Index

A

abstract_setup() (pyanomaly.datatools.abstract.video_dataset.AbstractVideoDataset method) AbstractBuilder (class in pyanomaly.datatools.abstract.abstract_datasets_builder) AbstractDatasetFactory (class in pyanomaly.datatools.abstract.abstract_datasets_factory) AbstractEvalMethod (class in pyanomaly.datatools.abstract.abstract_evaluate_method) AbstractImageDataset (class in pyanomaly.datatools.abstract.image_dataset) AbstractInference (class in pyanomaly.core.engine.abstract.abstract_engine) AbstractTrainer (class in pyanomaly.core.engine.abstract.abstract_engine) AbstractVideoDataset (class in pyanomaly.datatools.abstract.video_dataset) Adversarial_Loss (class in pyanomaly.loss.functions.basic_loss) after_inference() (pyanomaly.core.engine.abstract.abstract_engine.AbstractInference method) after_step() (pyanomaly.core.engine.abstract.abstract_engine.AbstractTrainer method) (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) (pyanomaly.core.hook.abstract.abstract_hook.EvaluateHook method) (pyanomaly.core.hook.abstract.abstract_hook.HookBase method) (pyanomaly.core.hook.functions.base.TSNEHook method) (pyanomaly.core.hook.functions.base.VisScoreHook method) (pyanomaly.core.hook.functions.ocae_hooks.ClusterHook method) after_train() (pyanomaly.core.engine.abstract.abstract_engine.AbstractTrainer method) (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) (pyanomaly.core.hook.abstract.abstract_hook.HookBase method) all_gather() (in module pyanomaly.datatools.dataclass.sampler.common) amc_normal_score() (in module pyanomaly.datatools.evaluate.utils) amc_score() (in module pyanomaly.datatools.evaluate.utils)

AMCDiscriminateLoss (class in pyanomaly.loss.functions.basic_loss) AMCDiscriminiator (class in pyanomaly.networks.meta.amc_networks) AMCEvaluateHook (class in pyanomaly.core.hook.functions.amc_hooks) AMCGenerateLoss (class in pyanomaly.loss.functions.basic_loss) AMCGenerator (class in pyanomaly.networks.meta.amc_networks) AMCInference (class in pyanomaly.core.engine.functions.amc) AMCTrainer (class in pyanomaly.core.engine.functions.amc) AnoPcn (class in pyanomaly.networks.meta.anopcn_networks) AnoPCNEvaluateHook (class in pyanomaly.core.hook.functions.anopcn_hooks) ANOPCNInference (class in pyanomaly.core.engine.functions.anopcn) ANOPCNTrainer (class in pyanomaly.core.engine.functions.anopcn) AnoPredEvaluateHook (class in pyanomaly.core.hook.functions.anopred_hooks) AnoPredGeneratorUnet (class in pyanomaly.networks.meta.anopred_networks) ANOPREDInference (class in pyanomaly.core.engine.functions.anopred) ANOPREDTrainer (class in pyanomaly.core.engine.functions.anopred) aug_batch_image() (pyanomaly.datatools.abstract.image_dataset.AbstractImageDataset method) aug_image() (pyanomaly.datatools.abstract.image_dataset.AbstractImageDataset method) AugmentAPI (class in pyanomaly.datatools.dataclass.augment.augment_api) AutoEncoderCov3DMem (class in pyanomaly.networks.meta.memae_networks) Avenue (class in pyanomaly.datatools.dataclass.avenue_ped_shanghai) (pyanomaly.datatools.abstract.readers.GroundTruthLoader attribute) average_psnr() (in module pyanomaly.datatools.evaluate.utils) AverageMeter (class in pyanomaly.core.utils)

B

backward() (pyanomaly.networks.auxiliary.flownet2.channelnorm_package.channelnorm.ChannelNormFunction static method) (pyanomaly.networks.auxiliary.flownet2.correlation_package.correlation.CorrelationFunction method) (pyanomaly.networks.auxiliary.flownet2.resample2d_package.resample2d.Resample2dFunction static method) backwarp() (in module pyanomaly.networks.auxiliary.liteflownet.models) BaseInference (class in pyanomaly.core.engine.abstract.base_engine) BaseTrainer (class in pyanomaly.core.engine.abstract.base_engine) BasicConv2d (class in pyanomaly.networks.meta.base.commonness) batch_flatten() (in module pyanomaly.networks.meta.base.prednet) (in module pyanomaly.networks.meta.pcn_parts.prednet) before_inference() (pyanomaly.core.engine.abstract.abstract_engine.AbstractInference method)

before_step() (pyanomaly.core.engine.abstract.abstract_engine.AbstractTrainer method) (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) (pyanomaly.core.hook.abstract.abstract_hook.HookBase method) before_train() (pyanomaly.core.engine.abstract.abstract_engine.AbstractTrainer method) (pyanomaly.core.hook.abstract.abstract_hook.HookBase method) build() (pyanomaly.core.engine.engine_api.EngineAPI method) (pyanomaly.datatools.abstract.abstract_datasets_builder.AbstractBuilder method) (pyanomaly.datatools.dataclass.augment.augment_api.AugmentAPI method) (pyanomaly.datatools.datatools_api.DataAPI method) (pyanomaly.loss.loss_api.LossAPI method)

