Index

_

__call__() (dgbpy.bokehcore.Div method) (dgbpy.dgb_boto.S3Progress method) (dgbpy.dgbonnx.OnnxModel method) (dgbpy.torch_classes.Callback method) (dgbpy.torch_classes.OnnxTorchModel method) (dgbpy.torch_classes.Trainer method) (dgbpy.transforms.BaseTransform method) (dgbpy.transforms.TransformCompose method) __data_generation() (dgbpy.keras_classes.TrainingSequence method) __enter__() (dgbpy.servicemgr.ServiceMgr method) __exit__() (dgbpy.servicemgr.ServiceMgr method) __getattr__() (dgbpy.torch_classes.Callback method) __getitem__() (dgbpy.keras_classes.TrainingSequence method) (dgbpy.torch_classes.DatasetApply method) (dgbpy.torch_classes.TestDatasetClass method) (dgbpy.torch_classes.TrainDatasetClass method) __input_names() (in module dgbpy.onnx_classes) (in module dgbpy.torch_modelinfo) __input_shape() (in module dgbpy.onnx_classes) (in module dgbpy.torch_modelinfo) __iter__() (dgbpy.dgbtorch.ChunkedDataLoader method) __len__() (dgbpy.keras_classes.TrainingSequence method) (dgbpy.torch_classes.DatasetApply method) (dgbpy.torch_classes.TestDatasetClass method) (dgbpy.torch_classes.TrainDatasetClass method) (dgbpy.transforms.TransformMultiplier method) __model_classname() (in module dgbpy.torch_modelinfo) __model_impl() (in module dgbpy.torch_modelinfo) __model_type() (in module dgbpy.onnx_classes) (in module dgbpy.torch_modelinfo) __num_inputs() (in module dgbpy.onnx_classes) (in module dgbpy.torch_modelinfo) __num_outputs() (in module dgbpy.onnx_classes) (in module dgbpy.torch_modelinfo) __output_names() (in module dgbpy.onnx_classes) (in module dgbpy.torch_modelinfo) __output_shape() (in module dgbpy.onnx_classes) (in module dgbpy.torch_modelinfo) __repr__() (dgbpy.torch_classes.UNet method) (dgbpy.zipmodelbase.ZipPredictModel method) __setattr__() (dgbpy.bokehcore.Div method) __version__ (in module dgbpy) (in module dgbpy.dgb_dgbkeras2onnx) (in module dgbpy.dgb_sklearn2onnx) _actions (dgbpy.servicemgr.ServiceMgr attribute) _adaptShape() (dgbpy.torch_classes.TrainDatasetClass method) _add_debug_str() (dgbpy.deeplearning_apply_serverlib.Message method) _addbuttonCB() (dgbpy.uibokeh_well.LogTrackMgr method) _addtrack() (dgbpy.uibokeh_well.LogTrackMgr method) _array_decode() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) _array_encode() (dgbpy.deeplearning_apply_clientlib.Message method) _batch_size (dgbpy.keras_classes.TrainingSequence attribute) _bokehlog (dgbpy.bokehserver.ProcMonitor attribute) _bokehserver (dgbpy.bokehserver.ProcMonitor attribute) _change_tab() (dgbpy.uibokeh_well.LogTrack method) _channels_format (dgbpy.keras_classes.TrainingSequence attribute) _create_message() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) _create_response_array_content() (dgbpy.deeplearning_apply_serverlib.Message method) _create_response_binary_content() (dgbpy.deeplearning_apply_serverlib.Message method) _create_response_json_content() (dgbpy.deeplearning_apply_serverlib.Message method) _createPacket() (dgbpy.servicemgr.Packet method) _curreqid (dgbpy.servicemgr.Packet attribute) _data_format (dgbpy.keras_classes.UserModel attribute) (dgbpy.torch_classes.TorchUserModel attribute) _data_IDs (dgbpy.keras_classes.TrainingSequence attribute) (dgbpy.torch_classes.TrainDatasetClass attribute) _do_predict() (dgbpy.sklearn_classes.OnnxScikitModel method) _dosave() (dgbpy.zipmodelbase.ZipTrainableModel method) _doshuffle (dgbpy.keras_classes.TrainingSequence attribute) _forvalid (dgbpy.keras_classes.TrainingSequence attribute) _get_available_gpus() (in module dgbpy.keras_fix) _get_info() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) _get_swapaxes_dim() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) _getDims() (dgbpy.keras_classes.TrainingSequence method) _getDocUrl() (in module dgbpy.bokehserver) _getLogLimits() (dgbpy.uibokeh_well.LogTrack method) _infos (dgbpy.keras_classes.TrainingSequence attribute) _init_log_ui() (dgbpy.uibokeh_well.LogTrack method) _initlogprops() (dgbpy.uibokeh_well.LogTrack method) _inittrack() (dgbpy.uibokeh_well.LogTrack method) _inittrackprops() (dgbpy.uibokeh_well.LogTrack method) _initui() (dgbpy.uibokeh_well.LogTrack method) _ioloop (dgbpy.servicemgr.ServiceMgr attribute) _is_port_in_use() (dgbpy.servicemgr.ServiceMgr method) _json_decode() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) (dgbpy.servicemgr.Packet method)

_json_encode() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) (dgbpy.servicemgr.Packet method) _jsonheader_len (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) _lastsaved (dgbpy.keras_classes.TrainingSequence attribute) _learnrate (dgbpy.keras_classes.UserModel attribute) (dgbpy.torch_classes.TorchUserModel attribute) _lock (dgbpy.servicemgr.Packet attribute) _make_exception_report() (dgbpy.deeplearning_apply_serverlib.Message method) _make_model() (dgbpy.keras_classes.UserModel method) (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Classifier method) (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Regressor method) (dgbpy.mlmodel_keras_dGB.dGB_UnetReg method) (dgbpy.mlmodel_keras_dGB.dGB_UNetReg_VGG19 method) (dgbpy.mlmodel_keras_dGB.dGB_UnetSeg method) (dgbpy.mlmodel_keras_dGB.dGB_UNetSeg_VGG19 method) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Classifier method) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Regressor method) (dgbpy.mlmodel_torch_dGB.dGB_ResNet18 method) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Classifier method) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Regressor method) (dgbpy.mlmodel_torch_dGB.dGB_UnetReg method) (dgbpy.mlmodel_torch_dGB.dGB_UNetReg_VGG19 method) (dgbpy.mlmodel_torch_dGB.dGB_UnetSeg method) (dgbpy.mlmodel_torch_dGB.dGB_UNetSeg_VGG19 method) (dgbpy.torch_classes.TorchUserModel method) _model (dgbpy.keras_classes.TrainingSequence attribute) (dgbpy.keras_classes.UserModel attribute) (dgbpy.torch_classes.TorchUserModel attribute) _nrclasses (dgbpy.keras_classes.TrainingSequence attribute) _nrdone (dgbpy.keras_classes.TrainingSequence attribute) _nroutputs (dgbpy.keras_classes.UserModel attribute) (dgbpy.torch_classes.TorchUserModel attribute) _odhdr_decode() (dgbpy.servicemgr.Packet method) _order (dgbpy.torch_classes.AvgStatsCallback attribute) (dgbpy.torch_classes.BokehProgressCallback attribute) (dgbpy.torch_classes.Callback attribute) (dgbpy.torch_classes.EarlyStoppingCallback attribute) (dgbpy.torch_classes.LogNrOfSamplesCallback attribute) (dgbpy.torch_classes.ProgressBarCallback attribute) (dgbpy.torch_classes.TensorBoardLogCallback attribute) (dgbpy.torch_classes.TrainEvalCallback attribute) _parentproc (dgbpy.bokehserver.ProcMonitor attribute) _payload_len (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) _procChkCB() (dgbpy.bokehserver.ProcMonitor method) _process_response_array_content() (dgbpy.deeplearning_apply_clientlib.Message method) _process_response_binary_content() (dgbpy.deeplearning_apply_clientlib.Message method) _process_response_json_content() (dgbpy.deeplearning_apply_clientlib.Message method) _processPacket() (dgbpy.servicemgr.ServiceMgr method) _read() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) _readTransforms() (dgbpy.transforms.TransformCompose method) _recv_buffer (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) _register() (dgbpy.servicemgr.ServiceMgr method) _removetrack() (dgbpy.uibokeh_well.LogTrackMgr method) _reqid (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) (dgbpy.servicemgr.Packet attribute) _request_queued (dgbpy.deeplearning_apply_clientlib.Message attribute) _rmvbuttonCB() (dgbpy.uibokeh_well.LogTrackMgr method) _send() (dgbpy.servicemgr.Message method) _send_buffer (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) _set_selector_events_mask() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) _set_transpose() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) _startServer() (dgbpy.servicemgr.ServiceMgr method) _subid (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) (dgbpy.servicemgr.Packet attribute) _syncbuttonCB() (dgbpy.uibokeh_well.LogTrackMgr method) _tempnm (dgbpy.keras_classes.TrainingSequence attribute) _to_tensor() (in module dgbpy.mlmodel_keras_dGB) _trainbatch (dgbpy.keras_classes.TrainingSequence attribute) _update_log_props() (dgbpy.uibokeh_well.LogTrack method) _update_log_selection() (dgbpy.uibokeh_well.LogTrack method) _update_log_ui() (dgbpy.uibokeh_well.LogTrack method) _update_track_props() (dgbpy.uibokeh_well.LogTrack method) _update_track_ui() (dgbpy.uibokeh_well.LogTrack method) _usePar() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) _write() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method)

