() (in module opensoundscape.localization.audiomoth_sync) parse_RMC_time_to_seconds() (in module opensoundscape.localization.audiomoth_sync) pcen() (in module opensoundscape.preprocess.action_functions) PCENPreprocessor (class in opensoundscape.preprocess.preprocessors) plot() (opensoundscape.ml.cam.CAM method) (opensoundscape.spectrogram.MelSpectrogram method) (opensoundscape.spectrogram.Spectrogram method) PositionEstimate (class in opensoundscape.localization.position_estimate)

positions_to_df() (in module opensoundscape.localization.position_estimate) predict() (opensoundscape.ml.cnn.SpectrogramClassifier method) predict_dataloader() (opensoundscape.ml.cnn.BaseModule method) predict_multi_target_labels() (in module opensoundscape.metrics) predict_single_target_labels() (in module opensoundscape.metrics) predict_with_trainer() (opensoundscape.ml.lightning.LightningSpectrogramModule method) PreprocessingError preprocessor (opensoundscape.ml.cnn.BaseModule attribute) (opensoundscape.ml.dataloaders.SafeAudioDataloader attribute) preprocessor_from_dict() (in module opensoundscape.preprocess.preprocessors)

Q

quick_fit() (in module opensoundscape.ml.shallow_classifier)

R

random_wrap_audio() (in module opensoundscape.preprocess.action_functions) RandomCycleIter (class in opensoundscape.ml.sampling) rebalance_weight() (opensoundscape.ml.loss.ResampleLoss method) reduce_loss() (in module opensoundscape.ml.loss) reduce_noise() (opensoundscape.audio.Audio method) register_action_cls() (in module opensoundscape.preprocess.actions) register_action_fn() (in module opensoundscape.preprocess.action_functions) register_all_methods() (in module opensoundscape.preprocess.actions) register_arch() (in module opensoundscape.ml.cnn_architectures) register_model_cls() (in module opensoundscape.ml.cnn) register_preprocessor_cls() (in module opensoundscape.preprocess.preprocessors) remove_action() (opensoundscape.preprocess.preprocessors.BasePreprocessor method) report() (opensoundscape.ml.safe_dataset.SafeDataset method) resample() (in module opensoundscape.data_selection) (opensoundscape.audio.Audio method)

resample_type (opensoundscape.audio.Audio attribute) (opensoundscape.audio.MultiChannelAudio attribute) ResampleLoss (class in opensoundscape.ml.loss) rescale_features() (in module opensoundscape.utils) residual_rms (opensoundscape.localization.position_estimate.PositionEstimate property) resnet101() (in module opensoundscape.ml.cnn_architectures) resnet152() (in module opensoundscape.ml.cnn_architectures) resnet18() (in module opensoundscape.ml.cnn_architectures) resnet34() (in module opensoundscape.ml.cnn_architectures) resnet50() (in module opensoundscape.ml.cnn_architectures) reweight_functions() (opensoundscape.ml.loss.ResampleLoss method) ribbit() (in module opensoundscape.ribbit) rms (opensoundscape.audio.Audio property) run_validation() (opensoundscape.ml.cnn.SpectrogramClassifier method)

S

SafeAudioDataloader (class in opensoundscape.ml.dataloaders) SafeDataset (class in opensoundscape.ml.safe_dataset) Sample (class in opensoundscape.sample) sample() (opensoundscape.ml.datasets.AudioFileDataset method) sample_rate (opensoundscape.audio.Audio attribute) (opensoundscape.audio.MultiChannelAudio attribute) samples (opensoundscape.audio.Audio attribute) (opensoundscape.audio.MultiChannelAudio attribute) (opensoundscape.ml.dataloaders.SafeAudioDataloader attribute) save() (opensoundscape.audio.Audio method) (opensoundscape.audio.MultiChannelAudio method) (opensoundscape.ml.cnn.SpectrogramClassifier method) (opensoundscape.ml.lightning.LightningSpectrogramModule method) (opensoundscape.ml.shallow_classifier.MLPClassifier method) (opensoundscape.preprocess.preprocessors.BasePreprocessor method) save_json() (opensoundscape.preprocess.preprocessors.BasePreprocessor method) save_weights() (opensoundscape.ml.cnn.SpectrogramClassifier method) (opensoundscape.ml.lightning.LightningSpectrogramModule method) save_yaml() (opensoundscape.preprocess.preprocessors.BasePreprocessor method) scale_tensor() (in module opensoundscape.preprocess.action_functions) scaling (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1] scheduler (opensoundscape.ml.cnn.BaseModule attribute) score_metric (opensoundscape.ml.cnn.BaseModule attribute) set() (opensoundscape.preprocess.actions.BaseAction method) set_layer_from_name() (in module opensoundscape.ml.cnn_architectures)

