Index

_

__getitem__() (sadaco.dataman.icbhi.dummy.RespiDatasetSTFT method) __init__() (sadaco.apis.losses.BasicLoss.BCEWithLogitsLoss method) (sadaco.apis.losses.BasicLoss.CELoss method) (sadaco.apis.models.torchvggish.torchvggish.vggish.Postprocessor method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) (sadaco.utils.stats.ICBHI_Metrics method)

A

add_argument() (sadaco.utils.config_parser.ArgsParser method) add_module() (sadaco.apis.traintest.preprocessings.Preprocessor method) apply_mask() (in module sadaco.apis.explain.explainer)

ArgsParser (class in sadaco.utils.config_parser) attach_extractor() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) attach_layer_handler() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method)

B

BalancedBatchSampler (class in sadaco.dataman.sampler) BaseDataset (class in sadaco.dataman.base) BaseExplainer (class in sadaco.apis.explain.explainer) BaseLogger (class in sadaco.apis.logger.basic) BaseScheduler (class in sadaco.pipelines.scheduler) BaseTrainer (class in sadaco.apis.traintest.trainer_base) BasicBlock (class in sadaco.apis.models.resnet) BasicConv (class in sadaco.apis.models.cbam) BCEWithLogitsLoss (class in sadaco.apis.losses.BasicLoss) binary2int() (sadaco.utils.stats.ICBHI_Metrics method) Bottleneck (class in sadaco.apis.models.resnet) build_criterion() (in module sadaco.apis.traintest.trainer_base) (in module sadaco.pipelines.build_modules) build_dataloader() (in module sadaco.apis.traintest.trainer_base) (in module sadaco.pipelines.build_modules) (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method)

build_dataset() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) (sadaco.pipelines.ICBHI.ICBHI_Basic_Trainer method) (sadaco.pipelines.ICBHI.ICBHI_Contrast_Trainer method) build_logger() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) build_model() (in module sadaco.apis.models.build_model) (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) build_optimizer() (in module sadaco.apis.traintest.trainer_base) (in module sadaco.pipelines.build_modules) (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method)

C

CBAM (class in sadaco.apis.models.cbam) CELoss (class in sadaco.apis.losses.BasicLoss) ChannelGate (class in sadaco.apis.models.cbam) ChannelPool (class in sadaco.apis.models.cbam) clip_outliers() (in module sadaco.apis.explain.visualize) cnn_moe() (in module sadaco.apis.models.cnn_moe)

compile() (in module sadaco.apis.models.compile_trt) ContrastiveWrapper (class in sadaco.apis.contrastive.trainer_contrastive) ContrastTrainer (class in sadaco.apis.contrastive.trainer_contrastive) conv3x3() (in module sadaco.apis.models.resnet) convert_wav() (sadaco.dataman.base.BaseDataset method) CosineAnnealingWarmUpRestarts (class in sadaco.pipelines.scheduler) custom_model() (in module sadaco.apis.models.custom)

D

db_to_linear() (sadaco.dataman.base.BaseDataset static method) demo_explanation() (in module sadaco.apis.explain.explainer) demo_helper (class in sadaco.apis.traintest.demo) (class in sadaco.dataman.icbhi.demo)

do_explanation() (sadaco.apis.traintest.demo.demo_helper method) (sadaco.dataman.icbhi.demo.demo_helper method) do_inference() (sadaco.apis.traintest.demo.demo_helper method) (sadaco.dataman.icbhi.demo.demo_helper method)

E

enhance_sharpeness() (in module sadaco.apis.explain.visualize) eval() (sadaco.apis.explain.hookman.FGHandler method)

expansion (sadaco.apis.models.resnet.BasicBlock attribute) (sadaco.apis.models.resnet.Bottleneck attribute)

F

FGHandler (class in sadaco.apis.explain.hookman) figure_to_array() (in module sadaco.apis.explain.visualize) Flatten (class in sadaco.apis.models.cbam) forward() (sadaco.apis.contrastive.trainer_contrastive.ContrastiveWrapper method) (sadaco.apis.contrastive.trainer_contrastive.NormLayer method) (sadaco.apis.explain.explainer.GradcamExplainer method) (sadaco.apis.explain.hookman.FGHandler method) (sadaco.apis.losses.BasicLoss.BCEWithLogitsLoss method) (sadaco.apis.losses.BasicLoss.CELoss method) (sadaco.apis.losses.BasicLoss.Normalized_MSELoss method) (sadaco.apis.losses.ContrastiveLoss.SupervisedContrastiveLoss method) (sadaco.apis.models.cbam.BasicConv method) (sadaco.apis.models.cbam.CBAM method) (sadaco.apis.models.cbam.ChannelGate method) (sadaco.apis.models.cbam.ChannelPool method) (sadaco.apis.models.cbam.Flatten method) (sadaco.apis.models.cbam.SpatialGate method) (sadaco.apis.models.resnet.BasicBlock method) (sadaco.apis.models.resnet.Bottleneck method) (sadaco.apis.models.resnet.ResNet method) (sadaco.apis.models.torchvggish.torchvggish.vggish.Postprocessor method) (sadaco.apis.models.torchvggish.torchvggish.vggish.VGG method) (sadaco.apis.models.torchvggish.torchvggish.vggish.VGGish method) (sadaco.apis.models.torchvggish.vgg.VGGish method)