A

accept_wrapper() (in module dgbpy.deeplearning_apply-server) accumulate() (dgbpy.torch_classes.AvgStats method) accuracy() (in module dgbpy.torch_classes) act0 (dgbpy.torch_classes.UpBlock attribute) act1 (dgbpy.torch_classes.DownBlock attribute) (dgbpy.torch_classes.UpBlock attribute) act2 (dgbpy.torch_classes.DownBlock attribute) (dgbpy.torch_classes.UpBlock attribute) activation (dgbpy.torch_classes.DownBlock attribute) (dgbpy.torch_classes.UNet attribute) (dgbpy.torch_classes.UNet_VGG19 attribute) (dgbpy.torch_classes.UpBlock attribute) active_scroll (dgbpy.uibokeh_well.LogTrack attribute) adaptFromModel() (in module dgbpy.dgbkeras) adaptFromModel_img2img() (in module dgbpy.dgbkeras) adaptInput() (dgbpy.dgbonnx.OnnxModel method) adaptive_schedule() (in module dgbpy.dgbkeras) AdaptiveLR (class in dgbpy.torch_classes) adaptOutput() (dgbpy.dgbonnx.OnnxModel method) adaptToModel() (in module dgbpy.dgbkeras) adaptToModel_img2img() (in module dgbpy.dgbkeras) add() (dgbpy.transforms.TransformMultiplier method) add_cbs() (dgbpy.torch_classes.Trainer method) add_property() (in module dgbpy.bokehcore) addAction() (dgbpy.servicemgr.ServiceMgr method) addInfo() (in module dgbpy.hdf5) addLeftShade() (dgbpy.uibokeh_well.LogTrack method) addLog() (dgbpy.uibokeh_well.LogTrack method) addLogs() (dgbpy.uibokeh_well.LogTrack method) addMarker() (dgbpy.uibokeh_well.LogTrack method) addMarkers() (dgbpy.uibokeh_well.LogTrack method) addr (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) (in module dgbpy.deeplearning_apply-server) AddS3InfoToHDF5() (in module dgbpy.dgb_boto) after_batch() (dgbpy.torch_classes.BokehProgressCallback method) (dgbpy.torch_classes.ProgressBarCallback method) after_cnn() (dgbpy.torch_classes.dGBLeNet method) (dgbpy.torch_classes.Net method) after_cnn_size (dgbpy.torch_classes.dGBLeNet attribute) (dgbpy.torch_classes.Net attribute) after_epoch() (dgbpy.torch_classes.AvgStatsCallback method) (dgbpy.torch_classes.BokehProgressCallback method) (dgbpy.torch_classes.EarlyStoppingCallback method) (dgbpy.torch_classes.LRSchedulerCallback method) (dgbpy.torch_classes.TensorBoardLogCallback method) after_fit() (dgbpy.torch_classes.EarlyStoppingCallback method) (dgbpy.torch_classes.ProgressBarCallback method)

after_loss() (dgbpy.torch_classes.AvgStatsCallback method) all_batches() (dgbpy.torch_classes.Trainer method) ALL_CBS (dgbpy.torch_classes.Trainer attribute) all_scalers (in module dgbpy.transforms) all_stats (dgbpy.torch_classes.AvgStats property) all_transforms (in module dgbpy.transforms) angle (dgbpy.transforms.Rotate attribute) announceShowTensorboard() (in module dgbpy.mlio) announceTrainingFailure() (in module dgbpy.mlio) announceTrainingSuccess() (in module dgbpy.mlio) Any (dgbpy.keras_classes.DataPredType attribute) (dgbpy.keras_classes.DimType attribute) (dgbpy.keras_classes.OutputType attribute) (dgbpy.torch_classes.DataPredType attribute) (dgbpy.torch_classes.DimType attribute) (dgbpy.torch_classes.OutputType attribute) applier (dgbpy.deeplearning_apply_serverlib.Message attribute) (in module dgbpy.deeplearning_apply-server), [1] apply() (in module dgbpy.dgbkeras) (in module dgbpy.dgbonnx) (in module dgbpy.dgbscikit) (in module dgbpy.dgbtorch) (in module dgbpy.zipmodelbase) apply_track_props() (dgbpy.uibokeh_well.LogTrack method) applyArrTranspose() (in module dgbpy.hdf5) applydict (in module dgbpy.deeplearning_apply-client) applydir_ (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) applyGlobalStd() (in module dgbpy.hdf5) applyinfo_ (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) applyLocalStd() (in module dgbpy.hdf5) applyMinMaxScaling() (in module dgbpy.hdf5) applyNormalization() (in module dgbpy.hdf5) applyRangeScaling() (in module dgbpy.hdf5) args (in module dgbpy.deeplearning_apply-client) (in module dgbpy.deeplearning_apply-server) (in module dgbpy.dgb_dgbkeras2onnx) (in module dgbpy.dgb_sklearn2onnx) (in module dgbpy.mlapplyrun) arrayorderdictstr (in module dgbpy.keystr) arroneitemsize() (in module dgbpy.hdf5) assessQuality() (in module dgbpy.dgbscikit) augment_ui_map (in module dgbpy.uibokeh) autocrop() (in module dgbpy.torch_classes) averagestr (in module dgbpy.keystr) avg_stats (dgbpy.torch_classes.AvgStats property) AvgStats (class in dgbpy.torch_classes) AvgStatsCallback (class in dgbpy.torch_classes) AWS (dgbpy.hdf5.StorageType attribute)

B

bar (dgbpy.uibokeh.ProgBar attribute) BaseTransform (class in dgbpy.transforms) batchsize_ (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) before_fit_chunk() (dgbpy.torch_classes.BokehProgressCallback method) begin_batch() (dgbpy.torch_classes.BokehProgressCallback method) (dgbpy.torch_classes.TensorBoardLogCallback method) (dgbpy.torch_classes.TrainEvalCallback method) begin_epoch() (dgbpy.torch_classes.AvgStatsCallback method) (dgbpy.torch_classes.BokehProgressCallback method) (dgbpy.torch_classes.ProgressBarCallback method) (dgbpy.torch_classes.TrainEvalCallback method) (dgbpy.torch_classes.TransformCallback method) begin_fit() (dgbpy.torch_classes.AvgStatsCallback method) (dgbpy.torch_classes.EarlyStoppingCallback method) (dgbpy.torch_classes.LogNrOfSamplesCallback method) (dgbpy.torch_classes.ProgressBarCallback method) (dgbpy.torch_classes.TrainEvalCallback method)

begin_fold() (dgbpy.torch_classes.BokehProgressCallback method) (dgbpy.torch_classes.LogNrOfSamplesCallback method) begin_validate() (dgbpy.torch_classes.ProgressBarCallback method) (dgbpy.torch_classes.TrainEvalCallback method) bias_init() (dgbpy.torch_classes.UNet static method) bn1 (dgbpy.torch_classes.ResidualBlock attribute) bn2 (dgbpy.torch_classes.ResidualBlock attribute) bokeh_msg (dgbpy.dgb_boto.S3Progress attribute) BokehProgressCallback (class in dgbpy.dgbkeras) (class in dgbpy.torch_classes) but_height (in module dgbpy.uibokeh) (in module dgbpy.uisklearn) but_spacer (in module dgbpy.uibokeh) (in module dgbpy.uisklearn) but_width (in module dgbpy.uibokeh) (in module dgbpy.uisklearn) buttonChgCB() (in module dgbpy.uisklearn)

C

Callback (class in dgbpy.torch_classes) can_apply() (dgbpy.transforms.BaseTransform method) can_connect() (dgbpy.servicemgr.ServiceMgr method) can_use_gpu() (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch) CancelBatchException CancelEpochException CancelTrainException carrorderstr (in module dgbpy.keystr) checkLocalS3FileValidity() (in module dgbpy.dgb_boto) child_bar (in module dgbpy.uibokeh) chunk_step (in module dgbpy.deeplearning_apply-client) ChunkedDataLoader (class in dgbpy.dgbtorch) chunkfldCB() (in module dgbpy.uikeras) (in module dgbpy.uitorch) classdatavalstr (in module dgbpy.keystr) classdictstr (in module dgbpy.keystr) classesdictstr (in module dgbpy.keystr) classesvalstr (in module dgbpy.keystr) Classification (dgbpy.keras_classes.DataPredType attribute) (dgbpy.torch_classes.DataPredType attribute) (dgbpy.zipmodelbase.PredType attribute) classificationvalstr (in module dgbpy.keystr) classmltypes (in module dgbpy.dgbscikit) classnmdictstr (in module dgbpy.keystr) cleanS3Uri() (in module dgbpy.dgb_boto) clearShading() (dgbpy.uibokeh_well.LogTrack method) close() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) clusterChgCB() (in module dgbpy.uisklearn) clustermethods (in module dgbpy.dgbscikit) clustertypes (in module dgbpy.dgbscikit) cmdhost (dgbpy.servicemgr.ServiceMgr attribute) cmdport (dgbpy.servicemgr.ServiceMgr attribute) cmdserver (dgbpy.servicemgr.ServiceMgr attribute) cnn_1 (dgbpy.torch_classes.dGBLeNet attribute) cnn_2 (dgbpy.torch_classes.dGBLeNet attribute) cnn_3 (dgbpy.torch_classes.dGBLeNet attribute) cnn_4 (dgbpy.torch_classes.dGBLeNet attribute) cnn_5 (dgbpy.torch_classes.dGBLeNet attribute) cnn_layers (dgbpy.torch_classes.Net attribute) collectdictstr (in module dgbpy.keystr) column() (in module dgbpy.bokehcore) compile_model() (in module dgbpy.mlmodel_keras_dGB) componentdictstr (in module dgbpy.keystr) compute_capability_from_device_desc() (in module dgbpy.dgbkeras) compute_loss_func() (dgbpy.torch_classes.Trainer method) computeChunkedScaler_() (in module dgbpy.mlapply) computeScaler() (in module dgbpy.mlapply) computeScaler_() (in module dgbpy.mlapply) concat (dgbpy.torch_classes.UpBlock attribute) Concatenate (class in dgbpy.torch_classes) confdictstr (in module dgbpy.keystr) confvalstr (in module dgbpy.keystr) contentvalstr (in module dgbpy.keystr)