C

CAE (class in pyanomaly.networks.meta.ocae_networks) cal_eer() (in module pyanomaly.datatools.evaluate.utils) calc_w() (in module pyanomaly.datatools.evaluate.utils) calculate_psnr() (in module pyanomaly.datatools.evaluate.utils) ChannelNorm (class in pyanomaly.networks.auxiliary.flownet2.channelnorm_package.channelnorm) ChannelNormFunction (class in pyanomaly.networks.auxiliary.flownet2.channelnorm_package.channelnorm) ClusterHook (class in pyanomaly.core.hook.functions.ocae_hooks) collect_fn() (in module pyanomaly.datatools.tools) collect_fn_local() (in module pyanomaly.datatools.tools) compute() (pyanomaly.datatools.abstract.abstract_evaluate_method.AbstractEvalMethod method) (pyanomaly.datatools.evaluate.eval_function.ScoreAUCMetrics method) compute_auc_psnr() (in module pyanomaly.datatools.evaluate.utils) compute_auc_score() (in module pyanomaly.datatools.evaluate.utils) compute_color() (in module pyanomaly.utils.tools) compute_eer() (in module pyanomaly.datatools.evaluate.utils) ConcatDeconv2d (class in pyanomaly.networks.meta.base.commonness) ConcatDeconv2dReduce (class in pyanomaly.networks.meta.base.commonness) conv() (in module pyanomaly.networks.auxiliary.flownet2.submodules) Conv2dLeakly (class in pyanomaly.networks.meta.base.commonness) ConvLSTM (class in pyanomaly.networks.meta.base.convolution_lstm) (class in pyanomaly.networks.meta.pcn_parts.convolution_lstm)

ConvLSTMCell (class in pyanomaly.networks.meta.base.convolution_lstm) (class in pyanomaly.networks.meta.pcn_parts.convolution_lstm) Correlation (class in pyanomaly.networks.auxiliary.flownet2.correlation_package.correlation) CorrelationFunction (class in pyanomaly.networks.auxiliary.flownet2.correlation_package.correlation) create_logger() (in module pyanomaly.utils.recorders) CrossEntropyLoss (class in pyanomaly.loss.functions.basic_loss) custom_setup() (pyanomaly.core.engine.abstract.base_engine.BaseInference method) (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) (pyanomaly.core.engine.functions.amc.AMCTrainer method) (pyanomaly.core.engine.functions.anopcn.ANOPCNTrainer method) (pyanomaly.core.engine.functions.anopred.ANOPREDTrainer method) (pyanomaly.core.engine.functions.memae.MEMAETrainer method) (pyanomaly.core.engine.functions.ocae.OCAEInference method) (pyanomaly.core.engine.functions.ocae.OCAETrainer method) (pyanomaly.core.engine.functions.stae.STAETrainer method) (pyanomaly.datatools.abstract.video_dataset.FrameLevelVideoDataset method) (pyanomaly.datatools.dataclass.avenue_ped_shanghai.Avenue method) (pyanomaly.datatools.dataclass.avenue_ped_shanghai.Ped2 method) (pyanomaly.datatools.dataclass.avenue_ped_shanghai.Shanghai method)

D

data_parallel() (pyanomaly.core.engine.abstract.base_engine.BaseInference method) (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) data_prefetcher (class in pyanomaly.utils.tools) DataAPI (class in pyanomaly.datatools.datatools_api) decide_back_front() (in module pyanomaly.datatools.tools)

deconv() (in module pyanomaly.networks.auxiliary.flownet2.submodules) Deconv2d (class in pyanomaly.networks.meta.base.commonness) Discriminate_Loss (class in pyanomaly.loss.functions.basic_loss) DistTrainSampler (class in pyanomaly.datatools.dataclass.sampler.dist_inf_sampler) DoubleConv (class in pyanomaly.networks.meta.base.commonness) Down (class in pyanomaly.networks.meta.base.commonness)

E

engine_save_checkpoint() (in module pyanomaly.core.engine.utils) engine_save_model() (in module pyanomaly.core.engine.utils) EngineAPI (class in pyanomaly.core.engine.engine_api) EngineAverageMeter (class in pyanomaly.core.engine.utils) eval_method() (pyanomaly.datatools.abstract.abstract_evaluate_method.AbstractEvalMethod method) (pyanomaly.datatools.evaluate.eval_function.ScoreAUCMetrics method) evaluate() (pyanomaly.core.hook.abstract.abstract_hook.EvaluateHook method) (pyanomaly.core.hook.functions.amc_hooks.AMCEvaluateHook method) (pyanomaly.core.hook.functions.anopcn_hooks.AnoPCNEvaluateHook method) (pyanomaly.core.hook.functions.anopred_hooks.AnoPredEvaluateHook method) (pyanomaly.core.hook.functions.memae_hooks.MemAEEvaluateHook method) (pyanomaly.core.hook.functions.ocae_hooks.OCEvaluateHook method) (pyanomaly.core.hook.functions.stae_hooks.STAEEvaluateHook method)

