Index

_

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

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

A

Action (class in opensoundscape.preprocess.actions) alexnet() (in module opensoundscape.ml.cnn_architectures) amplitude() (opensoundscape.spectrogram.Spectrogram method) apply_activation_layer() (in module opensoundscape.ml.utils) apply_gain() (opensoundscape.audio.Audio method) Audio (class in opensoundscape.audio) audio_add_noise() (in module opensoundscape.preprocess.actions)

audio_random_gain() (in module opensoundscape.preprocess.actions) audio_sample_rate (opensoundscape.spectrogram.Spectrogram attribute) AudioClipLoader (class in opensoundscape.preprocess.actions) AudioFileDataset (class in opensoundscape.ml.datasets) AudioOutOfBoundsError AudioSample (class in opensoundscape.sample) AudioSplittingDataset (class in opensoundscape.ml.datasets) AudioTrim (class in opensoundscape.preprocess.actions)

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)

BaseModule (class in opensoundscape.ml.utils) 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)

C

calc_speed_of_sound() (in module opensoundscape.localization) calculate_pulse_score() (in module opensoundscape.ribbit) calculate_tdoa_residuals() (in module opensoundscape.localization) CAM (class in opensoundscape.ml.cam) cas_dataloader() (in module opensoundscape.ml.utils) categorical_labels (opensoundscape.sample.AudioSample property) categorical_to_one_hot() (in module opensoundscape.annotations) change_conv2d_channels() (in module opensoundscape.ml.cnn_architectures) change_fc_output_size() (in module opensoundscape.ml.cnn_architectures)

class_counts() (opensoundscape.ml.datasets.AudioFileDataset method) ClassAwareSampler (class in opensoundscape.ml.sampling) clipping_detector() (in module opensoundscape.audio) CNN (class in opensoundscape.ml.cnn) collate_samples() (in module opensoundscape.sample) concat() (in module opensoundscape.audio) convert_labels() (opensoundscape.annotations.BoxedAnnotations method) create_candidate_events() (opensoundscape.localization.SynchronizedRecorderArray method) CrossEntropyLoss_hot (class in opensoundscape.ml.loss) cwt_peaks() (in module opensoundscape.signal_processing)

D

dBFS (opensoundscape.audio.Audio property) densenet121() (in module opensoundscape.ml.cnn_architectures) detect_peak_sequence_cwt() (in module opensoundscape.signal_processing)

diff() (in module opensoundscape.annotations) duration (opensoundscape.audio.Audio property) (opensoundscape.spectrogram.Spectrogram property)

E

efficientnet_b0() (in module opensoundscape.ml.cnn_architectures) efficientnet_b4() (in module opensoundscape.ml.cnn_architectures) efficientnet_widese_b0() (in module opensoundscape.ml.cnn_architectures) efficientnet_widese_b4() (in module opensoundscape.ml.cnn_architectures) end_time (opensoundscape.sample.AudioSample property)

estimate_delay() (in module opensoundscape.audio) estimate_delays() (opensoundscape.localization.SpatialEvent method) estimate_location() (opensoundscape.localization.SpatialEvent method) eval() (opensoundscape.ml.cnn.CNN method) extend_by() (opensoundscape.audio.Audio method) extend_to() (opensoundscape.audio.Audio method)

F

find_accel_sequences() (in module opensoundscape.signal_processing) forward() (opensoundscape.preprocess.preprocessors.BasePreprocessor method) freeze_params() (in module opensoundscape.ml.cnn_architectures) freq_mask() (in module opensoundscape.preprocess.tensor_augment) frequencies (opensoundscape.spectrogram.Spectrogram attribute) frequency2scale() (in module opensoundscape.signal_processing) frequency_mask() (in module opensoundscape.preprocess.actions) from_audio() (opensoundscape.spectrogram.MelSpectrogram class method) (opensoundscape.spectrogram.Spectrogram class method)

from_bytesio() (opensoundscape.audio.Audio class method) from_file() (opensoundscape.audio.Audio class method) from_raven_files() (opensoundscape.annotations.BoxedAnnotations class method) from_series() (opensoundscape.sample.AudioSample class method) from_torch_dict() (opensoundscape.ml.cnn.CNN class method) (opensoundscape.ml.cnn.InceptionV3 class method) from_url() (opensoundscape.audio.Audio class method)