Continuous (dgbpy.keras_classes.DataPredType attribute) (dgbpy.torch_classes.DataPredType attribute) (dgbpy.zipmodelbase.PredType attribute) continuousvalstr (in module dgbpy.keystr) conv0 (dgbpy.torch_classes.UpBlock attribute) conv1 (dgbpy.torch_classes.dGBUNet attribute) (dgbpy.torch_classes.DownBlock attribute) (dgbpy.torch_classes.ResidualBlock attribute) (dgbpy.torch_classes.UpBlock attribute) conv1_1 (dgbpy.torch_classes.UNet_VGG19 attribute) conv1_2 (dgbpy.torch_classes.UNet_VGG19 attribute) conv2 (dgbpy.torch_classes.dGBUNet attribute) (dgbpy.torch_classes.DownBlock attribute) (dgbpy.torch_classes.ResidualBlock attribute) (dgbpy.torch_classes.UpBlock attribute) conv2_1 (dgbpy.torch_classes.UNet_VGG19 attribute) conv2_2 (dgbpy.torch_classes.UNet_VGG19 attribute) conv3 (dgbpy.torch_classes.dGBUNet attribute) conv3_1 (dgbpy.torch_classes.UNet_VGG19 attribute) conv3_2 (dgbpy.torch_classes.UNet_VGG19 attribute) conv3_3 (dgbpy.torch_classes.UNet_VGG19 attribute) conv4 (dgbpy.torch_classes.dGBUNet attribute) conv4_1 (dgbpy.torch_classes.UNet_VGG19 attribute) conv4_2 (dgbpy.torch_classes.UNet_VGG19 attribute) conv4_3 (dgbpy.torch_classes.UNet_VGG19 attribute) conv5_1 (dgbpy.torch_classes.UNet_VGG19 attribute) conv5_2 (dgbpy.torch_classes.UNet_VGG19 attribute) conv6_1 (dgbpy.torch_classes.UNet_VGG19 attribute) conv6_2 (dgbpy.torch_classes.UNet_VGG19 attribute) conv7_1 (dgbpy.torch_classes.UNet_VGG19 attribute) conv7_2 (dgbpy.torch_classes.UNet_VGG19 attribute) conv8 (dgbpy.torch_classes.UNet_VGG19 attribute) conv_final (dgbpy.torch_classes.UNet attribute) conv_layer() (in module dgbpy.torch_classes) conv_mode (dgbpy.torch_classes.UNet attribute) conv_transpose_layer() (in module dgbpy.torch_classes) convert_to_torch() (dgbpy.torch_classes.OnnxTorchModel method) copy_config() (dgbpy.transforms.TransformCompose method) create_copy (dgbpy.transforms.TransformCompose attribute) create_request() (in module dgbpy.deeplearning_apply-client) create_resnet_block() (in module dgbpy.torch_classes) create_response() (dgbpy.deeplearning_apply_serverlib.Message method) createAdvanedUiLeftPane() (in module dgbpy.uikeras) (in module dgbpy.uitorch) createAdvanedUiRightPane() (in module dgbpy.uikeras) (in module dgbpy.uitorch) createS3PathList() (in module dgbpy.dgb_boto) criteriondictstr (in module dgbpy.keystr) cross_entropy_balanced() (in module dgbpy.mlmodel_keras_dGB) crosslinestr (in module dgbpy.keystr) cudacores (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch) current_file_index (dgbpy.dgb_boto.S3Progress attribute) current_step_ (dgbpy.uibokeh.ProgBar attribute) current_value_ (dgbpy.uibokeh.ProgBar attribute)

D

D1 (dgbpy.keras_classes.DimType attribute) (dgbpy.torch_classes.DimType attribute) D2 (dgbpy.keras_classes.DimType attribute) (dgbpy.torch_classes.DimType attribute) D3 (dgbpy.keras_classes.DimType attribute) (dgbpy.torch_classes.DimType attribute) data_format (dgbpy.dgbonnx.OnnxModel attribute) (dgbpy.zipmodelbase.ZipModelInfo attribute) dataformat() (in module dgbpy.keras_classes) (in module dgbpy.onnx_classes) DataGenerator() (in module dgbpy.dgbtorch) datagrp (in module dgbpy.deeplearning_apply-client) (in module dgbpy.deeplearning_apply-server) (in module dgbpy.mlapplyrun) DataPredType (class in dgbpy.keras_classes) (class in dgbpy.torch_classes) DatasetApply (class in dgbpy.torch_classes) datasetCount() (in module dgbpy.mlio) datasetdictstr (in module dgbpy.keystr) dbInfoForModel() (in module dgbpy.mlio) dbkeydictstr (in module dgbpy.keystr) dblistall (in module dgbpy.mlio) debug_msg() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) debugstr (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) decimateCB() (in module dgbpy.uikeras) (in module dgbpy.uitorch) decimkeystr (in module dgbpy.keystr) Default (dgbpy.uibokeh.TrainStatus attribute) default_tools (dgbpy.uibokeh_well.LogTrack attribute) default_transforms (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch) defaultbut (in module dgbpy.uisklearn) defbatchstr (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch) DefineBokehArguments() (in module dgbpy.bokehserver) defsavetype (in module dgbpy.dgbkeras) (in module dgbpy.dgbscikit) (in module dgbpy.dgbtorch) defstoragetype (in module dgbpy.dgbkeras) (in module dgbpy.dgbscikit) (in module dgbpy.dgbtorch) depthRange() (dgbpy.uibokeh_well.Well method) device (in module dgbpy.dgbtorch) dGB_LeNet_Classifier (class in dgbpy.mlmodel_keras_dGB) (class in dgbpy.mlmodel_torch_dGB) dGB_LeNet_Regressor (class in dgbpy.mlmodel_keras_dGB) (class in dgbpy.mlmodel_torch_dGB) dGB_ResNet18 (class in dgbpy.mlmodel_torch_dGB) dGB_Simple_Net_Classifier (class in dgbpy.mlmodel_torch_dGB) dGB_Simple_Net_Regressor (class in dgbpy.mlmodel_torch_dGB) dGB_UnetReg (class in dgbpy.mlmodel_keras_dGB) (class in dgbpy.mlmodel_torch_dGB) dGB_UNetReg_VGG19 (class in dgbpy.mlmodel_keras_dGB) (class in dgbpy.mlmodel_torch_dGB) dGB_UnetSeg (class in dgbpy.mlmodel_keras_dGB) (class in dgbpy.mlmodel_torch_dGB) dGB_UNetSeg_VGG19 (class in dgbpy.mlmodel_keras_dGB) (class in dgbpy.mlmodel_torch_dGB) dGBLeNet (class in dgbpy.torch_classes) dGBLeNet() (in module dgbpy.mlmodel_keras_dGB) dgbpy module dgbpy.bokehcore module dgbpy.bokehserver module dgbpy.deeplearning_apply-client module dgbpy.deeplearning_apply-server module dgbpy.deeplearning_apply_clientlib module dgbpy.deeplearning_apply_serverlib module dgbpy.dgb_boto module dgbpy.dgb_dgbkeras2onnx module dgbpy.dgb_sklearn2onnx module dgbpy.dgbkeras module dgbpy.dgbonnx module dgbpy.dgbscikit module dgbpy.dgbtorch module

dgbpy.hdf5 module dgbpy.keras_classes module dgbpy.keras_fix module dgbpy.keystr module dgbpy.mlapply module dgbpy.mlapplyrun module dgbpy.mlio module dgbpy.mlmodel_keras_dGB module dgbpy.mlmodel_torch_dGB module dgbpy.onnx_classes module dgbpy.servicemgr module dgbpy.sklearn_classes module dgbpy.torch_classes module dgbpy.torch_modelinfo module dgbpy.transforms module dgbpy.uibokeh module dgbpy.uibokeh_well module dgbpy.uikeras module dgbpy.uisklearn module dgbpy.uitorch module dgbpy.zipmodelbase module dgbtrl (in module dgbpy.mlio) dGBUNet (class in dgbpy.torch_classes) dGBUNet() (in module dgbpy.mlmodel_keras_dGB) DiceLoss (class in dgbpy.dgbtorch) dict (in module dgbpy.mlapplyrun) dictAddIfNew() (in module dgbpy.hdf5) dim (dgbpy.torch_classes.DownBlock attribute) (dgbpy.torch_classes.UNet attribute) (dgbpy.torch_classes.UpBlock attribute) DimType (class in dgbpy.keras_classes) (class in dgbpy.torch_classes) dimtype (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetSeg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_ResNet18 attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetSeg_VGG19 attribute) disclaimerstr (in module dgbpy.keystr) display() (dgbpy.uibokeh_well.LogTrack method) Div (class in dgbpy.bokehcore) div (dgbpy.uibokeh.ProgBar attribute) divmod_r (dgbpy.transforms.TransformMultiplier attribute) do_begin_epoch() (dgbpy.torch_classes.Trainer method) do_label_transform (dgbpy.transforms.BaseTransform attribute) doApply() (in module dgbpy.mlapply) doApplyFromFile() (in module dgbpy.mlapply) doOutputScaling() (in module dgbpy.hdf5) doTrain() (in module dgbpy.mlapply) down_blocks (dgbpy.torch_classes.UNet attribute) DownBlock (class in dgbpy.torch_classes) download (dgbpy.dgb_boto.S3Progress attribute) download_from_s3() (in module dgbpy.dgb_boto) download_multiple_from_s3() (in module dgbpy.dgb_boto) doWork() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) dtypeconf (in module dgbpy.keystr) dtypepred (in module dgbpy.keystr) dtypeprob (in module dgbpy.keystr)

E

EarlyStoppingCallback (class in dgbpy.torch_classes) enable_shuffling() (dgbpy.keras_classes.TrainingSequence method) enableAugmentationCB() (in module dgbpy.uitorch) endBarUpdateCB() (in module dgbpy.uibokeh) ensembleChgCB() (in module dgbpy.uisklearn) ensembletypes (in module dgbpy.dgbscikit) epoch0endCB() (in module dgbpy.dgbkeras)

epochdrop (dgbpy.torch_classes.AdaptiveLR attribute) error() (dgbpy.dgb_dgbkeras2onnx.MyParser method) estimatedsizedictstr (in module dgbpy.keystr) eval() (dgbpy.torch_classes.OnnxTorchModel method) events (in module dgbpy.deeplearning_apply-client) ex_indata (in module dgbpy.dgb_dgbkeras2onnx) exampledictstr (in module dgbpy.keystr) ExitCommand

F

f1() (in module dgbpy.torch_classes) fail() (dgbpy.uibokeh.ProgBar method) Failed (dgbpy.uibokeh.TrainStatus attribute) fakeapply_ (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) fda() (in module dgbpy.dgbtorch) fields (dgbpy.uibokeh_well.GridPropertyWidget attribute) (dgbpy.uibokeh_well.LinePropertyWidget attribute) fig_ (dgbpy.uibokeh.ProgBar attribute) filedictstr (in module dgbpy.keystr) filenames (dgbpy.dgb_boto.S3Progress attribute) final (dgbpy.torch_classes.dGBLeNet attribute) final_conv (dgbpy.torch_classes.dGBUNet attribute) findModels() (dgbpy.keras_classes.UserModel static method) (dgbpy.torch_classes.TorchUserModel static method) findName() (dgbpy.keras_classes.UserModel static method) (dgbpy.torch_classes.TorchUserModel static method) finetune_faultnet() (in module dgbpy.dgbtorch) first_init() (dgbpy.uibokeh.ProgBar method) fit() (dgbpy.dgbscikit.RangedScaler method) (dgbpy.torch_classes.Trainer method)

fit_one_chunk() (dgbpy.torch_classes.Trainer method) fit_transform() (dgbpy.dgbscikit.RangedScaler method) flatModelApply() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) flatten() (in module dgbpy.torch_classes) flexshpdictstr (in module dgbpy.keystr) flexshpstr (in module dgbpy.keystr) Flip (class in dgbpy.transforms) FlipPolarity (class in dgbpy.transforms) foldstr (in module dgbpy.keystr) format_time() (in module dgbpy.keystr) forward() (dgbpy.dgbtorch.DiceLoss method) (dgbpy.torch_classes.Concatenate method) (dgbpy.torch_classes.dGBLeNet method) (dgbpy.torch_classes.dGBUNet method) (dgbpy.torch_classes.DownBlock method) (dgbpy.torch_classes.Net method) (dgbpy.torch_classes.ResidualBlock method) (dgbpy.torch_classes.UNet method) (dgbpy.torch_classes.UNet_VGG19 method) (dgbpy.torch_classes.UpBlock method)