EvaluateAPI (class in pyanomaly.datatools.datatools_api) EvaluateHook (class in pyanomaly.core.hook.abstract.abstract_hook)

F

find_max_patch() (in module pyanomaly.datatools.evaluate.utils) fine_tune() (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) flow2img() (in module pyanomaly.utils.tools) flow2Y() (in module pyanomaly.utils.tools) flow_batch_estimate() (in module pyanomaly.core.utils) FlowNet2 (class in pyanomaly.networks.auxiliary.flownet2.models) FlowNet2C (class in pyanomaly.networks.auxiliary.flownet2.models) FlowNet2CS (class in pyanomaly.networks.auxiliary.flownet2.models) FlowNet2CSS (class in pyanomaly.networks.auxiliary.flownet2.models) FlowNet2S (class in pyanomaly.networks.auxiliary.flownet2.models) FlowNet2SD (class in pyanomaly.networks.auxiliary.flownet2.models) FlowNetC (class in pyanomaly.networks.auxiliary.flownet2.FlowNetC) FlowNetFusion (class in pyanomaly.networks.auxiliary.flownet2.FlowNetFusion) FlowNetS (class in pyanomaly.networks.auxiliary.flownet2.FlowNetS) FlowNetSD (class in pyanomaly.networks.auxiliary.flownet2.FlowNetSD) forward() (pyanomaly.loss.functions.basic_loss.Adversarial_Loss method) (pyanomaly.loss.functions.basic_loss.AMCDiscriminateLoss method) (pyanomaly.loss.functions.basic_loss.AMCGenerateLoss method) (pyanomaly.loss.functions.basic_loss.Discriminate_Loss method) (pyanomaly.loss.functions.basic_loss.GradientLoss method) (pyanomaly.loss.functions.basic_loss.IntensityLoss method) (pyanomaly.loss.functions.basic_loss.L2Loss method) (pyanomaly.loss.functions.basic_loss.MemLoss method) (pyanomaly.loss.functions.basic_loss.WeightedPredLoss method) (pyanomaly.networks.auxiliary.flownet2.channelnorm_package.channelnorm.ChannelNorm method) (pyanomaly.networks.auxiliary.flownet2.channelnorm_package.channelnorm.ChannelNormFunction static method) (pyanomaly.networks.auxiliary.flownet2.correlation_package.correlation.Correlation method) (pyanomaly.networks.auxiliary.flownet2.correlation_package.correlation.CorrelationFunction method) (pyanomaly.networks.auxiliary.flownet2.FlowNetC.FlowNetC method) (pyanomaly.networks.auxiliary.flownet2.FlowNetFusion.FlowNetFusion method) (pyanomaly.networks.auxiliary.flownet2.FlowNetS.FlowNetS method) (pyanomaly.networks.auxiliary.flownet2.FlowNetSD.FlowNetSD method) (pyanomaly.networks.auxiliary.flownet2.models.FlowNet2 method) (pyanomaly.networks.auxiliary.flownet2.models.FlowNet2C method) (pyanomaly.networks.auxiliary.flownet2.models.FlowNet2CS method) (pyanomaly.networks.auxiliary.flownet2.models.FlowNet2CSS method) (pyanomaly.networks.auxiliary.flownet2.models.FlowNet2S method) (pyanomaly.networks.auxiliary.flownet2.models.FlowNet2SD method) (pyanomaly.networks.auxiliary.flownet2.resample2d_package.resample2d.Resample2d method) (pyanomaly.networks.auxiliary.flownet2.resample2d_package.resample2d.Resample2dFunction static method) (pyanomaly.networks.auxiliary.flownet2.submodules.tofp16 method) (pyanomaly.networks.auxiliary.flownet2.submodules.tofp32 method) (pyanomaly.networks.auxiliary.liteflownet.models.LiteFlowNet method) (pyanomaly.networks.meta.amc_networks.AMCDiscriminiator method) (pyanomaly.networks.meta.amc_networks.AMCGenerator method) (pyanomaly.networks.meta.anopcn_networks.AnoPcn method) (pyanomaly.networks.meta.anopred_networks.AnoPredGeneratorUnet method) (pyanomaly.networks.meta.base.commonness.BasicConv2d method) (pyanomaly.networks.meta.base.commonness.ConcatDeconv2d method) (pyanomaly.networks.meta.base.commonness.ConcatDeconv2dReduce method) (pyanomaly.networks.meta.base.commonness.Conv2dLeakly method) (pyanomaly.networks.meta.base.commonness.Deconv2d method) (pyanomaly.networks.meta.base.commonness.DoubleConv method) (pyanomaly.networks.meta.base.commonness.Down method) (pyanomaly.networks.meta.base.commonness.Inception method) (pyanomaly.networks.meta.base.commonness.Inception3x3 method) (pyanomaly.networks.meta.base.commonness.Inception5x5 method) (pyanomaly.networks.meta.base.commonness.Inception7x7 method) (pyanomaly.networks.meta.base.commonness.NLayerDiscriminator method) (pyanomaly.networks.meta.base.commonness.OutConv method) (pyanomaly.networks.meta.base.commonness.PixelDiscriminator method) (pyanomaly.networks.meta.base.commonness.Up method) (pyanomaly.networks.meta.base.convolution_lstm.ConvLSTM method) (pyanomaly.networks.meta.base.convolution_lstm.ConvLSTMCell method) (pyanomaly.networks.meta.base.prednet.PredNet method) (pyanomaly.networks.meta.memae_networks.AutoEncoderCov3DMem method) (pyanomaly.networks.meta.ocae_networks.CAE method) (pyanomaly.networks.meta.pcn_parts.convolution_lstm.ConvLSTM method) (pyanomaly.networks.meta.pcn_parts.convolution_lstm.ConvLSTMCell method) (pyanomaly.networks.meta.pcn_parts.prednet.PredNet method) (pyanomaly.networks.meta.stae_networks.STAutoEncoderCov3D method)