G

gcc() (in module opensoundscape.signal_processing) generate_cams() (opensoundscape.ml.cnn.CNN method) generate_clip_times_df() (in module opensoundscape.utils) generate_opso_metadata_str() (in module opensoundscape.audio) get_args() (in module opensoundscape.preprocess.utils)

get_batch() (in module opensoundscape.ml.utils) get_reqd_args() (in module opensoundscape.preprocess.utils) GetDurationError gillette_localize() (in module opensoundscape.localization) global_one_hot_labels() (opensoundscape.annotations.BoxedAnnotations method) go() (opensoundscape.preprocess.actions.SpectrogramToTensor 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.actions) ImbalancedDatasetSampler (class in opensoundscape.ml.sampling) inception_v3() (in module opensoundscape.ml.cnn_architectures) InceptionV3 (class in opensoundscape.ml.cnn)

inrange() (in module opensoundscape.utils) insert_action() (opensoundscape.preprocess.preprocessors.BasePreprocessor method) InsufficientReceiversError is_index_built (opensoundscape.ml.safe_dataset.SafeDataset property) isNan() (in module opensoundscape.utils)

J

jitter() (in module opensoundscape.utils)

L

limit_db_range() (opensoundscape.spectrogram.Spectrogram method) linear_scale() (in module opensoundscape.utils) (opensoundscape.spectrogram.Spectrogram method) list_architectures() (in module opensoundscape.ml.cnn_architectures) load_channels_as_audio() (in module opensoundscape.audio) load_model() (in module opensoundscape.ml.cnn) load_outdated_model() (in module opensoundscape.ml.cnn)

load_weights() (opensoundscape.ml.cnn.CNN method) localize() (in module opensoundscape.localization) localize_detections() (opensoundscape.localization.SynchronizedRecorderArray method), [1] loop() (opensoundscape.audio.Audio method) lorentz_ip() (in module opensoundscape.localization) lowpass() (opensoundscape.audio.Audio method) lowpass_filter() (in module opensoundscape.audio)

M

make_clip_df() (in module opensoundscape.utils) make_nearby_files_dict() (opensoundscape.localization.SynchronizedRecorderArray method) MelSpectrogram (class in opensoundscape.spectrogram) min_max_scale() (in module opensoundscape.utils) (opensoundscape.spectrogram.Spectrogram method) mix() (in module opensoundscape.audio) module opensoundscape.annotations opensoundscape.audio opensoundscape.data_selection opensoundscape.localization opensoundscape.logging opensoundscape.metrics opensoundscape.ml.cam opensoundscape.ml.cnn opensoundscape.ml.cnn_architectures opensoundscape.ml.datasets opensoundscape.ml.loss opensoundscape.ml.safe_dataset opensoundscape.ml.sampling opensoundscape.ml.utils opensoundscape.preprocess.actions opensoundscape.preprocess.img_augment opensoundscape.preprocess.preprocessors opensoundscape.preprocess.tensor_augment opensoundscape.preprocess.utils opensoundscape.ribbit opensoundscape.sample opensoundscape.signal_processing opensoundscape.spectrogram opensoundscape.utils

multi_target_metrics() (in module opensoundscape.metrics)

N

net_amplitude() (opensoundscape.spectrogram.Spectrogram method) noise() (opensoundscape.audio.Audio class method)

normalize() (opensoundscape.audio.Audio method) num_samples_examined (opensoundscape.ml.safe_dataset.SafeDataset property)

O

one_hot_clip_labels() (opensoundscape.annotations.BoxedAnnotations method) one_hot_labels_like() (opensoundscape.annotations.BoxedAnnotations method) one_hot_labels_on_time_interval() (in module opensoundscape.annotations) one_hot_to_categorical() (in module opensoundscape.annotations) opensoundscape.annotations module opensoundscape.audio module opensoundscape.data_selection module opensoundscape.localization module opensoundscape.logging module opensoundscape.metrics module opensoundscape.ml.cam module opensoundscape.ml.cnn module opensoundscape.ml.cnn_architectures module opensoundscape.ml.datasets module opensoundscape.ml.loss module opensoundscape.ml.safe_dataset module opensoundscape.ml.sampling module

opensoundscape.ml.utils module opensoundscape.preprocess.actions module opensoundscape.preprocess.img_augment 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 overlap() (in module opensoundscape.utils) overlap_fraction() (in module opensoundscape.utils) overlap_samples (opensoundscape.spectrogram.Spectrogram attribute) Overlay (class in opensoundscape.preprocess.actions) overlay() (in module opensoundscape.preprocess.actions)