G

GaussianNoise (class in dgbpy.transforms) geomiddictstr (in module dgbpy.keystr) get() (dgbpy.uibokeh.ProgBar method) get_activation() (in module dgbpy.torch_classes) get_batchsize() (dgbpy.dgbtorch.ChunkedDataLoader method) get_conv_layer() (in module dgbpy.torch_classes) get_cpu_preference() (in module dgbpy.dgbkeras) get_criterion() (in module dgbpy.dgbtorch) get_data() (dgbpy.keras_classes.TrainingSequence method) (dgbpy.torch_classes.TestDatasetClass method) (dgbpy.torch_classes.TrainDatasetClass method) get_data_format() (in module dgbpy.dgbkeras) get_device_type() (in module dgbpy.dgbtorch) get_dummy_input() (in module dgbpy.dgbtorch) get_keras_infos() (in module dgbpy.dgbkeras) get_lr() (dgbpy.torch_classes.AdaptiveLR method) get_maxpool_layer() (in module dgbpy.torch_classes) get_model_architecture() (in module dgbpy.dgbtorch) get_model_shape() (in module dgbpy.dgbkeras) (in module dgbpy.dgbonnx) (in module dgbpy.dgbtorch) get_normalization() (in module dgbpy.torch_classes) get_np_shape() (in module dgbpy.hdf5) get_output_shape() (in module dgbpy.dgbonnx) get_request_id() (in module dgbpy.bokehserver) get_s3_object_size() (in module dgbpy.dgb_boto) get_scaler_ui_option() (in module dgbpy.uitorch) get_torch_infos() (in module dgbpy.dgbtorch) get_up_layer() (in module dgbpy.torch_classes) get_validation_data() (in module dgbpy.dgbkeras) getAdaGrp() (in module dgbpy.uisklearn) getAdamOpt() (in module dgbpy.mlmodel_keras_dGB) getAdvancedUiPars() (in module dgbpy.uikeras) (in module dgbpy.uitorch) getAllUiFlds() (in module dgbpy.uibokeh) getApplyInfo() (in module dgbpy.mlio) getApplyInfoFromFile() (in module dgbpy.mlio) getApplyPars() (in module dgbpy.deeplearning_apply-client) getApplyTrace() (in module dgbpy.deeplearning_apply-client) getAttribInfo() (in module dgbpy.hdf5) getButton() (in module dgbpy.uibokeh) getChunks() (in module dgbpy.mlio) getClasses() (in module dgbpy.mlio) getClassIndices() (in module dgbpy.hdf5) getClassIndicesFromData() (in module dgbpy.hdf5) getClusterDistances() (in module dgbpy.dgbscikit) getClusterGrp() (in module dgbpy.uisklearn) getClusterParsKMeans() (in module dgbpy.dgbscikit) getClusterParsMeanShift() (in module dgbpy.dgbscikit) getClusterParsSpectral() (in module dgbpy.dgbscikit) getCrossValidationIndices() (in module dgbpy.mlio) getCubeLetNames() (in module dgbpy.hdf5) getCubeLetNamesByGroup() (in module dgbpy.hdf5) getCubeLetNamesByGroupByItem() (in module dgbpy.hdf5) getCubeLets() (in module dgbpy.hdf5) getCubeLets_img2img_multitarget() (in module dgbpy.hdf5) getCubeletShape() (in module dgbpy.dgbkeras) getDataLoader() (in module dgbpy.dgbtorch) getDataLoaders() (in module dgbpy.dgbtorch) getDatasetNms() (in module dgbpy.mlio) getDatasetPars() (in module dgbpy.dgbtorch) getDatasets() (in module dgbpy.hdf5) getDatasets_() (in module dgbpy.hdf5) getDatasetsByGroup() (in module dgbpy.mlio) getDefaultAugmentation() (in module dgbpy.keystr) getDefaultModel() (in module dgbpy.dgbkeras) (in module dgbpy.dgbscikit) (in module dgbpy.dgbtorch) getDefaultNNKernel() (in module dgbpy.dgbscikit) getDefaultSolver() (in module dgbpy.dgbscikit) getDefaultTensorBoard() (in module dgbpy.keystr) getDevicesInfo() (in module dgbpy.dgbkeras) getEnsembleGrp() (in module dgbpy.uisklearn) getEnsembleParsAda() (in module dgbpy.dgbscikit) getEnsembleParsGB() (in module dgbpy.dgbscikit) getEnsembleParsRF() (in module dgbpy.dgbscikit) getEnsembleParsXGDT() (in module dgbpy.dgbscikit) getEnsembleParsXGRF() (in module dgbpy.dgbscikit) getFilenamesFromPath() (in module dgbpy.dgb_boto) getFilesInS3Folder() (in module dgbpy.dgb_boto) getGBGrp() (in module dgbpy.uisklearn) getGroup() (in module dgbpy.uibokeh) getGroupSize() (in module dgbpy.hdf5) getHdf5File() (in module dgbpy.dgb_boto) getInfo() (in module dgbpy.hdf5) (in module dgbpy.mlio) getInputList() (in module dgbpy.mlapply) getKMeansGrp() (in module dgbpy.uisklearn) getLinearGrp() (in module dgbpy.uisklearn) getLinearPars() (in module dgbpy.dgbscikit) getLocalDownloadPath() (in module dgbpy.dgb_boto) getLog() (dgbpy.uibokeh_well.Well method) getLogDir() (in module dgbpy.hdf5) getLogGrp() (in module dgbpy.uisklearn) getLogIdxStr() (dgbpy.uibokeh_well.Well method) getLogLimits() (dgbpy.uibokeh_well.Well method) getLogNames() (dgbpy.uibokeh_well.Well method) getLogPars() (in module dgbpy.dgbscikit) getLogs() (dgbpy.uibokeh_well.Well method) getMainOutputs() (in module dgbpy.hdf5) getMarkers() (dgbpy.uibokeh_well.Well method) getMeanShiftGrp() (in module dgbpy.uisklearn) getMLPlatform() (in module dgbpy.dgbkeras) (in module dgbpy.dgbscikit) (in module dgbpy.dgbtorch)

getModel() (in module dgbpy.mlio) getModelDims() (in module dgbpy.dgbkeras) (in module dgbpy.dgbonnx) (in module dgbpy.dgbtorch) getModelsByInfo() (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch) getModelsByType() (dgbpy.keras_classes.UserModel static method) (dgbpy.torch_classes.TorchUserModel static method) (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch) getModelType() (in module dgbpy.mlio) getNameFromList() (in module dgbpy.keystr) getNameFromUiName() (in module dgbpy.keystr) getNames() (in module dgbpy.keystr) getNamesByType() (dgbpy.keras_classes.UserModel static method) (dgbpy.torch_classes.TorchUserModel static method) getNewMinMaxScaler (dgbpy.transforms.MinMaxScaler attribute) (dgbpy.transforms.Normalization attribute) getNewMinMaxScaler() (in module dgbpy.dgbscikit) getNewRangeScaler (dgbpy.transforms.RangeScaler attribute) getNewRangeScaler() (in module dgbpy.dgbscikit) getNewScaler() (in module dgbpy.dgbscikit) (in module dgbpy.mlapply) getNNGrp() (in module dgbpy.uisklearn) getNNPars() (in module dgbpy.dgbscikit) getNrAttribs() (in module dgbpy.hdf5) getNrClasses() (in module dgbpy.hdf5) getNrGroupInputs() (in module dgbpy.hdf5) getNrOutputs() (in module dgbpy.hdf5) getOutdType() (in module dgbpy.hdf5) getOutputNames() (in module dgbpy.hdf5) getOutputs() (in module dgbpy.hdf5) getParams() (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch) getPauseResumeButton() (in module dgbpy.uibokeh) getPbar() (in module dgbpy.uibokeh) getPlatformNm() (in module dgbpy.uikeras) (in module dgbpy.uisklearn) (in module dgbpy.uitorch) getProgMsg() (in module dgbpy.uibokeh) getProgValue() (in module dgbpy.uibokeh) getRFGrp() (in module dgbpy.uisklearn) getRunButtonsBar() (in module dgbpy.uibokeh) getRunStopButton() (in module dgbpy.uibokeh) getS3ObjectLastModifiedDateTime() (in module dgbpy.dgb_boto) getSaveLoc() (in module dgbpy.mlio) getSaveTypes() (in module dgbpy.uitorch) getScaledTrainingData() (in module dgbpy.mlapply) getScaledTrainingDataByInfo() (in module dgbpy.mlapply) getScaler (dgbpy.transforms.StandardScaler attribute) getScaler() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) (in module dgbpy.dgbscikit) (in module dgbpy.mlapply) getScalerStr() (in module dgbpy.hdf5) getSeed() (in module dgbpy.hdf5) getSizeStr() (in module dgbpy.uikeras) (in module dgbpy.uitorch) getSomeDatasets() (in module dgbpy.mlio) getSpectralGrp() (in module dgbpy.uisklearn) getSVMGrp() (in module dgbpy.uisklearn) getSVMPars() (in module dgbpy.dgbscikit) getTextPayload() (dgbpy.servicemgr.Packet method) getTotalSize() (in module dgbpy.hdf5) getTrack() (dgbpy.uibokeh_well.Well method) getTrainingConfig() (in module dgbpy.hdf5) getTrainingData() (in module dgbpy.mlio) getTrainingDataByInfo() (in module dgbpy.mlio) getUiClusterMethods() (in module dgbpy.dgbscikit) getUiClusterPars() (in module dgbpy.uisklearn) getUiClusterTypes() (in module dgbpy.dgbscikit) getUiEnsembleTypes() (in module dgbpy.dgbscikit) getUiLinearTypes() (in module dgbpy.dgbscikit) getUiLogTypes() (in module dgbpy.dgbscikit) getUIMLPlatform() (in module dgbpy.dgbkeras) (in module dgbpy.dgbscikit) getUiModelTypes() (in module dgbpy.dgbscikit) (in module dgbpy.uikeras) (in module dgbpy.uitorch) getUiNNKernelTypes() (in module dgbpy.dgbscikit) getUiNNTypes() (in module dgbpy.dgbscikit) getUiParams() (in module dgbpy.uikeras) (in module dgbpy.uisklearn) (in module dgbpy.uitorch) getUiParamsClustering() (in module dgbpy.uisklearn) getUiPars() (in module dgbpy.uikeras) (in module dgbpy.uisklearn) (in module dgbpy.uitorch) getUiScaler() (in module dgbpy.uikeras) (in module dgbpy.uitorch) getUiSolverTypes() (in module dgbpy.dgbscikit) getUiSVMTypes() (in module dgbpy.dgbscikit) getUiTransforms() (in module dgbpy.uikeras) (in module dgbpy.uitorch) getWellInfo() (in module dgbpy.hdf5) getXGDTGrp() (in module dgbpy.uisklearn) getXGRFGrp() (in module dgbpy.uisklearn) GlobalScaler (dgbpy.hdf5.Scaler attribute) GlobalStd (dgbpy.zipmodelbase.ScalingType attribute) globalstdtypestr (in module dgbpy.keystr) go_lbl (in module dgbpy.uibokeh) gradScaler (dgbpy.torch_classes.Trainer attribute) GridPropertyWidget (class in dgbpy.uibokeh_well)

