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) adaptive_random_gain() (in module opensoundscape.preprocess.action_functions) adaptive_random_noise() (in module opensoundscape.preprocess.action_functions) add_classifier() (opensoundscape.ml.song_space.SongSpace method) alexnet() (in module opensoundscape.ml.cnn_architectures) always_true() (in module opensoundscape.preprocess.overlay) amplitude() (opensoundscape.spectrogram.Spectrogram method) annotate() (in module opensoundscape.visualization) annotation_files (opensoundscape.annotations.BoxedAnnotations attribute) apply() (opensoundscape.audio.Audio method) 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_root (opensoundscape.ml.datasets.AudioFileDataset attribute) 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) AudioToSamplesTensor (class in opensoundscape.preprocess.actions) AudioToTensor (class in opensoundscape.preprocess.actions) 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) BasePreprocessor (class in opensoundscape.preprocess.preprocessors) batch_forward() (opensoundscape.ml.cnn.SpectrogramClassifier method)

BCELossWeakNegatives (class in opensoundscape.ml.loss) 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_index() (in module opensoundscape.vector_database), [1] build_name() (in module opensoundscape.preprocess.io) bypass_augmentations (opensoundscape.ml.datasets.AudioFileDataset attribute)

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_classifier() (opensoundscape.ml.cnn.SpectrogramModule method) change_conv2d_channels() (in module opensoundscape.ml.cnn_architectures) change_fc_output_size() (in module opensoundscape.ml.cnn_architectures) change_speed() (opensoundscape.audio.Audio method) ChannelDimCheckError check_crowsetta_installed() (in module opensoundscape.annotations) 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) classes (opensoundscape.ml.datasets.AudioFileDataset attribute) classifier (opensoundscape.ml.cnn.SpectrogramModule property) clip_labels() (opensoundscape.annotations.BoxedAnnotations method) clipping_detector() (in module opensoundscape.audio) CNN (in module opensoundscape.ml.cnn) collate_audio_samples() (in module opensoundscape.ml.dataloaders) collate_audio_samples_to_dict() (in module opensoundscape.ml.dataloaders) collate_audio_samples_to_tensors() (in module opensoundscape.ml.utils) compute_per_class_metrics (opensoundscape.ml.cnn.SpectrogramModule attribute) concat() (in module opensoundscape.audio) (opensoundscape.annotations.BoxedAnnotations class method) convert_labels() (opensoundscape.annotations.BoxedAnnotations method) correct_sample_rate() (in module opensoundscape.localization.audiomoth_sync) count_dets_hoplite() (in module opensoundscape.ml.shallow_classifier) 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_step (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

database (opensoundscape.ml.song_space.SongSpace property) db (opensoundscape.ml.song_space.SongSpace property) dBFS (opensoundscape.audio.Audio property) default() (opensoundscape.preprocess.io.NumpyTypeEncoder method) densenet121() (in module opensoundscape.ml.cnn_architectures) deserialize_transform() (in module opensoundscape.preprocess.actions) 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

early_stopping_config (opensoundscape.ml.cnn.SpectrogramClassifier attribute) efficientnet_b0() (in module opensoundscape.ml.cnn_architectures) efficientnet_b1() (in module opensoundscape.ml.cnn_architectures) efficientnet_b4() (in module opensoundscape.ml.cnn_architectures) embed() (opensoundscape.ml.cnn.SpectrogramClassifier method) embed_to_hoplite_db() (opensoundscape.ml.cnn.SpectrogramClassifier method) EmbeddingDataset (class in opensoundscape.ml.datasets) 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) evaluate() (opensoundscape.ml.song_space.SongSpace method) events_to_df() (in module opensoundscape.localization.spatial_event) explore_features() (in module opensoundscape.visualization) explore_histogram() (in module opensoundscape.visualization) extend_by() (opensoundscape.audio.Audio method) extend_to() (opensoundscape.audio.Audio method) (opensoundscape.audio.MultiChannelAudio method)