P

parse_opso_metadata() (in module opensoundscape.audio) plot() (opensoundscape.ml.cam.CAM method) (opensoundscape.spectrogram.MelSpectrogram method) (opensoundscape.spectrogram.Spectrogram method)

predict() (opensoundscape.ml.cnn.CNN method) predict_multi_target_labels() (in module opensoundscape.metrics) predict_single_target_labels() (in module opensoundscape.metrics) PreprocessingError

R

reduce_loss() (in module opensoundscape.ml.loss) register_arch() (in module opensoundscape.ml.cnn_architectures) remove_action() (opensoundscape.preprocess.preprocessors.BasePreprocessor method) report() (opensoundscape.ml.safe_dataset.SafeDataset method) resample() (in module opensoundscape.data_selection) (opensoundscape.audio.Audio method) ResampleLoss (class in opensoundscape.ml.loss)

rescale_features() (in module opensoundscape.utils) 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) ribbit() (in module opensoundscape.ribbit) rms (opensoundscape.audio.Audio property)

S

SafeDataset (class in opensoundscape.ml.safe_dataset) Sample (class in opensoundscape.sample) sample() (opensoundscape.ml.datasets.AudioFileDataset method) save() (opensoundscape.audio.Audio method) (opensoundscape.ml.cnn.CNN method) save_torch_dict() (opensoundscape.ml.cnn.CNN method) save_weights() (opensoundscape.ml.cnn.CNN method) scale_tensor() (in module opensoundscape.preprocess.actions) scaling (opensoundscape.spectrogram.Spectrogram attribute) separate_resnet_feat_clf() (in module opensoundscape.ml.cnn) set() (opensoundscape.preprocess.actions.BaseAction method) 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) single_target_metrics() (in module opensoundscape.metrics) soundfinder_localize() (in module opensoundscape.localization) SpatialEvent (class in opensoundscape.localization) Spectrogram (class in opensoundscape.spectrogram) SpectrogramPreprocessor (class in opensoundscape.preprocess.preprocessors) SpectrogramToTensor (class in opensoundscape.preprocess.actions) spectrum() (opensoundscape.audio.Audio method) split() (opensoundscape.audio.Audio method) split_and_save() (opensoundscape.audio.Audio method) squeezenet1_0() (in module opensoundscape.ml.cnn_architectures) subset() (opensoundscape.annotations.BoxedAnnotations method) SynchronizedRecorderArray (class in opensoundscape.localization)

T

tdoa() (in module opensoundscape.signal_processing) tensor_add_noise() (in module opensoundscape.preprocess.actions) thresholded_event_durations() (in module opensoundscape.signal_processing) time_mask() (in module opensoundscape.preprocess.actions) (in module opensoundscape.preprocess.tensor_augment) time_split() (in module opensoundscape.preprocess.img_augment) to_image() (opensoundscape.spectrogram.Spectrogram method) to_raven_files() (opensoundscape.annotations.BoxedAnnotations method)

torch_color_jitter() (in module opensoundscape.preprocess.actions) torch_random_affine() (in module opensoundscape.preprocess.actions) train() (opensoundscape.ml.cnn.CNN method) travel_time() (in module opensoundscape.localization) trim() (opensoundscape.annotations.BoxedAnnotations method) (opensoundscape.audio.Audio method) (opensoundscape.spectrogram.Spectrogram method) trim_audio() (in module opensoundscape.preprocess.actions)

U

unique_labels() (opensoundscape.annotations.BoxedAnnotations method)

upsample() (in module opensoundscape.data_selection) use_resample_loss() (in module opensoundscape.ml.cnn)

V

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_start_times (opensoundscape.spectrogram.Spectrogram property) window_step (opensoundscape.spectrogram.Spectrogram property) window_type (opensoundscape.spectrogram.Spectrogram attribute)