frame_gradient() (in module pyanomaly.core.utils) FrameLevelVideoDataset (class in pyanomaly.datatools.abstract.video_dataset)

G

GANLoss (class in pyanomaly.loss.functions.basic_loss) gather() (in module pyanomaly.datatools.dataclass.sampler.common) get_activationFunc() (in module pyanomaly.networks.meta.base.prednet) (in module pyanomaly.networks.meta.pcn_parts.prednet) get_batch_dets() (in module pyanomaly.core.utils) get_image() (pyanomaly.datatools.abstract.image_dataset.AbstractImageDataset method) get_initial_states() (pyanomaly.networks.meta.base.prednet.PredNet method) (pyanomaly.networks.meta.pcn_parts.prednet.PredNet method) get_local_rank() (in module pyanomaly.datatools.dataclass.sampler.common) get_local_size() (in module pyanomaly.datatools.dataclass.sampler.common) get_lr() (pyanomaly.core.scheduler.schedulers.WarmupCosineLR method) (pyanomaly.core.scheduler.schedulers.WarmupMultiStepLR method) get_name() (pyanomaly.core.utils.AverageMeter method) (pyanomaly.core.utils.ParamSet method)

get_params_names() (pyanomaly.core.utils.ParamSet method) get_rank() (in module pyanomaly.datatools.dataclass.sampler.common) get_scores_labels() (in module pyanomaly.datatools.evaluate.utils) get_target_tensor() (pyanomaly.loss.functions.basic_loss.GANLoss method) get_tensorboard() (in module pyanomaly.utils.recorders) get_threshold() (pyanomaly.datatools.tools.RecordResult method) get_world_size() (in module pyanomaly.datatools.dataclass.sampler.common) GetClusterDataset (class in pyanomaly.datatools.abstract.abstract_datasets_factory) GetWDataset (class in pyanomaly.datatools.abstract.abstract_datasets_factory) GradientLoss (class in pyanomaly.loss.functions.basic_loss) grid_crop() (in module pyanomaly.core.utils) GroundTruthLoader (class in pyanomaly.datatools.abstract.readers)

H

hard_sigmoid() (in module pyanomaly.networks.meta.base.prednet) (in module pyanomaly.networks.meta.pcn_parts.prednet)

HookAPI (class in pyanomaly.core.hook.hooks_api) HookBase (class in pyanomaly.core.hook.abstract.abstract_hook)

I

i_conv() (in module pyanomaly.networks.auxiliary.flownet2.submodules) image_gradient() (in module pyanomaly.core.utils) ImageLoader (class in pyanomaly.datatools.abstract.readers) Inception (class in pyanomaly.networks.meta.base.commonness) Inception3x3 (class in pyanomaly.networks.meta.base.commonness) Inception5x5 (class in pyanomaly.networks.meta.base.commonness) Inception7x7 (class in pyanomaly.networks.meta.base.commonness) inference() (pyanomaly.core.engine.abstract.abstract_engine.AbstractInference method) (pyanomaly.core.engine.abstract.base_engine.BaseInference method) (pyanomaly.core.engine.functions.amc.AMCInference method) (pyanomaly.core.engine.functions.anopcn.ANOPCNInference method) (pyanomaly.core.engine.functions.anopred.ANOPREDInference method) (pyanomaly.core.engine.functions.memae.MEMAEInference method) (pyanomaly.core.engine.functions.ocae.OCAEInference method) (pyanomaly.core.engine.functions.stae.STAEInference method) (pyanomaly.core.hook.abstract.abstract_hook.EvaluateHook method)

InferenceSampler (class in pyanomaly.datatools.dataclass.sampler.dist_inf_sampler) init_deconv_bilinear() (in module pyanomaly.networks.auxiliary.flownet2.submodules) (pyanomaly.networks.auxiliary.flownet2.models.FlowNet2 method) init_hidden() (pyanomaly.networks.meta.base.convolution_lstm.ConvLSTMCell method) (pyanomaly.networks.meta.pcn_parts.convolution_lstm.ConvLSTMCell method) initialize() (in module pyanomaly.core.other.kmeans) IntensityLoss (class in pyanomaly.loss.functions.basic_loss) is_main_process() (in module pyanomaly.datatools.dataclass.sampler.common) isNotTopestLayer() (pyanomaly.networks.meta.base.prednet.PredNet method) (pyanomaly.networks.meta.pcn_parts.prednet.PredNet method)