frame() (in module sadaco.apis.models.torchvggish.torchvggish.mel_features)

G

generate_expid() (sadaco.apis.logger.basic.BaseLogger method) get_all_features() (sadaco.apis.explain.hookman.FGHandler method) get_all_grads() (sadaco.apis.explain.hookman.FGHandler method) get_args() (sadaco.utils.config_parser.ArgsParser method) get_configs() (in module sadaco.utils.web_utils) get_features() (sadaco.apis.explain.hookman.FGHandler method) get_grads() (sadaco.apis.explain.hookman.FGHandler method)

get_input_img() (in module sadaco.apis.explain.visualize) get_last_conv_name() (in module sadaco.apis.explain.hookman) get_lr() (sadaco.pipelines.scheduler.CosineAnnealingWarmUpRestarts method) get_mixup_stats() (sadaco.utils.stats.ICBHI_Metrics method) get_precision_recall_fbeta() (sadaco.utils.stats.ICBHI_Metrics method) get_stats() (sadaco.utils.stats.ICBHI_Metrics method) GradcamExplainer (class in sadaco.apis.explain.explainer)

H

hertz_to_mel() (in module sadaco.apis.models.torchvggish.torchvggish.mel_features)

I

ICBHI_Basic_Trainer (class in sadaco.pipelines.ICBHI) ICBHI_Contrast_Trainer (class in sadaco.pipelines.ICBHI) ICBHI_Dataset (class in sadaco.dataman.icbhi.icbhi)

ICBHI_Metrics (class in sadaco.utils.stats) ignore_index (sadaco.apis.losses.BasicLoss.CELoss attribute) initialize() (sadaco.dataman.icbhi.dummy.RespiDatasetSTFT method) int2onehot() (sadaco.utils.stats.ICBHI_Metrics method)

J

join() (in module sadaco.utils.config_parser)

L

label_smoothing (sadaco.apis.losses.BasicLoss.CELoss attribute) load_config() (in module sadaco.utils.web_utils) load_datum() (sadaco.dataman.base.BaseDataset method) load_input() (in module sadaco.apis.explain.visualize) (in module sadaco.apis.traintest.common) (in module sadaco.dataman.icbhi.demo)

load_wav() (in module sadaco.apis.traintest.common) load_wav_from_path() (sadaco.dataman.base.BaseDataset static method) log() (sadaco.apis.logger.basic.BaseLogger method) log_mel_spectrogram() (in module sadaco.apis.models.torchvggish.torchvggish.mel_features) logsumexp_2d() (in module sadaco.apis.models.cbam) loudness_normalization() (sadaco.dataman.base.BaseDataset method)

M

make_layers() (in module sadaco.apis.models.torchvggish.torchvggish.vggish) min_max_scale() (in module sadaco.apis.explain.visualize) (in module sadaco.dataman.icbhi.demo) (in module sadaco.utils.misc) mixup_criterion() (in module sadaco.apis.losses.CustomLoss) module sadaco sadaco.apis sadaco.apis.contrastive sadaco.apis.contrastive.train_byol sadaco.apis.contrastive.train_supcon sadaco.apis.explain sadaco.apis.explain.explainer sadaco.apis.explain.hookman sadaco.apis.explain.visualize sadaco.apis.logger sadaco.apis.logger.basic sadaco.apis.losses sadaco.apis.losses.BasicLoss sadaco.apis.losses.CustomLoss sadaco.apis.models sadaco.apis.models.build_model sadaco.apis.models.cbam sadaco.apis.models.cnn_moe sadaco.apis.models.compile_trt sadaco.apis.models.custom sadaco.apis.models.resnet sadaco.apis.models.torchvggish sadaco.apis.models.torchvggish.torchvggish sadaco.apis.models.torchvggish.torchvggish.mel_features sadaco.apis.models.torchvggish.torchvggish.vggish sadaco.apis.models.torchvggish.torchvggish.vggish_input sadaco.apis.models.torchvggish.torchvggish.vggish_params sadaco.apis.models.torchvggish.vgg sadaco.apis.traintest sadaco.apis.traintest.common sadaco.apis.traintest.demo sadaco.apis.traintest.eval sadaco.apis.traintest.preprocessings sadaco.apis.traintest.train sadaco.apis.traintest.trainer_base sadaco.dataman sadaco.dataman.base sadaco.dataman.build_dataset sadaco.dataman.icbhi sadaco.dataman.icbhi.demo sadaco.dataman.icbhi.dummy sadaco.dataman.icbhi.icbhi sadaco.dataman.loader sadaco.dataman.sampler sadaco.pipelines sadaco.pipelines.build_modules sadaco.pipelines.scheduler sadaco.utils sadaco.utils.config_parser sadaco.utils.misc sadaco.utils.stats sadaco.utils.web_utils