F

fft_size (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute) filename_first_part() (in module opensoundscape.utils) find_accel_sequences() (in module opensoundscape.signal_processing) find_matches() (in module opensoundscape.vector_database), [1] find_matching_windows() (in module opensoundscape.vector_database), [1] find_overlapping_idxs_in_clip_df() (in module opensoundscape.annotations) fit() (in module opensoundscape.ml.shallow_classifier) (opensoundscape.ml.shallow_classifier.MLPClassifier method) fit_classifier() (opensoundscape.ml.song_space.SongSpace method) fit_classifier_on_embeddings() (in module opensoundscape.ml.shallow_classifier) fit_on_hoplite() (in module opensoundscape.ml.shallow_classifier) fit_with_trainer() (opensoundscape.ml.lightning.LightningSpectrogramModule method) forward() (opensoundscape.ml.export.SequentialModelExporter method) (opensoundscape.ml.lightning.LightningSpectrogramModule method) (opensoundscape.ml.loss.BCELossWeakNegatives 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.actions.TorchCropFreq 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.actions.TorchTransforms 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_linear() (opensoundscape.ml.shallow_classifier.MLPClassifier 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_dataset() (opensoundscape.ml.song_space.SongSpace method) get_dataset_embeddings() (opensoundscape.ml.song_space.SongSpace method) get_embeddings_from_hoplite() (in module opensoundscape.ml.shallow_classifier) get_existing_windows() (in module opensoundscape.vector_database), [1] get_reqd_args() (in module opensoundscape.preprocess.utils) get_sampler() (in module opensoundscape.ml.sampling) get_selected_row_ids() (in module opensoundscape.visualization) 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)

hop_samples (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute) HopliteDataset (class in opensoundscape.ml.datasets)

I

identity() (in module opensoundscape.utils) image_to_tensor() (in module opensoundscape.preprocess.action_functions) ImbalancedDatasetSampler (class in opensoundscape.ml.sampling) ingest_audio() (opensoundscape.ml.song_space.SongSpace method) inrange() (in module opensoundscape.utils) insert_action() (opensoundscape.preprocess.preprocessors.BasePreprocessor method)

inspect() (in module opensoundscape.visualization) integer_to_categorical_labels() (in module opensoundscape.annotations) integer_to_multi_hot() (in module opensoundscape.annotations) invalid_samples (opensoundscape.ml.datasets.AudioFileDataset attribute) InvalidIndexError isNan() (in module opensoundscape.utils)

J

jitter() (in module opensoundscape.utils)

L

label_df (opensoundscape.ml.datasets.AudioFileDataset attribute) (opensoundscape.ml.datasets.HopliteDataset property) 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_classifiers() (opensoundscape.ml.song_space.SongSpace method) list_datasets() (opensoundscape.ml.song_space.SongSpace method) list_model_classes() (in module opensoundscape.ml.cnn) load() (in module opensoundscape.preprocess.preprocessors) (opensoundscape.ml.cnn.SpectrogramClassifier class method) (opensoundscape.ml.shallow_classifier.MLPClassifier class 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_or_create_hoplite_usearch_db() (in module opensoundscape.vector_database), [1] 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_hist (opensoundscape.ml.cnn.SpectrogramClassifier attribute) lowpass() (opensoundscape.audio.Audio method) lowpass_filter() (in module opensoundscape.audio) lr_scheduler_step (opensoundscape.ml.cnn.SpectrogramModule attribute)