H

handle_stream() (dgbpy.servicemgr.ServiceMgr method) handleS3FileLoading() (in module dgbpy.dgb_boto) handleS3FileSaving() (in module dgbpy.dgb_boto) hasboto3() (in module dgbpy.hdf5) hasCuda() (in module dgbpy.dgbtorch) hasFastprogress() (in module dgbpy.dgbkeras) (in module dgbpy.torch_classes) hasKeras() (in module dgbpy.dgbkeras) hasModel() (dgbpy.deeplearning_apply_serverlib.ModelApplier method)

hasMPS() (in module dgbpy.dgbtorch) hasOpenCV() (in module dgbpy.transforms) hasScaler() (in module dgbpy.mlio) hasScikit() (in module dgbpy.dgbscikit) hasTorch() (in module dgbpy.dgbtorch) hasUnlabeled() (in module dgbpy.hdf5) hasValidCubeletShape() (in module dgbpy.dgbkeras) hasXGBoost() (in module dgbpy.dgbscikit) HDF5 (dgbpy.dgbkeras.SaveType attribute) hdf5ext (in module dgbpy.hdf5)

I

iddictstr (in module dgbpy.keystr) ignore_index (dgbpy.dgbtorch.DiceLoss attribute) ignore_index() (in module dgbpy.torch_classes) im_ch (dgbpy.torch_classes.DatasetApply attribute) Image (dgbpy.keras_classes.OutputType attribute) (dgbpy.torch_classes.OutputType attribute) imgdp (dgbpy.torch_classes.TestDatasetClass attribute) (dgbpy.torch_classes.TrainDatasetClass attribute) in_channels (dgbpy.torch_classes.DownBlock attribute) (dgbpy.torch_classes.UNet attribute) (dgbpy.torch_classes.UpBlock attribute) info (dgbpy.torch_classes.Trainer attribute) (dgbpy.transforms.TransformCompose attribute) (in module dgbpy.dgb_dgbkeras2onnx) (in module dgbpy.uikeras) (in module dgbpy.uisklearn) (in module dgbpy.uitorch) info() (dgbpy.zipmodelbase.ZipModelInfo method) (dgbpy.zipmodelbase.ZipPredictModel class method) info_ (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) infodictstr (in module dgbpy.keystr) init_callbacks() (dgbpy.torch_classes.Trainer method) (in module dgbpy.dgbkeras) initial_lrate (dgbpy.torch_classes.AdaptiveLR attribute) initial_type (in module dgbpy.dgb_sklearn2onnx) initialize_parameters() (dgbpy.torch_classes.UNet method) initialize_weights() (dgbpy.torch_classes.ResidualBlock method) inlinestr (in module dgbpy.keystr) inpdata (in module dgbpy.deeplearning_apply-client), [1], [2] inpscaleclipstr (in module dgbpy.keystr) inpscalingdictstr (in module dgbpy.keystr) inpscalingvalsdictstr (in module dgbpy.keystr) inpshapedictstr (in module dgbpy.keystr) inpshapestr (in module dgbpy.keystr) input_names (dgbpy.zipmodelbase.ZipModelInfo attribute) input_shape (dgbpy.zipmodelbase.ZipModelInfo attribute) input_shape() (dgbpy.dgbonnx.OnnxModel method) inputCount() (in module dgbpy.mlapply) inputCount_() (in module dgbpy.mlapply) inputCountList() (in module dgbpy.mlapply) inputdictstr (in module dgbpy.keystr) integerListContains() (in module dgbpy.uibokeh)

interpoldictstr (in module dgbpy.keystr) InvalidS3Exception ioloop (dgbpy.servicemgr.Message attribute) is_gpu_ready() (in module dgbpy.dgbkeras) is_mixed_precision_compatible() (in module dgbpy.dgbkeras) is_valid() (dgbpy.keras_classes.DimType class method) (dgbpy.torch_classes.DimType class method) is_version_3() (in module dgbpy.bokehcore) isAborted() (in module dgbpy.uibokeh) isclassification (dgbpy.torch_classes.DatasetApply attribute) isClassification() (in module dgbpy.hdf5) isClassifier() (dgbpy.keras_classes.UserModel static method) (dgbpy.torch_classes.TorchUserModel static method) isClustering() (in module dgbpy.dgbscikit) isCrossVal (dgbpy.dgbkeras.BokehProgressCallback attribute) isCrossValidation() (in module dgbpy.hdf5) isDefaultScaler() (in module dgbpy.hdf5) isImg2Img() (dgbpy.keras_classes.UserModel static method) (dgbpy.torch_classes.TorchUserModel static method) (in module dgbpy.hdf5) isLogInput() (in module dgbpy.hdf5) isLogOutput() (in module dgbpy.hdf5) isModel() (in module dgbpy.hdf5) isMultiLabelRegression() (in module dgbpy.hdf5) isOutType() (dgbpy.keras_classes.UserModel static method) (dgbpy.torch_classes.TorchUserModel static method) isPredType() (dgbpy.keras_classes.UserModel static method) (dgbpy.torch_classes.TorchUserModel static method) isReady() (in module dgbpy.uibokeh) isRegression() (in module dgbpy.hdf5) isRegressor() (dgbpy.keras_classes.UserModel static method) (dgbpy.torch_classes.TorchUserModel static method) isRunning() (in module dgbpy.uibokeh) isS3Uri() (in module dgbpy.hdf5) isSegmentation() (in module dgbpy.hdf5) isSeisClass() (in module dgbpy.hdf5) isSelected() (in module dgbpy.uikeras) (in module dgbpy.uitorch) isSupervised() (in module dgbpy.deeplearning_apply-client) isV3 (dgbpy.bokehcore.Div attribute) isVersionAtLeast() (in module dgbpy.dgbscikit) isZipModel() (in module dgbpy.hdf5)

J

jaccard() (in module dgbpy.torch_classes) Joblib (dgbpy.dgbtorch.SaveType attribute)

jsonheader (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) (dgbpy.servicemgr.Packet attribute)

K

Keras (dgbpy.zipmodelbase.PlatformType attribute) keras_dict (in module dgbpy.dgbkeras) keras_infos (in module dgbpy.dgbkeras)

kerasplfnm (in module dgbpy.keystr) kernelChgCB() (in module dgbpy.uisklearn) kerneltypes (in module dgbpy.dgbscikit)

L

lastidy (in module dgbpy.deeplearning_apply-client) lastmessage (dgbpy.deeplearning_apply_serverlib.Message attribute) layer1ChgCB() (in module dgbpy.uisklearn) layer2ChgCB() (in module dgbpy.uisklearn) layer3ChgCB() (in module dgbpy.uisklearn) layer4ChgCB() (in module dgbpy.uisklearn) layout (dgbpy.uibokeh_well.GridPropertyWidget attribute) (dgbpy.uibokeh_well.LinePropertyWidget attribute) le_gr() (dgbpy.torch_classes.EarlyStoppingCallback method) learn_type (dgbpy.zipmodelbase.ZipModelInfo attribute) LearnType (class in dgbpy.zipmodelbase) learntypedictstr (in module dgbpy.keystr) limits (dgbpy.uibokeh_well.Well attribute) linear (dgbpy.torch_classes.dGBLeNet attribute) linear_layers (dgbpy.torch_classes.Net attribute) lineartypes (in module dgbpy.dgbscikit) linedash2str() (dgbpy.uibokeh_well.LogTrack method) LinePropertyWidget (class in dgbpy.uibokeh_well) linkernel (in module dgbpy.dgbscikit) listify() (in module dgbpy.keystr) load() (in module dgbpy.dgbkeras) (in module dgbpy.dgbonnx) (in module dgbpy.dgbscikit) (in module dgbpy.dgbtorch) (in module dgbpy.zipmodelbase) load_torchscript_model() (in module dgbpy.dgbtorch) LOCAL (dgbpy.hdf5.StorageType attribute) local (in module dgbpy.deeplearning_apply-client) (in module dgbpy.deeplearning_apply-server)

LocalMinMax (dgbpy.zipmodelbase.ScalingType attribute) LocalNormalized (dgbpy.zipmodelbase.ScalingType attribute) LocalStd (dgbpy.zipmodelbase.ScalingType attribute) localstdtypestr (in module dgbpy.keystr) locationdictstr (in module dgbpy.keystr) lock (dgbpy.dgb_boto.S3Progress attribute) log_fields (dgbpy.uibokeh_well.LogTrack attribute) log_props (dgbpy.uibokeh_well.LogTrack attribute) logcache (dgbpy.uibokeh_well.Well attribute) LogCluster (dgbpy.zipmodelbase.LearnType attribute) logclustertypestr (in module dgbpy.keystr) logdata (dgbpy.uibokeh_well.Well attribute) logdataview (dgbpy.uibokeh_well.Well attribute) logdataviewidx (dgbpy.uibokeh_well.Well attribute) logdictstr (in module dgbpy.keystr) logger (dgbpy.dgbkeras.LogNrOfSamplesCallback attribute) loggrp (in module dgbpy.deeplearning_apply-client) (in module dgbpy.deeplearning_apply-server) (in module dgbpy.mlapplyrun) logistictypes (in module dgbpy.dgbscikit) LogLogPred (dgbpy.zipmodelbase.LearnType attribute) loglogtypestr (in module dgbpy.keystr) LogNrOfSamplesCallback (class in dgbpy.dgbkeras) (class in dgbpy.torch_classes) LogTrack (class in dgbpy.uibokeh_well) LogTrackMgr (class in dgbpy.uibokeh_well) LRSchedulerCallback (class in dgbpy.torch_classes) lsock (in module dgbpy.deeplearning_apply-server)