K

kmeans() (in module pyanomaly.core.other.kmeans)

kmeans_predict() (in module pyanomaly.core.other.kmeans)

L

L2Loss (class in pyanomaly.loss.functions.basic_loss) LiteFlowNet (class in pyanomaly.networks.auxiliary.liteflownet.models) load_ground_truth() (pyanomaly.datatools.abstract.abstract_evaluate_method.AbstractEvalMethod method) (pyanomaly.datatools.evaluate.eval_function.ScoreAUCMetrics method) load_pickle_results() (in module pyanomaly.datatools.evaluate.utils)

load_pretrain() (pyanomaly.core.engine.abstract.base_engine.BaseInference method) (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) load_results() (pyanomaly.datatools.abstract.abstract_evaluate_method.AbstractEvalMethod method) (pyanomaly.datatools.evaluate.eval_function.ScoreAUCMetrics method) LossAPI (class in pyanomaly.loss.loss_api)

M

make_color_wheel() (in module pyanomaly.utils.tools) make_global_db() (in module pyanomaly.datatools.tools) make_info_message() (in module pyanomaly.core.utils) make_layers() (pyanomaly.networks.meta.base.prednet.PredNet method) (pyanomaly.networks.meta.pcn_parts.prednet.PredNet method) make_objects_box_db() (in module pyanomaly.datatools.tools) make_objects_db() (in module pyanomaly.datatools.tools) MemAEEvaluateHook (class in pyanomaly.core.hook.functions.memae_hooks) MEMAEInference (class in pyanomaly.core.engine.functions.memae) MEMAETrainer (class in pyanomaly.core.engine.functions.memae) MemLoss (class in pyanomaly.loss.functions.basic_loss) mode() (in module pyanomaly.networks.model_api) MODEL_TYPE (pyanomaly.networks.model_api.ModelAPI attribute) ModelAPI (class in pyanomaly.networks.model_api) modeldist() (in module pyanomaly.core.utils) modelparallel() (in module pyanomaly.core.utils) module pyanomaly pyanomaly.config pyanomaly.config.defaults pyanomaly.core pyanomaly.core.engine pyanomaly.core.engine.abstract pyanomaly.core.engine.abstract.abstract_engine pyanomaly.core.engine.abstract.base_engine pyanomaly.core.engine.engine_api pyanomaly.core.engine.engine_registry pyanomaly.core.engine.functions pyanomaly.core.engine.functions.amc pyanomaly.core.engine.functions.anopcn pyanomaly.core.engine.functions.anopred pyanomaly.core.engine.functions.memae pyanomaly.core.engine.functions.ocae pyanomaly.core.engine.functions.stae pyanomaly.core.engine.utils pyanomaly.core.hook pyanomaly.core.hook.abstract pyanomaly.core.hook.abstract.abstract_hook pyanomaly.core.hook.functions pyanomaly.core.hook.functions.amc_hooks pyanomaly.core.hook.functions.anopcn_hooks pyanomaly.core.hook.functions.anopred_hooks pyanomaly.core.hook.functions.base pyanomaly.core.hook.functions.memae_hooks pyanomaly.core.hook.functions.ocae_hooks pyanomaly.core.hook.functions.stae_hooks pyanomaly.core.hook.hook_registry pyanomaly.core.hook.hooks_api pyanomaly.core.optimizer pyanomaly.core.optimizer.optimizer_api pyanomaly.core.other pyanomaly.core.other.kmeans pyanomaly.core.scheduler pyanomaly.core.scheduler.scheduler_api pyanomaly.core.scheduler.schedulers pyanomaly.core.utils pyanomaly.datatools pyanomaly.datatools.abstract pyanomaly.datatools.abstract.abstract_datasets_builder pyanomaly.datatools.abstract.abstract_datasets_factory pyanomaly.datatools.abstract.abstract_evaluate_method pyanomaly.datatools.abstract.image_dataset pyanomaly.datatools.abstract.readers pyanomaly.datatools.abstract.video_dataset pyanomaly.datatools.dataclass pyanomaly.datatools.dataclass.augment pyanomaly.datatools.dataclass.augment.augment_api pyanomaly.datatools.dataclass.avenue_ped_shanghai pyanomaly.datatools.dataclass.datasets_factory pyanomaly.datatools.dataclass.sampler pyanomaly.datatools.dataclass.sampler.common pyanomaly.datatools.dataclass.sampler.dist_inf_sampler pyanomaly.datatools.dataclass.sampler.inf_sampler pyanomaly.datatools.datatools_api pyanomaly.datatools.datatools_registry pyanomaly.datatools.evaluate pyanomaly.datatools.evaluate.eval_function pyanomaly.datatools.evaluate.utils pyanomaly.datatools.tools pyanomaly.loss pyanomaly.loss.abstract pyanomaly.loss.functions pyanomaly.loss.functions.basic_loss pyanomaly.loss.loss_api pyanomaly.loss.loss_registry pyanomaly.networks pyanomaly.networks.abstract pyanomaly.networks.auxiliary pyanomaly.networks.auxiliary.flownet2 pyanomaly.networks.auxiliary.flownet2.channelnorm_package pyanomaly.networks.auxiliary.flownet2.channelnorm_package.channelnorm pyanomaly.networks.auxiliary.flownet2.correlation_package pyanomaly.networks.auxiliary.flownet2.correlation_package.correlation pyanomaly.networks.auxiliary.flownet2.FlowNetC pyanomaly.networks.auxiliary.flownet2.FlowNetFusion pyanomaly.networks.auxiliary.flownet2.FlowNetS pyanomaly.networks.auxiliary.flownet2.FlowNetSD pyanomaly.networks.auxiliary.flownet2.models pyanomaly.networks.auxiliary.flownet2.resample2d_package pyanomaly.networks.auxiliary.flownet2.resample2d_package.resample2d pyanomaly.networks.auxiliary.flownet2.submodules pyanomaly.networks.auxiliary.liteflownet pyanomaly.networks.auxiliary.liteflownet.models pyanomaly.networks.meta pyanomaly.networks.meta.amc_networks pyanomaly.networks.meta.anopcn_networks pyanomaly.networks.meta.anopred_networks pyanomaly.networks.meta.base pyanomaly.networks.meta.base.commonness pyanomaly.networks.meta.base.convolution_lstm pyanomaly.networks.meta.base.prednet pyanomaly.networks.meta.memae_networks pyanomaly.networks.meta.ocae_networks pyanomaly.networks.meta.pcn_parts pyanomaly.networks.meta.pcn_parts.convolution_lstm pyanomaly.networks.meta.pcn_parts.prednet pyanomaly.networks.meta.stae_networks pyanomaly.networks.model_api pyanomaly.networks.model_registry pyanomaly.utils pyanomaly.utils.recorders pyanomaly.utils.system pyanomaly.utils.tools