move_device() (in module sadaco.apis.contrastive.train_supcon) (in module sadaco.apis.traintest.eval) (in module sadaco.apis.traintest.train)

N

normalize (class in sadaco.apis.traintest.preprocessings)

Normalized_MSELoss (class in sadaco.apis.losses.BasicLoss) NormLayer (class in sadaco.apis.contrastive.trainer_contrastive)

P

parallel() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) parse_config_dict() (in module sadaco.utils.config_parser) parse_config_obj() (in module sadaco.utils.config_parser) parse_label() (sadaco.dataman.base.BaseDataset method) (sadaco.dataman.icbhi.icbhi.ICBHI_Dataset method)

periodic_hann() (in module sadaco.apis.models.torchvggish.torchvggish.mel_features) postprocess() (sadaco.apis.models.torchvggish.torchvggish.vggish.Postprocessor method) Postprocessor (class in sadaco.apis.models.torchvggish.torchvggish.vggish) prepare_kfold() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) Preprocessor (class in sadaco.apis.traintest.preprocessings) print_stats() (in module sadaco.utils.stats)

R

recover() (sadaco.dataman.icbhi.dummy.RespiDatasetSTFT method) recover_wav() (in module sadaco.apis.traintest.common) (sadaco.dataman.base.BaseDataset method) reduction (sadaco.apis.losses.BasicLoss.BCEWithLogitsLoss attribute) (sadaco.apis.losses.BasicLoss.Normalized_MSELoss attribute) remove_handlers() (sadaco.apis.explain.hookman.FGHandler method) reset_all() (sadaco.apis.explain.hookman.FGHandler method)

reset_metrics() (sadaco.utils.stats.ICBHI_Metrics method) reset_trainer() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) ResidualNet() (in module sadaco.apis.models.resnet) ResNet (class in sadaco.apis.models.resnet) RespiDatasetSTFT (class in sadaco.dataman.icbhi.dummy) resume() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method)

S

sadaco module sadaco.apis module sadaco.apis.contrastive module sadaco.apis.contrastive.train_byol module sadaco.apis.contrastive.train_supcon module sadaco.apis.explain module sadaco.apis.explain.explainer module sadaco.apis.explain.hookman module sadaco.apis.explain.visualize module sadaco.apis.logger module sadaco.apis.logger.basic module sadaco.apis.losses module sadaco.apis.losses.BasicLoss module sadaco.apis.losses.CustomLoss module sadaco.apis.models module sadaco.apis.models.build_model module sadaco.apis.models.cbam module sadaco.apis.models.cnn_moe module sadaco.apis.models.compile_trt module sadaco.apis.models.custom module sadaco.apis.models.resnet module sadaco.apis.models.torchvggish module sadaco.apis.models.torchvggish.torchvggish module sadaco.apis.models.torchvggish.torchvggish.mel_features module sadaco.apis.models.torchvggish.torchvggish.vggish module sadaco.apis.models.torchvggish.torchvggish.vggish_input module sadaco.apis.models.torchvggish.torchvggish.vggish_params module sadaco.apis.models.torchvggish.vgg module sadaco.apis.traintest module