M

mae() (in module dgbpy.torch_classes) main() (in module dgbpy.bokehserver) markers (dgbpy.uibokeh_well.Well attribute) matchdictstr (in module dgbpy.keystr) matchstr (in module dgbpy.keystr) maxpool_layer() (in module dgbpy.torch_classes) maxstr (in module dgbpy.keystr) Message (class in dgbpy.deeplearning_apply_clientlib) (class in dgbpy.deeplearning_apply_serverlib) (class in dgbpy.servicemgr) message (dgbpy.uibokeh.S3ProgressUI attribute) (dgbpy.uibokeh.TrainStatusUI attribute) metadata (dgbpy.dgbonnx.OnnxModel attribute) metrics (dgbpy.torch_classes.AvgStats attribute) mi (in module dgbpy.dgb_sklearn2onnx) MinMaxScaler (class in dgbpy.transforms) (dgbpy.hdf5.Scaler attribute) minmaxtypestr (in module dgbpy.keystr) minstr (in module dgbpy.keystr) mlinpgrp (in module dgbpy.mlio) mlmodels (dgbpy.keras_classes.UserModel attribute) (dgbpy.torch_classes.TorchUserModel attribute) mlsoftkey (in module dgbpy.keystr) mltrlgrp (in module dgbpy.mlio) model() (dgbpy.keras_classes.UserModel method) (dgbpy.torch_classes.TorchUserModel method) model_ (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) model_info() (in module dgbpy.keras_classes) (in module dgbpy.onnx_classes) (in module dgbpy.sklearn_classes) (in module dgbpy.torch_modelinfo) model_info_dict() (in module dgbpy.keras_classes) (in module dgbpy.onnx_classes) (in module dgbpy.sklearn_classes) (in module dgbpy.torch_modelinfo) ModelApplier (class in dgbpy.deeplearning_apply_serverlib) modelChgCB() (in module dgbpy.uisklearn) modelfnm (in module dgbpy.deeplearning_apply-client) modelIdxStr() (in module dgbpy.hdf5) modelinfo (dgbpy.zipmodelbase.ZipPredictModel attribute) modelNameExists() (in module dgbpy.mlio) modelNameIsFree() (in module dgbpy.mlio) modelnm (in module dgbpy.keystr) modelnmstr (in module dgbpy.keystr) modeloutstr (in module dgbpy.hdf5)

module dgbpy dgbpy.bokehcore dgbpy.bokehserver dgbpy.deeplearning_apply-client dgbpy.deeplearning_apply-server dgbpy.deeplearning_apply_clientlib dgbpy.deeplearning_apply_serverlib dgbpy.dgb_boto dgbpy.dgb_dgbkeras2onnx dgbpy.dgb_sklearn2onnx dgbpy.dgbkeras dgbpy.dgbonnx dgbpy.dgbscikit dgbpy.dgbtorch dgbpy.hdf5 dgbpy.keras_classes dgbpy.keras_fix dgbpy.keystr dgbpy.mlapply dgbpy.mlapplyrun dgbpy.mlio dgbpy.mlmodel_keras_dGB dgbpy.mlmodel_torch_dGB dgbpy.onnx_classes dgbpy.servicemgr dgbpy.sklearn_classes dgbpy.torch_classes dgbpy.torch_modelinfo dgbpy.transforms dgbpy.uibokeh dgbpy.uibokeh_well dgbpy.uikeras dgbpy.uisklearn dgbpy.uitorch dgbpy.zipmodelbase mse_criterion (in module dgbpy.dgbscikit) mult_count (dgbpy.transforms.Flip attribute) multiplier (dgbpy.transforms.Flip attribute) (dgbpy.transforms.FlipPolarity attribute) (dgbpy.transforms.GaussianNoise attribute) (dgbpy.transforms.Rotate attribute) (dgbpy.transforms.ScaleTransform attribute) (dgbpy.transforms.TransformCompose attribute) (dgbpy.transforms.Translate attribute) MyParser (class in dgbpy.dgb_dgbkeras2onnx)

N

n_blocks (dgbpy.torch_classes.UNet attribute) n_cpu (in module dgbpy.dgbscikit) name (dgbpy.dgbonnx.OnnxModel attribute) (dgbpy.sklearn_classes.OnnxScikitModel attribute) (dgbpy.torch_classes.Callback property) namedictstr (in module dgbpy.keystr) ndim (dgbpy.torch_classes.dGBUNet attribute) ndims (dgbpy.keras_classes.TrainingSequence attribute) (dgbpy.torch_classes.DatasetApply attribute) (dgbpy.torch_classes.ResidualBlock attribute) (dgbpy.transforms.TransformCompose attribute) (dgbpy.transforms.Translate attribute) ndimstr (in module dgbpy.keystr) need_channels_last() (in module dgbpy.dgbkeras) needtranspose_ (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) Net (class in dgbpy.torch_classes) netgrp (in module dgbpy.deeplearning_apply-client) (in module dgbpy.deeplearning_apply-server) nfeatures (in module dgbpy.dgb_sklearn2onnx) nladbdirid (in module dgbpy.mlio) nntypes (in module dgbpy.dgbscikit) Normalization (class in dgbpy.transforms) (dgbpy.hdf5.Scaler attribute)

normalization (dgbpy.torch_classes.DownBlock attribute) (dgbpy.torch_classes.UNet attribute) (dgbpy.torch_classes.UpBlock attribute) normalize_class_vector() (in module dgbpy.mlio) normalizetypestr (in module dgbpy.keystr) nrattribs (in module dgbpy.deeplearning_apply-client) nrlines_in (in module dgbpy.deeplearning_apply-client) nrlines_out (in module dgbpy.deeplearning_apply-client) nroutdictstr (in module dgbpy.keystr) nrrepeats (in module dgbpy.deeplearning_apply-client) nrtrcs (in module dgbpy.deeplearning_apply-client) nrtrcs_in (in module dgbpy.deeplearning_apply-client) nrtrcs_out (in module dgbpy.deeplearning_apply-client) nrz_in (in module dgbpy.deeplearning_apply-client) nrz_out (in module dgbpy.deeplearning_apply-client) ntest (in module dgbpy.dgb_sklearn2onnx) num_files (dgbpy.dgb_boto.S3Progress attribute) num_inputs() (dgbpy.dgbonnx.OnnxModel method) Numpy2tensor() (in module dgbpy.torch_classes) numpyApply() (in module dgbpy.mlapply) numpyvalstr (in module dgbpy.keystr)

O

odappl (in module dgbpy.mlapplyrun) odsetBoolValue() (in module dgbpy.hdf5) on_epoch_begin() (dgbpy.dgbkeras.BokehProgressCallback method) (dgbpy.dgbkeras.ProgressBarCallback method) (dgbpy.dgbkeras.ProgressNoBarCallback method) (dgbpy.dgbkeras.TransformCallback method) on_epoch_end() (dgbpy.dgbkeras.BokehProgressCallback method) (dgbpy.dgbkeras.ProgressBarCallback method) (dgbpy.dgbkeras.ProgressNoBarCallback method) (dgbpy.keras_classes.TrainingSequence method) on_test_batch_begin() (dgbpy.dgbkeras.BokehProgressCallback method) on_test_batch_end() (dgbpy.dgbkeras.BokehProgressCallback method) (dgbpy.dgbkeras.ProgressBarCallback method) on_test_begin() (dgbpy.dgbkeras.ProgressBarCallback method) on_train_batch_begin() (dgbpy.dgbkeras.BokehProgressCallback method) on_train_batch_end() (dgbpy.dgbkeras.BokehProgressCallback method) (dgbpy.dgbkeras.ProgressBarCallback method) on_train_begin() (dgbpy.dgbkeras.BokehProgressCallback method) (dgbpy.dgbkeras.LogNrOfSamplesCallback method) (dgbpy.dgbkeras.ProgressBarCallback method) (dgbpy.dgbkeras.ProgressNoBarCallback method) on_train_begin_chunk() (dgbpy.dgbkeras.BokehProgressCallback method) on_train_begin_fold() (dgbpy.dgbkeras.BokehProgressCallback method) (dgbpy.dgbkeras.LogNrOfSamplesCallback method) on_train_end() (dgbpy.dgbkeras.ProgressBarCallback method) one_batch() (dgbpy.torch_classes.Trainer method) Onnx (dgbpy.dgbtorch.SaveType attribute) (dgbpy.zipmodelbase.PlatformType attribute) onnx_from_sklearn() (in module dgbpy.dgbscikit) onnx_mdl (dgbpy.dgbonnx.OnnxModel attribute) onnx_predict (in module dgbpy.dgb_sklearn2onnx) onnxcpustr (in module dgbpy.keystr)

onnxcudastr (in module dgbpy.keystr) OnnxModel (class in dgbpy.dgbonnx) onnxplfnm (in module dgbpy.keystr) OnnxScikitModel (class in dgbpy.sklearn_classes) OnnxTorchModel (class in dgbpy.torch_classes) onx (in module dgbpy.dgb_sklearn2onnx) out_channels (dgbpy.torch_classes.DownBlock attribute) (dgbpy.torch_classes.UNet attribute) (dgbpy.torch_classes.UpBlock attribute) output_classes (dgbpy.torch_classes.dGBLeNet attribute) (dgbpy.torch_classes.Net attribute) output_names (dgbpy.zipmodelbase.ZipModelInfo attribute) output_shape (dgbpy.zipmodelbase.ZipModelInfo attribute) OutputType (class in dgbpy.keras_classes) (class in dgbpy.torch_classes) outputunscaledictstr (in module dgbpy.keystr) outshapedictstr (in module dgbpy.keystr) outshapestr (in module dgbpy.keystr) outtype (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetSeg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_ResNet18 attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetSeg_VGG19 attribute)