MSELoss (class in pyanomaly.loss.functions.basic_loss) multi_obj_grid_crop() (in module pyanomaly.core.utils)

N

NAME (pyanomaly.core.engine.functions.amc.AMCInference attribute) (pyanomaly.core.engine.functions.amc.AMCTrainer attribute) (pyanomaly.core.engine.functions.anopcn.ANOPCNInference attribute) (pyanomaly.core.engine.functions.anopcn.ANOPCNTrainer attribute) (pyanomaly.core.engine.functions.anopred.ANOPREDInference attribute) (pyanomaly.core.engine.functions.anopred.ANOPREDTrainer attribute) (pyanomaly.core.engine.functions.memae.MEMAEInference attribute) (pyanomaly.core.engine.functions.memae.MEMAETrainer attribute) (pyanomaly.core.engine.functions.ocae.OCAEInference attribute) (pyanomaly.core.engine.functions.ocae.OCAETrainer attribute) (pyanomaly.core.engine.functions.stae.STAEInference attribute) (pyanomaly.core.engine.functions.stae.STAETrainer attribute) (pyanomaly.datatools.datatools_api.DataAPI attribute)

NEED_CLUSTER (pyanomaly.datatools.dataclass.datasets_factory.VideoAnomalyDatasetFactory attribute) NEED_W (pyanomaly.datatools.dataclass.datasets_factory.VideoAnomalyDatasetFactory attribute) next() (pyanomaly.utils.tools.data_prefetcher method) NLayerDiscriminator (class in pyanomaly.networks.meta.base.commonness) NORMAL (pyanomaly.datatools.dataclass.datasets_factory.VideoAnomalyDatasetFactory attribute)

O

oc_score() (in module pyanomaly.datatools.evaluate.utils) OCAEInference (class in pyanomaly.core.engine.functions.ocae) OCAETrainer (class in pyanomaly.core.engine.functions.ocae)

OCEvaluateHook (class in pyanomaly.core.hook.functions.ocae_hooks) OptimizerAPI (class in pyanomaly.core.optimizer.optimizer_api) OutConv (class in pyanomaly.networks.meta.base.commonness)