set_seed() (in module opensoundscape.utils) show_tensor() (in module opensoundscape.preprocess.utils) show_tensor_grid() (in module opensoundscape.preprocess.utils) show_widget() (opensoundscape.audio.Audio method) sigmoid() (in module opensoundscape.utils) silence() (opensoundscape.audio.Audio class method) (opensoundscape.audio.MultiChannelAudio class method) single_target (opensoundscape.ml.cnn.SpectrogramModule property) single_target_metrics() (in module opensoundscape.metrics) soundfinder_localize() (in module opensoundscape.localization.localization_algorithms) SpatialEvent (class in opensoundscape.localization.spatial_event) Spectrogram (class in opensoundscape.spectrogram) spectrogram (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1] SpectrogramClassifier (class in opensoundscape.ml.cnn) SpectrogramModule (class in opensoundscape.ml.cnn) SpectrogramPreprocessor (class in opensoundscape.preprocess.preprocessors) SpectrogramToTensor (class in opensoundscape.preprocess.actions) spectrum() (opensoundscape.audio.Audio method) (opensoundscape.audio.MultiChannelAudio method) split() (opensoundscape.audio.Audio method) split_and_save() (opensoundscape.audio.Audio method) (opensoundscape.audio.MultiChannelAudio method) squeezenet1_0() (in module opensoundscape.ml.cnn_architectures) subset() (opensoundscape.annotations.BoxedAnnotations method) SynchronizedRecorderArray (class in opensoundscape.localization.synchronized_recorder_array)

T

tdoa() (in module opensoundscape.signal_processing) tensor_add_noise() (in module opensoundscape.preprocess.action_functions) thresholded_event_durations() (in module opensoundscape.signal_processing) time_mask() (in module opensoundscape.preprocess.action_functions) (in module opensoundscape.preprocess.tensor_augment) time_split() (in module opensoundscape.preprocess.img_augment) times (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1] to_channels() (opensoundscape.audio.MultiChannelAudio method) to_crowsetta() (opensoundscape.annotations.BoxedAnnotations method) to_csv() (opensoundscape.annotations.BoxedAnnotations method) to_dict() (opensoundscape.localization.position_estimate.PositionEstimate method) (opensoundscape.localization.spatial_event.SpatialEvent method) (opensoundscape.preprocess.actions.Action method) (opensoundscape.preprocess.actions.BaseAction method) (opensoundscape.preprocess.overlay.Overlay method) (opensoundscape.preprocess.preprocessors.BasePreprocessor method) to_image() (opensoundscape.spectrogram.Spectrogram method) to_mono() (opensoundscape.audio.MultiChannelAudio method)

to_raven_files() (opensoundscape.annotations.BoxedAnnotations method) torch_color_jitter() (in module opensoundscape.preprocess.action_functions) torch_metrics (opensoundscape.ml.cnn.BaseModule attribute) torch_random_affine() (in module opensoundscape.preprocess.action_functions) train() (opensoundscape.ml.cnn.SpectrogramClassifier method) (opensoundscape.ml.lightning.LightningSpectrogramModule method) train_dataloader() (opensoundscape.ml.cnn.BaseModule method) train_dataloader_cls (opensoundscape.ml.cnn.BaseModule attribute) training_step() (opensoundscape.ml.cnn.BaseModule method) (opensoundscape.ml.cnn.InceptionV3 method) transpose_samples_decorator() (in module opensoundscape.audio) travel_time() (in module opensoundscape.localization.localization_algorithms) trim() (opensoundscape.annotations.BoxedAnnotations method) (opensoundscape.audio.Audio method) (opensoundscape.spectrogram.Spectrogram method) trim_audio() (in module opensoundscape.preprocess.actions) trim_samples() (opensoundscape.audio.Audio method) (opensoundscape.audio.MultiChannelAudio method) trim_with_timestamps() (opensoundscape.audio.Audio method)

U

unfreeze() (opensoundscape.ml.cnn.SpectrogramModule method) unfreeze_params() (in module opensoundscape.ml.cnn_architectures) unique() (in module opensoundscape.annotations)

unique_labels() (opensoundscape.annotations.BoxedAnnotations method) upsample() (in module opensoundscape.data_selection) use_amp (opensoundscape.ml.cnn.BaseModule attribute) use_resample_loss() (in module opensoundscape.ml.cnn)

V

validation_step() (opensoundscape.ml.cnn.BaseModule method)

verbose (opensoundscape.ml.cnn.SpectrogramClassifier attribute) vgg11_bn() (in module opensoundscape.ml.cnn_architectures)

W

wandb_table() (in module opensoundscape.logging) weight_reduce_loss() (in module opensoundscape.ml.loss) window_length (opensoundscape.spectrogram.Spectrogram property) window_samples (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1]

window_start_times (opensoundscape.spectrogram.Spectrogram property) window_step (opensoundscape.spectrogram.Spectrogram property) window_type (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1]