P

p (dgbpy.transforms.BaseTransform attribute) (dgbpy.transforms.Flip attribute) (dgbpy.transforms.FlipPolarity attribute) (dgbpy.transforms.GaussianNoise attribute) (dgbpy.transforms.Rotate attribute) (dgbpy.transforms.Translate attribute) Packet (class in dgbpy.servicemgr) packet (dgbpy.servicemgr.Packet attribute) panel() (dgbpy.uibokeh.ProgBar method) parent (dgbpy.uibokeh.ProgBar attribute) parent_bar (in module dgbpy.uibokeh) parent_proc_checker (in module dgbpy.bokehserver) parentproc (in module dgbpy.deeplearning_apply-server) pars (in module dgbpy.deeplearning_apply-client) pars_ (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) parseAddress() (dgbpy.servicemgr.Message method) parser (in module dgbpy.deeplearning_apply-client) (in module dgbpy.deeplearning_apply-server) (in module dgbpy.dgb_dgbkeras2onnx) (in module dgbpy.dgb_sklearn2onnx) (in module dgbpy.mlapplyrun) parseS3Uri() (in module dgbpy.dgb_boto) passModuleCheck() (dgbpy.transforms.TransformCompose method) pathdictstr (in module dgbpy.keystr) patience (dgbpy.torch_classes.EarlyStoppingCallback attribute) patience_cnt (dgbpy.torch_classes.EarlyStoppingCallback attribute) pause_lbl (in module dgbpy.uibokeh) pauseResumeCB() (in module dgbpy.uibokeh) percent (dgbpy.transforms.Translate attribute) percentage() (in module dgbpy.uibokeh) Pickle (dgbpy.dgbtorch.SaveType attribute) Pixel (dgbpy.keras_classes.OutputType attribute) (dgbpy.torch_classes.OutputType attribute) platform (dgbpy.zipmodelbase.ZipModelInfo attribute) (in module dgbpy.dgbkeras) (in module dgbpy.dgbscikit) (in module dgbpy.dgbtorch) PlatformType (class in dgbpy.zipmodelbase) plfdictstr (in module dgbpy.keystr) plot() (in module dgbpy.dgbkeras) pool (dgbpy.torch_classes.DownBlock attribute) pool1 (dgbpy.torch_classes.UNet_VGG19 attribute) pool2 (dgbpy.torch_classes.UNet_VGG19 attribute) pool3 (dgbpy.torch_classes.UNet_VGG19 attribute) pooling (dgbpy.torch_classes.DownBlock attribute)

postprocess() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) ppid (in module dgbpy.deeplearning_apply-server) pred_onx (in module dgbpy.dgb_sklearn2onnx) pred_type (dgbpy.zipmodelbase.ZipModelInfo attribute) preddictstr (in module dgbpy.keystr) predict() (dgbpy.sklearn_classes.OnnxScikitModel method) (dgbpy.zipmodelbase.ZipPredictModel method) predict_proba() (dgbpy.sklearn_classes.OnnxScikitModel method) PredType (class in dgbpy.zipmodelbase) predtype (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetSeg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_ResNet18 attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetSeg_VGG19 attribute) (dgbpy.torch_classes.UNet_VGG19 attribute) prefercpustr (in module dgbpy.keystr) preprocess() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) probadictstr (in module dgbpy.keystr) process_events() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) process_jsonheader() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) process_map (dgbpy.transforms.TransformMultiplier attribute) process_odheader() (dgbpy.deeplearning_apply_serverlib.Message method) process_protoheader() (dgbpy.deeplearning_apply_clientlib.Message method) process_repr (dgbpy.dgb_boto.S3Progress attribute) process_request() (dgbpy.deeplearning_apply_serverlib.Message method) process_response() (dgbpy.deeplearning_apply_clientlib.Message method) ProcMonitor (class in dgbpy.bokehserver) ProgBar (class in dgbpy.uibokeh) ProgressBarCallback (class in dgbpy.dgbkeras) (class in dgbpy.torch_classes) ProgressNoBarCallback (class in dgbpy.dgbkeras) ProgState (class in dgbpy.uibokeh) PyTorch (dgbpy.zipmodelbase.PlatformType attribute)

Q

queue_request() (dgbpy.deeplearning_apply_clientlib.Message method)

R

rangedictstr (in module dgbpy.keystr) RangedScaler (class in dgbpy.dgbscikit) RangeScaler (class in dgbpy.transforms) RangeStd (dgbpy.zipmodelbase.ScalingType attribute) rangestdtypestr (in module dgbpy.keystr) read() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method) Ready (dgbpy.uibokeh.ProgState attribute) reformat() (in module dgbpy.mlapply) reformat_str() (in module dgbpy.torch_classes) regmltypes (in module dgbpy.dgbscikit) relu (dgbpy.torch_classes.ResidualBlock attribute) (dgbpy.torch_classes.UNet_VGG19 attribute) remove_cbs() (dgbpy.torch_classes.Trainer method) req_connection() (in module dgbpy.deeplearning_apply-client) request (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute)

res_keras (in module dgbpy.dgb_dgbkeras2onnx) res_onnx (in module dgbpy.dgb_dgbkeras2onnx) reset() (dgbpy.torch_classes.AvgStats method) (dgbpy.uibokeh.ProgBar method) ResidualBlock (class in dgbpy.torch_classes) ResNet18() (in module dgbpy.mlmodel_torch_dGB) response (dgbpy.deeplearning_apply_clientlib.Message attribute) response_created (dgbpy.deeplearning_apply_serverlib.Message attribute) resume() (in module dgbpy.dgbtorch) resume_lbl (in module dgbpy.uibokeh) retry() (in module dgbpy.dgb_boto) reversestr (in module dgbpy.keystr) rm_tree() (in module dgbpy.hdf5) root_mean_squared_error() (in module dgbpy.mlmodel_keras_dGB) Rotate (class in dgbpy.transforms) row() (in module dgbpy.bokehcore) Running (dgbpy.uibokeh.ProgState attribute) RunState (in module dgbpy.uibokeh)

S

s3bokehmsg (in module dgbpy.keystr) S3Progress (class in dgbpy.dgb_boto) S3ProgressUI (class in dgbpy.uibokeh) save() (in module dgbpy.dgbkeras) (in module dgbpy.dgbscikit) (in module dgbpy.dgbtorch) saveas() (dgbpy.zipmodelbase.ZipTrainableModel method) saveModel() (in module dgbpy.mlio) SaveType (class in dgbpy.dgbkeras) (class in dgbpy.dgbtorch) savetypedictstr (in module dgbpy.keystr) savetypes (in module dgbpy.dgbscikit) scale (dgbpy.transforms.ScaleTransform attribute) scale() (in module dgbpy.dgbscikit) scale_output (dgbpy.zipmodelbase.ZipModelInfo attribute) scale_transforms (in module dgbpy.transforms) scale_type (dgbpy.zipmodelbase.ZipModelInfo attribute) scaledictstr (in module dgbpy.keystr) Scaler (class in dgbpy.hdf5) scaler_ (dgbpy.deeplearning_apply_serverlib.ModelApplier attribute) ScaleTransform (class in dgbpy.transforms) ScalingType (class in dgbpy.zipmodelbase) scheduler (dgbpy.torch_classes.LRSchedulerCallback attribute) (dgbpy.torch_classes.Trainer attribute) scikit_dict (in module dgbpy.dgbscikit) scikitplfnm (in module dgbpy.keystr) seeddictstr (in module dgbpy.keystr) seen_so_far (dgbpy.dgb_boto.S3Progress attribute) Segmentation (dgbpy.keras_classes.DataPredType attribute) (dgbpy.torch_classes.DataPredType attribute) segmentdictstr (in module dgbpy.keystr) Segments (dgbpy.zipmodelbase.PredType attribute) segmentstr (in module dgbpy.keystr) segmenttypestr (in module dgbpy.keystr) SeisClass (dgbpy.zipmodelbase.LearnType attribute) seisclasstypestr (in module dgbpy.keystr) SeisImg2Img (dgbpy.zipmodelbase.LearnType attribute) seisimgtoimgtypestr (in module dgbpy.keystr) SeisLogPred (dgbpy.zipmodelbase.LearnType attribute) seisproptypestr (in module dgbpy.keystr) sel (in module dgbpy.deeplearning_apply-client) (in module dgbpy.deeplearning_apply-server) selector (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) sendEvent() (dgbpy.servicemgr.Message method) sendEventToAddress() (dgbpy.servicemgr.Message method) sendObject() (dgbpy.servicemgr.Message method) (dgbpy.servicemgr.ServiceMgr method) sendObjectToAddress() (dgbpy.servicemgr.Message method) servercmd (in module dgbpy.deeplearning_apply-client) serverproc (in module dgbpy.deeplearning_apply-client) serviceID (dgbpy.servicemgr.ServiceMgr attribute) ServiceMgr (class in dgbpy.servicemgr) servscriptfp (in module dgbpy.deeplearning_apply-client) sess (in module dgbpy.dgb_dgbkeras2onnx) (in module dgbpy.dgb_sklearn2onnx) set() (dgbpy.uibokeh.ProgBar method) set_augment_mthds() (in module dgbpy.uibokeh) set_chunk() (dgbpy.dgbtorch.ChunkedDataLoader method) (dgbpy.keras_classes.TrainingSequence method) (dgbpy.torch_classes.TestDatasetClass method) (dgbpy.torch_classes.TrainDatasetClass method) set_compute_device() (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch)

set_current_file() (dgbpy.dgb_boto.S3Progress method) set_fold() (dgbpy.dgbtorch.ChunkedDataLoader method) (dgbpy.keras_classes.TrainingSequence method) (dgbpy.torch_classes.TestDatasetClass method) (dgbpy.torch_classes.TrainDatasetClass method) set_metrics() (dgbpy.torch_classes.Trainer method) set_multiplier() (dgbpy.transforms.Flip method) (dgbpy.transforms.TransformCompose method) set_params() (dgbpy.transforms.TransformCompose method) set_pb() (dgbpy.torch_classes.ProgressBarCallback method) set_progress() (dgbpy.uibokeh.S3ProgressUI method) set_runner() (dgbpy.torch_classes.Callback method) set_status() (dgbpy.uibokeh.TrainStatusUI method) set_transform_seed() (dgbpy.dgbtorch.ChunkedDataLoader method) (dgbpy.keras_classes.TrainingSequence method) (dgbpy.torch_classes.TrainDatasetClass method) set_transforms() (dgbpy.torch_classes.TrainDatasetClass method) set_uniform_generator_seed() (dgbpy.transforms.TransformCompose method) setActiveTab() (in module dgbpy.uibokeh) setDepthView() (dgbpy.uibokeh_well.Well method) setIsNewRequest() (dgbpy.servicemgr.Packet method) setLogLimits() (dgbpy.uibokeh_well.Well method) setOutputs() (dgbpy.deeplearning_apply_serverlib.ModelApplier method) setPaused() (in module dgbpy.uibokeh) setProgValue() (in module dgbpy.uibokeh) setReady() (in module dgbpy.uibokeh) setResumed() (in module dgbpy.uibokeh) setRunning() (in module dgbpy.uibokeh) setTabFromButton() (in module dgbpy.uibokeh) setTextPayload() (dgbpy.servicemgr.Packet method) setup_scaler_ui() (in module dgbpy.uitorch) shape (in module dgbpy.deeplearning_apply-client) shape_computation() (dgbpy.torch_classes.ResidualBlock method) shift (dgbpy.transforms.Translate attribute) shouldUseS3() (in module dgbpy.hdf5) show() (dgbpy.dgb_boto.S3Progress method) signal_handler() (in module dgbpy.deeplearning_apply-server) sk_predict (in module dgbpy.dgb_sklearn2onnx) skl_model (in module dgbpy.dgb_sklearn2onnx) Sklearn (dgbpy.zipmodelbase.PlatformType attribute) smooth (dgbpy.dgbtorch.DiceLoss attribute) sock (dgbpy.deeplearning_apply_clientlib.Message attribute) (dgbpy.deeplearning_apply_serverlib.Message attribute) solvertypes (in module dgbpy.dgbscikit) source_ (dgbpy.uibokeh.ProgBar attribute) split() (in module dgbpy.mlapply) StandardScaler (class in dgbpy.transforms) (dgbpy.hdf5.Scaler attribute) start (in module dgbpy.deeplearning_apply-client) start() (dgbpy.bokehserver.ProcMonitor method) start_filters (dgbpy.torch_classes.UNet attribute) startBarUpdateCB() (in module dgbpy.uibokeh) StartBokehServer() (in module dgbpy.bokehserver) Started (dgbpy.uibokeh.ProgState attribute) startStopCB() (in module dgbpy.uibokeh) std (dgbpy.dgbscikit.RangedScaler attribute) (dgbpy.transforms.GaussianNoise attribute) stop_lbl (in module dgbpy.uibokeh) StorageType (class in dgbpy.hdf5) Success (dgbpy.uibokeh.TrainStatus attribute) success_ (dgbpy.uibokeh.ProgBar attribute) survargs (dgbpy.uibokeh_well.Well attribute) surveydictstr (in module dgbpy.keystr) svmtypes (in module dgbpy.dgbscikit)