P

pairwise_cosine() (in module pyanomaly.core.other.kmeans) pairwise_distance() (in module pyanomaly.core.other.kmeans) ParamSet (class in pyanomaly.core.utils) parse_args() (in module pyanomaly.utils.system) Ped1 (pyanomaly.datatools.abstract.readers.GroundTruthLoader attribute) Ped2 (class in pyanomaly.datatools.dataclass.avenue_ped_shanghai) (pyanomaly.datatools.abstract.readers.GroundTruthLoader attribute) PixelDiscriminator (class in pyanomaly.networks.meta.base.commonness) precision_recall_auc() (in module pyanomaly.datatools.evaluate.utils) predict_flow() (in module pyanomaly.networks.auxiliary.flownet2.submodules) PredNet (class in pyanomaly.networks.meta.base.prednet) (class in pyanomaly.networks.meta.pcn_parts.prednet) preload() (pyanomaly.utils.tools.data_prefetcher method) psnr_error() (in module pyanomaly.datatools.evaluate.utils) pyanomaly module pyanomaly.config module pyanomaly.config.defaults module pyanomaly.core module pyanomaly.core.engine module pyanomaly.core.engine.abstract module pyanomaly.core.engine.abstract.abstract_engine module pyanomaly.core.engine.abstract.base_engine module pyanomaly.core.engine.engine_api module pyanomaly.core.engine.engine_registry module pyanomaly.core.engine.functions module pyanomaly.core.engine.functions.amc module pyanomaly.core.engine.functions.anopcn module pyanomaly.core.engine.functions.anopred module pyanomaly.core.engine.functions.memae module pyanomaly.core.engine.functions.ocae module pyanomaly.core.engine.functions.stae module pyanomaly.core.engine.utils module pyanomaly.core.hook module pyanomaly.core.hook.abstract module pyanomaly.core.hook.abstract.abstract_hook module pyanomaly.core.hook.functions module pyanomaly.core.hook.functions.amc_hooks module pyanomaly.core.hook.functions.anopcn_hooks module pyanomaly.core.hook.functions.anopred_hooks module pyanomaly.core.hook.functions.base module pyanomaly.core.hook.functions.memae_hooks module pyanomaly.core.hook.functions.ocae_hooks module pyanomaly.core.hook.functions.stae_hooks module pyanomaly.core.hook.hook_registry module pyanomaly.core.hook.hooks_api module pyanomaly.core.optimizer module pyanomaly.core.optimizer.optimizer_api module pyanomaly.core.other module pyanomaly.core.other.kmeans module pyanomaly.core.scheduler module pyanomaly.core.scheduler.scheduler_api module pyanomaly.core.scheduler.schedulers module pyanomaly.core.utils module pyanomaly.datatools module pyanomaly.datatools.abstract module pyanomaly.datatools.abstract.abstract_datasets_builder module pyanomaly.datatools.abstract.abstract_datasets_factory module pyanomaly.datatools.abstract.abstract_evaluate_method module pyanomaly.datatools.abstract.image_dataset module pyanomaly.datatools.abstract.readers module pyanomaly.datatools.abstract.video_dataset module pyanomaly.datatools.dataclass module pyanomaly.datatools.dataclass.augment module pyanomaly.datatools.dataclass.augment.augment_api module

pyanomaly.datatools.dataclass.avenue_ped_shanghai module pyanomaly.datatools.dataclass.datasets_factory module pyanomaly.datatools.dataclass.sampler module pyanomaly.datatools.dataclass.sampler.common module pyanomaly.datatools.dataclass.sampler.dist_inf_sampler module pyanomaly.datatools.dataclass.sampler.inf_sampler module pyanomaly.datatools.datatools_api module pyanomaly.datatools.datatools_registry module pyanomaly.datatools.evaluate module pyanomaly.datatools.evaluate.eval_function module pyanomaly.datatools.evaluate.utils module pyanomaly.datatools.tools module pyanomaly.loss module pyanomaly.loss.abstract module pyanomaly.loss.functions module pyanomaly.loss.functions.basic_loss module pyanomaly.loss.loss_api module pyanomaly.loss.loss_registry module pyanomaly.networks module pyanomaly.networks.abstract module pyanomaly.networks.auxiliary module pyanomaly.networks.auxiliary.flownet2 module pyanomaly.networks.auxiliary.flownet2.channelnorm_package module pyanomaly.networks.auxiliary.flownet2.channelnorm_package.channelnorm module pyanomaly.networks.auxiliary.flownet2.correlation_package module pyanomaly.networks.auxiliary.flownet2.correlation_package.correlation module pyanomaly.networks.auxiliary.flownet2.FlowNetC module pyanomaly.networks.auxiliary.flownet2.FlowNetFusion module pyanomaly.networks.auxiliary.flownet2.FlowNetS module pyanomaly.networks.auxiliary.flownet2.FlowNetSD module pyanomaly.networks.auxiliary.flownet2.models module pyanomaly.networks.auxiliary.flownet2.resample2d_package module pyanomaly.networks.auxiliary.flownet2.resample2d_package.resample2d module pyanomaly.networks.auxiliary.flownet2.submodules module pyanomaly.networks.auxiliary.liteflownet module pyanomaly.networks.auxiliary.liteflownet.models module pyanomaly.networks.meta module pyanomaly.networks.meta.amc_networks module pyanomaly.networks.meta.anopcn_networks module pyanomaly.networks.meta.anopred_networks module pyanomaly.networks.meta.base module pyanomaly.networks.meta.base.commonness module pyanomaly.networks.meta.base.convolution_lstm module pyanomaly.networks.meta.base.prednet module pyanomaly.networks.meta.memae_networks module pyanomaly.networks.meta.ocae_networks module pyanomaly.networks.meta.pcn_parts module pyanomaly.networks.meta.pcn_parts.convolution_lstm module pyanomaly.networks.meta.pcn_parts.prednet module pyanomaly.networks.meta.stae_networks module pyanomaly.networks.model_api module pyanomaly.networks.model_registry module pyanomaly.utils module pyanomaly.utils.recorders module pyanomaly.utils.system module pyanomaly.utils.tools module