M

magnitude (opensoundscape.spectrogram.Spectrogram property) make_clip_df() (in module opensoundscape.utils) make_nearby_files_dict() (opensoundscape.localization.synchronized_recorder_array.SynchronizedRecorderArray method) MelScale (class in opensoundscape.preprocess.actions) MelSpectrogram (class in opensoundscape.spectrogram) metadata (opensoundscape.audio.Audio attribute) (opensoundscape.audio.MultiChannelAudio attribute) metrics() (opensoundscape.ml.song_space.SongSpace method) 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.cam opensoundscape.ml.cnn opensoundscape.ml.cnn_architectures opensoundscape.ml.dataloaders opensoundscape.ml.datasets opensoundscape.ml.export opensoundscape.ml.lightning opensoundscape.ml.loss opensoundscape.ml.safe_dataset opensoundscape.ml.sampling opensoundscape.ml.shallow_classifier opensoundscape.ml.song_space 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 opensoundscape.vector_database, [1] opensoundscape.visualization

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.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) NoMatchingWindowIDsError

normalize() (opensoundscape.audio.Audio method) normalize_index_to_tuples() (in module opensoundscape.vector_database), [1] normalize_q() (in module opensoundscape.ml.cam) normalize_windows_to_tuples() (in module opensoundscape.vector_database), [1] numpy_dtype_constructor() (in module opensoundscape.preprocess.io) numpy_dtype_representer() (in module opensoundscape.preprocess.io) numpy_to_dB() (in module opensoundscape.spectrogram) NumpyTypeDecoder (class in opensoundscape.preprocess.io) NumpyTypeEncoder (class in opensoundscape.preprocess.io)

O

object_hook() (opensoundscape.preprocess.io.NumpyTypeDecoder method) open() (opensoundscape.ml.song_space.SongSpace class 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.cam module opensoundscape.ml.cnn module opensoundscape.ml.cnn_architectures module opensoundscape.ml.dataloaders module opensoundscape.ml.datasets module opensoundscape.ml.export 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.song_space 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 opensoundscape.vector_database module, [1] opensoundscape.visualization module OpsoLoadAudioInputError overlap() (in module opensoundscape.utils) overlap_fraction() (in module opensoundscape.utils) overlap_samples (opensoundscape.spectrogram.Spectrogram attribute) Overlay (class in opensoundscape.preprocess.overlay) overlay() (in module opensoundscape.preprocess.overlay)

P

pad() (opensoundscape.audio.Audio method) pad_to() (opensoundscape.audio.Audio method) parent_folder_name() (in module opensoundscape.utils) 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) (opensoundscape.spectrogram.Spectrogram method) PCENPreprocessor (class in opensoundscape.preprocess.preprocessors) per_class_metrics() (opensoundscape.ml.cnn.SpectrogramClassifier method) plot() (opensoundscape.ml.cam.CAM method) (opensoundscape.spectrogram.MelSpectrogram method) (opensoundscape.spectrogram.Spectrogram method) plot_spectrograms() (in module opensoundscape.spectrogram) plot_spectrograms_from_audio() (in module opensoundscape.spectrogram)

PositionEstimate (class in opensoundscape.localization.position_estimate) positions_to_df() (in module opensoundscape.localization.position_estimate) power_spectrogram (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1] predict() (opensoundscape.ml.cnn.SpectrogramClassifier method) predict_multi_target_labels() (in module opensoundscape.metrics) predict_on_dataset() (opensoundscape.ml.song_space.SongSpace method) predict_on_hoplite() (in module opensoundscape.ml.shallow_classifier) predict_single_target_labels() (in module opensoundscape.metrics) predict_with_trainer() (opensoundscape.ml.lightning.LightningSpectrogramModule method) PreprocessingError preprocessor (opensoundscape.ml.dataloaders.SafeAudioDataloader attribute) (opensoundscape.ml.datasets.AudioFileDataset attribute) preprocessor_from_dict() (in module opensoundscape.preprocess.preprocessors) process_tensor_for_display() (in module opensoundscape.preprocess.utils) profile() (opensoundscape.ml.cnn.SpectrogramClassifier method)

R

random_lowpass() (in module opensoundscape.preprocess.action_functions) 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) remove_classifier() (opensoundscape.ml.song_space.SongSpace method) remove_dataset() (opensoundscape.ml.song_space.SongSpace method) remove_duplicate_windows() (in module opensoundscape.vector_database), [1] replace_nones() (in module opensoundscape.preprocess.preprocessors)