sadaco.apis.traintest.common module sadaco.apis.traintest.demo module sadaco.apis.traintest.eval module sadaco.apis.traintest.preprocessings module sadaco.apis.traintest.train module sadaco.apis.traintest.trainer_base module sadaco.dataman module sadaco.dataman.base module sadaco.dataman.build_dataset module sadaco.dataman.icbhi module sadaco.dataman.icbhi.demo module sadaco.dataman.icbhi.dummy module sadaco.dataman.icbhi.icbhi module sadaco.dataman.loader module sadaco.dataman.sampler module sadaco.pipelines module sadaco.pipelines.build_modules module sadaco.pipelines.scheduler module sadaco.utils module sadaco.utils.config_parser module sadaco.utils.misc module sadaco.utils.stats module sadaco.utils.web_utils module seed_everything() (in module sadaco.utils.misc) SpatialGate (class in sadaco.apis.models.cbam) spec_display() (in module sadaco.apis.explain.visualize) spectrogram_to_mel_matrix() (in module sadaco.apis.models.torchvggish.torchvggish.mel_features) step() (sadaco.pipelines.scheduler.BaseScheduler method) (sadaco.pipelines.scheduler.CosineAnnealingWarmUpRestarts method) stft2mel() (in module sadaco.apis.traintest.common) stft2meldb (class in sadaco.apis.traintest.preprocessings) stft_magnitude() (in module sadaco.apis.models.torchvggish.torchvggish.mel_features) SupervisedContrastiveLoss (class in sadaco.apis.losses.ContrastiveLoss)

T

test() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) test_basic_epoch() (in module sadaco.apis.traintest.eval) test_merge_epoch() (in module sadaco.apis.traintest.eval) to() (sadaco.apis.contrastive.trainer_contrastive.ContrastiveWrapper method) (sadaco.apis.explain.hookman.FGHandler method) (sadaco.apis.traintest.preprocessings.normalize method) (sadaco.apis.traintest.preprocessings.Preprocessor method) (sadaco.apis.traintest.preprocessings.stft2meldb method) to_int() (sadaco.dataman.icbhi.dummy.RespiDatasetSTFT method) to_multi_hot() (sadaco.dataman.icbhi.dummy.RespiDatasetSTFT method) to_one_hot() (sadaco.dataman.icbhi.dummy.RespiDatasetSTFT method) train() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.explain.hookman.FGHandler method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) train_basic_epoch() (in module sadaco.apis.traintest.train) train_epoch() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) (sadaco.pipelines.ICBHI.ICBHI_Basic_Trainer method) (sadaco.pipelines.ICBHI.ICBHI_Contrast_Trainer method)

train_kfold() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) train_mixcon_epoch() (in module sadaco.apis.contrastive.train_supcon) train_mixcon_epoch2() (in module sadaco.apis.contrastive.train_supcon) training (sadaco.apis.contrastive.trainer_contrastive.ContrastiveWrapper attribute) (sadaco.apis.contrastive.trainer_contrastive.NormLayer attribute) (sadaco.apis.losses.ContrastiveLoss.SupervisedContrastiveLoss attribute) (sadaco.apis.models.cbam.BasicConv attribute) (sadaco.apis.models.cbam.CBAM attribute) (sadaco.apis.models.cbam.ChannelGate attribute) (sadaco.apis.models.cbam.ChannelPool attribute) (sadaco.apis.models.cbam.Flatten attribute) (sadaco.apis.models.cbam.SpatialGate attribute) (sadaco.apis.models.resnet.BasicBlock attribute) (sadaco.apis.models.resnet.Bottleneck attribute) (sadaco.apis.models.resnet.ResNet attribute) (sadaco.apis.models.torchvggish.torchvggish.vggish.Postprocessor attribute) (sadaco.apis.models.torchvggish.torchvggish.vggish.VGG attribute) (sadaco.apis.models.torchvggish.torchvggish.vggish.VGGish attribute) (sadaco.apis.models.torchvggish.vgg.VGGish attribute) TransformGrid() (in module sadaco.apis.explain.explainer)

U

update_lists() (sadaco.utils.stats.ICBHI_Metrics method)

V

validate() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) validate_epoch() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method) (sadaco.apis.traintest.trainer_base.BaseTrainer method) (sadaco.pipelines.ICBHI.ICBHI_Basic_Trainer method) (sadaco.pipelines.ICBHI.ICBHI_Contrast_Trainer method)

VGG (class in sadaco.apis.models.torchvggish.torchvggish.vggish) VGGish (class in sadaco.apis.models.torchvggish.torchvggish.vggish) (class in sadaco.apis.models.torchvggish.vgg) vggish() (in module sadaco.apis.models.torchvggish.vgg)

W

waveform_to_examples() (in module sadaco.apis.models.torchvggish.torchvggish.vggish_input)

wavfile_to_examples() (in module sadaco.apis.models.torchvggish.torchvggish.vggish_input) wrap_model() (sadaco.apis.contrastive.trainer_contrastive.ContrastTrainer method)