R

read() (pyanomaly.datatools.abstract.readers.GroundTruthLoader method) (pyanomaly.datatools.abstract.readers.ImageLoader method) (pyanomaly.datatools.abstract.readers.VideoLoader method) readFlow() (in module pyanomaly.utils.tools) reconstruction_loss() (in module pyanomaly.datatools.evaluate.utils) RecordResult (class in pyanomaly.datatools.tools)

reduce_dict() (in module pyanomaly.datatools.dataclass.sampler.common) Resample2d (class in pyanomaly.networks.auxiliary.flownet2.resample2d_package.resample2d) Resample2dFunction (class in pyanomaly.networks.auxiliary.flownet2.resample2d_package.resample2d) resume() (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) run() (pyanomaly.core.engine.abstract.abstract_engine.AbstractInference method) (pyanomaly.core.engine.abstract.abstract_engine.AbstractTrainer method)

S

save() (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) save_grad() (in module pyanomaly.networks.auxiliary.flownet2.submodules) save_score_results() (in module pyanomaly.core.utils) SchedulerAPI (class in pyanomaly.core.scheduler.scheduler_api) ScoreAUCMetrics (class in pyanomaly.datatools.evaluate.eval_function) set_all() (pyanomaly.core.engine.abstract.base_engine.BaseInference method) (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) set_data_path() (pyanomaly.datatools.abstract.readers.GroundTruthLoader method) set_gt_path() (pyanomaly.datatools.abstract.readers.GroundTruthLoader method) set_name() (pyanomaly.datatools.abstract.readers.GroundTruthLoader method) set_requires_grad() (pyanomaly.core.engine.abstract.abstract_engine.AbstractInference method) (pyanomaly.core.engine.abstract.abstract_engine.AbstractTrainer method) setup() (pyanomaly.core.optimizer.optimizer_api.OptimizerAPI method) (pyanomaly.datatools.abstract.video_dataset.FrameLevelVideoDataset method)

Shanghai (class in pyanomaly.datatools.dataclass.avenue_ped_shanghai) (pyanomaly.datatools.abstract.readers.GroundTruthLoader attribute) shared_random_seed() (in module pyanomaly.datatools.dataclass.sampler.common) simple_diff() (in module pyanomaly.datatools.evaluate.utils) STAEEvaluateHook (class in pyanomaly.core.hook.functions.stae_hooks) STAEInference (class in pyanomaly.core.engine.functions.stae) STAETrainer (class in pyanomaly.core.engine.functions.stae) Statistic (class in pyanomaly.utils.tools) STAutoEncoderCov3D (class in pyanomaly.networks.meta.stae_networks) step() (pyanomaly.networks.meta.base.prednet.PredNet method) (pyanomaly.networks.meta.pcn_parts.prednet.PredNet method) synchronize() (in module pyanomaly.datatools.dataclass.sampler.common) system_setup() (in module pyanomaly.utils.system)

T

tensorboard_vis_images() (in module pyanomaly.core.utils) tofp16 (class in pyanomaly.networks.auxiliary.flownet2.submodules) tofp32 (class in pyanomaly.networks.auxiliary.flownet2.submodules) train() (pyanomaly.core.engine.abstract.abstract_engine.AbstractTrainer method) (pyanomaly.core.engine.abstract.base_engine.BaseTrainer method) (pyanomaly.core.engine.functions.amc.AMCTrainer method) (pyanomaly.core.engine.functions.anopcn.ANOPCNTrainer method) (pyanomaly.core.engine.functions.anopred.ANOPREDTrainer method) (pyanomaly.core.engine.functions.memae.MEMAETrainer method) (pyanomaly.core.engine.functions.ocae.OCAETrainer method) (pyanomaly.core.engine.functions.stae.STAETrainer method)

train_erm() (pyanomaly.core.engine.functions.anopcn.ANOPCNTrainer method) train_pcm() (pyanomaly.core.engine.functions.anopcn.ANOPCNTrainer method) TrainSampler (class in pyanomaly.datatools.dataclass.sampler.inf_sampler) tsne_vis() (in module pyanomaly.core.utils) TSNEHook (class in pyanomaly.core.hook.functions.base)

U

Up (class in pyanomaly.networks.meta.base.commonness) update() (pyanomaly.core.engine.utils.EngineAverageMeter method) (pyanomaly.core.optimizer.optimizer_api.OptimizerAPI method) (pyanomaly.core.utils.AverageMeter method)

update_config() (in module pyanomaly.config.defaults)

V

VideoAnomalyDatasetFactory (class in pyanomaly.datatools.dataclass.datasets_factory) VideoLoader (class in pyanomaly.datatools.abstract.readers)

vis_optical_flow() (in module pyanomaly.core.utils) VisScoreHook (class in pyanomaly.core.hook.functions.base)

W

WarmupCosineLR (class in pyanomaly.core.scheduler.schedulers) WarmupMultiStepLR (class in pyanomaly.core.scheduler.schedulers)

WeightedPredLoss (class in pyanomaly.loss.functions.basic_loss) writeFlow() (in module pyanomaly.utils.tools)