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) (opensoundscape.spectrogram.Spectrogram property) run_evaluation() (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_duration (opensoundscape.ml.cnn.SpectrogramClassifier property) sample_rate (opensoundscape.audio.Audio attribute) (opensoundscape.audio.MultiChannelAudio attribute) (opensoundscape.ml.cnn.SpectrogramClassifier property) 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.ml.song_space.SongSpace method) (opensoundscape.preprocess.preprocessors.BasePreprocessor method) save_json() (opensoundscape.preprocess.preprocessors.BasePreprocessor method) save_onnx() (opensoundscape.ml.cnn.SpectrogramClassifier 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) second_parent_name() (in module opensoundscape.utils) select() (opensoundscape.ml.song_space.SongSpace method) select_from_hoplite() (in module opensoundscape.ml.shallow_classifier) SequentialModelExporter (class in opensoundscape.ml.export) serialize_transform() (in module opensoundscape.preprocess.actions) set() (opensoundscape.preprocess.actions.BaseAction method) set_layer_from_name() (in module opensoundscape.ml.cnn_architectures)

set_seed() (in module opensoundscape.utils) shape (opensoundscape.spectrogram.Spectrogram property) 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) similarity_search() (opensoundscape.ml.song_space.SongSpace method) similarity_search_hoplite_db() (in module opensoundscape.vector_database), [1] (opensoundscape.ml.cnn.SpectrogramClassifier method) single_target (opensoundscape.ml.cnn.SpectrogramModule property) single_target_metrics() (in module opensoundscape.metrics) SongSpace (class in opensoundscape.ml.song_space) soundfinder_localize() (in module opensoundscape.localization.localization_algorithms) SpatialEvent (class in opensoundscape.localization.spatial_event) Spectrogram (class in opensoundscape.spectrogram) spectrogram (opensoundscape.spectrogram.Spectrogram property) 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) stratified_selection() (opensoundscape.ml.song_space.SongSpace method) 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.actions.TorchTransforms method) (opensoundscape.preprocess.overlay.Overlay method) (opensoundscape.preprocess.preprocessors.BasePreprocessor method) to_image() (opensoundscape.spectrogram.Spectrogram method) to_mono() (opensoundscape.audio.MultiChannelAudio method) to_onnx_program() (in module opensoundscape.ml.export)

to_raven_files() (opensoundscape.annotations.BoxedAnnotations method) torch_color_jitter() (in module opensoundscape.preprocess.action_functions) torch_random_affine() (in module opensoundscape.preprocess.action_functions) torch_to_dB() (in module opensoundscape.spectrogram) TorchCropFreq (class in opensoundscape.preprocess.actions) TorchSpectrogramPreprocessor (class in opensoundscape.preprocess.preprocessors) TorchTransforms (class in opensoundscape.preprocess.actions) train() (opensoundscape.ml.cnn.SpectrogramClassifier method) (opensoundscape.ml.lightning.LightningSpectrogramModule method) train_test_split() (in module opensoundscape.data_selection) (opensoundscape.annotations.BoxedAnnotations method) transforms (opensoundscape.preprocess.actions.TorchTransforms property) 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) two_parents_name() (in module opensoundscape.utils)

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) update_dataset_audio_root() (opensoundscape.ml.song_space.SongSpace method) upsample() (in module opensoundscape.data_selection) use_resample_loss() (in module opensoundscape.ml.cnn)

V

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_hop_seconds (opensoundscape.spectrogram.Spectrogram property) window_length_seconds (opensoundscape.spectrogram.Spectrogram property)

window_samples (opensoundscape.spectrogram.MelSpectrogram attribute) (opensoundscape.spectrogram.Spectrogram attribute), [1] window_type (opensoundscape.spectrogram.Spectrogram attribute) windows_to_dataframe() (in module opensoundscape.vector_database), [1] write_metadata() (in module opensoundscape.audio)