T

tabs (dgbpy.uibokeh_well.LogTrack attribute) targetdictstr (in module dgbpy.keystr) Tensor2Numpy() (in module dgbpy.torch_classes) TensorBoardLogCallback (class in dgbpy.torch_classes) TestDatasetClass (class in dgbpy.torch_classes) timer (in module dgbpy.deeplearning_apply-server) timerCB() (in module dgbpy.deeplearning_apply-server) (in module dgbpy.uibokeh) timerkey (in module dgbpy.uibokeh) tofp16 (dgbpy.torch_classes.Trainer attribute) tooltips (dgbpy.uibokeh_well.LogTrack attribute) torch_dict (in module dgbpy.dgbtorch) torch_infos (in module dgbpy.dgbtorch) torchplfnm (in module dgbpy.keystr) TorchScript (dgbpy.dgbtorch.SaveType attribute) TorchUserModel (class in dgbpy.torch_classes) tot_cpu (in module dgbpy.dgbscikit) total_size (dgbpy.dgb_boto.S3Progress attribute) tr_idx (dgbpy.transforms.TransformMultiplier attribute) track (dgbpy.uibokeh_well.Well attribute) track_fields (dgbpy.uibokeh_well.LogTrack attribute) track_props (dgbpy.uibokeh_well.LogTrack attribute) trackid (dgbpy.uibokeh_well.LogTrackMgr attribute) tracklayout (dgbpy.uibokeh_well.LogTrack attribute) (dgbpy.uibokeh_well.LogTrackMgr attribute) tracks (dgbpy.uibokeh_well.LogTrackMgr attribute) train() (in module dgbpy.dgbkeras) (in module dgbpy.dgbscikit) (in module dgbpy.dgbtorch) train_datagen (dgbpy.dgbkeras.ProgressBarCallback attribute) (dgbpy.dgbkeras.TransformCallback attribute) train_fn() (dgbpy.torch_classes.Trainer method) train_one_epoch() (dgbpy.zipmodelbase.ZipTrainableModel method) trainconfigdictstr (in module dgbpy.keystr) TrainDatasetClass (class in dgbpy.torch_classes) traindictstr (in module dgbpy.keystr) Trainer (class in dgbpy.torch_classes) TrainEvalCallback (class in dgbpy.torch_classes) TrainingSequence (class in dgbpy.keras_classes) trainseldicstr (in module dgbpy.keystr) TrainStatus (class in dgbpy.uibokeh) TrainStatusUI (class in dgbpy.uibokeh) TrainType (in module dgbpy.mlapply) transfer() (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch)

transform (dgbpy.keras_classes.TrainingSequence attribute) (dgbpy.torch_classes.TestDatasetClass attribute) (dgbpy.torch_classes.TrainDatasetClass attribute) transform() (dgbpy.dgbscikit.RangedScaler method) (dgbpy.transforms.BaseTransform method) (dgbpy.transforms.Flip method) (dgbpy.transforms.FlipPolarity method) (dgbpy.transforms.GaussianNoise method) (dgbpy.transforms.MinMaxScaler method) (dgbpy.transforms.Normalization method) (dgbpy.transforms.RangeScaler method) (dgbpy.transforms.Rotate method) (dgbpy.transforms.StandardScaler method) (dgbpy.transforms.Translate method) (in module dgbpy.dgbscikit) (in module dgbpy.mlapply) transform_2d() (dgbpy.transforms.Rotate method) transform_3d() (dgbpy.transforms.Rotate method) transform_copy (dgbpy.keras_classes.TrainingSequence attribute) transform_init() (dgbpy.keras_classes.TrainingSequence method) transform_label() (dgbpy.transforms.BaseTransform method) (dgbpy.transforms.Flip method) (dgbpy.transforms.FlipPolarity method) (dgbpy.transforms.GaussianNoise method) (dgbpy.transforms.Rotate method) (dgbpy.transforms.ScaleTransform method) (dgbpy.transforms.Translate method) transform_pars() (dgbpy.transforms.Flip method) transform_seed (dgbpy.keras_classes.TrainingSequence attribute) (dgbpy.torch_classes.TrainDatasetClass attribute) transformBack() (in module dgbpy.dgbscikit) TransformCallback (class in dgbpy.dgbkeras) (class in dgbpy.torch_classes) TransformCompose (class in dgbpy.transforms) transformer (dgbpy.torch_classes.TrainDatasetClass attribute) transformer() (dgbpy.torch_classes.TestDatasetClass method) transformLabel() (dgbpy.transforms.TransformCompose method) TransformMultiplier (class in dgbpy.transforms) transforms (dgbpy.transforms.TransformCompose attribute) Translate (class in dgbpy.transforms) translateFnm() (in module dgbpy.hdf5) trcrg (in module dgbpy.deeplearning_apply-client) trfm_copy (dgbpy.torch_classes.TrainDatasetClass attribute) typestr (in module dgbpy.keystr)

U

uidescription (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetSeg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_ResNet18 attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetSeg_VGG19 attribute) uiname (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_keras_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_keras_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_keras_dGB.dGB_UNetSeg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_LeNet_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_ResNet18 attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Classifier attribute) (dgbpy.mlmodel_torch_dGB.dGB_Simple_Net_Regressor attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetReg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetReg_VGG19 attribute) (dgbpy.mlmodel_torch_dGB.dGB_UnetSeg attribute) (dgbpy.mlmodel_torch_dGB.dGB_UNetSeg_VGG19 attribute) UNet (class in dgbpy.torch_classes)

UNet_VGG19 (class in dgbpy.torch_classes) UNet_VGG19() (in module dgbpy.mlmodel_keras_dGB) uniform_prob (dgbpy.transforms.BaseTransform attribute) Unknown (dgbpy.zipmodelbase.PredType attribute) unnormalize_class_vector() (in module dgbpy.mlio) unscale() (in module dgbpy.dgbscikit) unscaleOutput() (in module dgbpy.hdf5) up (dgbpy.torch_classes.UpBlock attribute) up_blocks (dgbpy.torch_classes.UNet attribute) up_mode (dgbpy.torch_classes.UNet attribute) (dgbpy.torch_classes.UpBlock attribute) UpBlock (class in dgbpy.torch_classes) upconv1 (dgbpy.torch_classes.dGBUNet attribute) upconv2 (dgbpy.torch_classes.dGBUNet attribute) upconv3 (dgbpy.torch_classes.dGBUNet attribute) upconv5 (dgbpy.torch_classes.UNet_VGG19 attribute) upconv6 (dgbpy.torch_classes.UNet_VGG19 attribute) upconv7 (dgbpy.torch_classes.UNet_VGG19 attribute) update_slices() (in module dgbpy.dgbtorch) updateModelShape() (in module dgbpy.dgbkeras) updateScaleInfo() (in module dgbpy.hdf5) upload (dgbpy.dgb_boto.S3Progress attribute) upload_multiple_to_s3() (in module dgbpy.dgb_boto) upload_to_s3() (in module dgbpy.dgb_boto) upsample1 (dgbpy.torch_classes.dGBUNet attribute) upsample2 (dgbpy.torch_classes.dGBUNet attribute) upsample3 (dgbpy.torch_classes.dGBUNet attribute) use_copy_method() (dgbpy.transforms.TransformCompose method) use_mixed_precision() (in module dgbpy.dgbkeras) use_seed (dgbpy.transforms.TransformCompose attribute) UserModel (class in dgbpy.keras_classes)

V

valid_datagen (dgbpy.dgbkeras.ProgressBarCallback attribute) validdictstr (in module dgbpy.keystr) validInfo() (in module dgbpy.hdf5) valuestr (in module dgbpy.keystr) version (in module dgbpy.bokehcore)

versiondictstr (in module dgbpy.keystr) versionstr (in module dgbpy.keystr) visible() (dgbpy.uibokeh.ProgBar method) (dgbpy.uibokeh.S3ProgressUI method) (dgbpy.uibokeh.TrainStatusUI method) (dgbpy.uibokeh_well.GridPropertyWidget method)

W

weight_init() (dgbpy.torch_classes.UNet static method) Well (class in dgbpy.uibokeh_well) well (dgbpy.uibokeh_well.LogTrack attribute) (dgbpy.uibokeh_well.LogTrackMgr attribute) widget_margin (in module dgbpy.uibokeh) width (dgbpy.uibokeh_well.LogTrack attribute) (dgbpy.uibokeh_well.LogTrackMgr attribute)

withtensorboard (in module dgbpy.dgbkeras) (in module dgbpy.dgbtorch) withui (dgbpy.uibokeh_well.LogTrack attribute) (dgbpy.uibokeh_well.LogTrackMgr attribute) withunlabeleddictstr (in module dgbpy.keystr) write() (dgbpy.deeplearning_apply_clientlib.Message method) (dgbpy.deeplearning_apply_serverlib.Message method)

X

X (dgbpy.torch_classes.DatasetApply attribute) (in module dgbpy.dgb_sklearn2onnx) xdatadictstr (in module dgbpy.keystr)

xgboostjson (in module dgbpy.dgbscikit) xtraindictstr (in module dgbpy.keystr) xvaliddictstr (in module dgbpy.keystr)

Y

ydatadictstr (in module dgbpy.keystr) ypreddictstr (in module dgbpy.keystr)

ytraindictstr (in module dgbpy.keystr) yvaliddictstr (in module dgbpy.keystr)

Z

ZipModelInfo (class in dgbpy.zipmodelbase) zipmodelstr (in module dgbpy.keystr)

ZipPredictModel (class in dgbpy.zipmodelbase) ZipTrainableModel (class in dgbpy.zipmodelbase) zstepdictstr (in module dgbpy.keystr)