HALCON 22.11.0.0 / HALCON Operator Reference / Deep Learning / Model
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create_dl_pruningT_create_dl_pruningCreateDlPruningCreateDlPruningcreate_dl_pruning (Operator)

Name

create_dl_pruningT_create_dl_pruningCreateDlPruningCreateDlPruningcreate_dl_pruning — Create a pruning data handle.

Signature

create_dl_pruning( : : DLModelHandle, Mode, GenParam : DLPruningHandle)

Herror T_create_dl_pruning(const Htuple DLModelHandle, const Htuple Mode, const Htuple GenParam, Htuple* DLPruningHandle)

void CreateDlPruning(const HTuple& DLModelHandle, const HTuple& Mode, const HTuple& GenParam, HTuple* DLPruningHandle)

HDlPrune HDlModel::CreateDlPruning(const HString& Mode, const HDict& GenParam) const

HDlPrune HDlModel::CreateDlPruning(const char* Mode, const HDict& GenParam) const

HDlPrune HDlModel::CreateDlPruning(const wchar_t* Mode, const HDict& GenParam) const   (Windows only)

void HDlPrune::HDlPrune(const HDlModel& DLModelHandle, const HString& Mode, const HDict& GenParam)

void HDlPrune::HDlPrune(const HDlModel& DLModelHandle, const char* Mode, const HDict& GenParam)

void HDlPrune::HDlPrune(const HDlModel& DLModelHandle, const wchar_t* Mode, const HDict& GenParam)   (Windows only)

void HDlPrune::CreateDlPruning(const HDlModel& DLModelHandle, const HString& Mode, const HDict& GenParam)

void HDlPrune::CreateDlPruning(const HDlModel& DLModelHandle, const char* Mode, const HDict& GenParam)

void HDlPrune::CreateDlPruning(const HDlModel& DLModelHandle, const wchar_t* Mode, const HDict& GenParam)   (Windows only)

static void HOperatorSet.CreateDlPruning(HTuple DLModelHandle, HTuple mode, HTuple genParam, out HTuple DLPruningHandle)

HDlPrune HDlModel.CreateDlPruning(string mode, HDict genParam)

public HDlPrune(HDlModel DLModelHandle, string mode, HDict genParam)

void HDlPrune.CreateDlPruning(HDlModel DLModelHandle, string mode, HDict genParam)

def create_dl_pruning(dlmodel_handle: HHandle, mode: str, gen_param: HHandle) -> HHandle

Description

The operator create_dl_pruningcreate_dl_pruningCreateDlPruningCreateDlPruningCreateDlPruningcreate_dl_pruning creates a handle DLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandledlpruning_handle. This handle is used to pass information when pruning a deep learning model.

ModeModeModeModemodemode specifies the pruning method. The mode implies what will be removed and also which scores are needed. Currently only the following 'mode'"mode""mode""mode""mode""mode" is implemented:

'oracle'"oracle""oracle""oracle""oracle""oracle":

Kernels of convolution layers are removed. In order to do so, a score is calculated for every (potentially removable) kernel, indicating its importance within the given network for the images used. See the given reference for details.

GenParamGenParamGenParamGenParamgenParamgen_param is a dictionary for setting generic parameters. Currently no generic parameters are supported.

For an explanation of the concept of deep learning see the introduction of chapter Deep Learning.

Execution Information

This operator returns a handle. Note that the state of an instance of this handle type may be changed by specific operators even though the handle is used as an input parameter by those operators.

Parameters

DLModelHandleDLModelHandleDLModelHandleDLModelHandleDLModelHandledlmodel_handle (input_control)  dl_model → HDlModel, HTupleHHandleHTupleHtuple (handle) (IntPtr) (HHandle) (handle)

Handle of a deep learning model.

ModeModeModeModemodemode (input_control)  string → HTuplestrHTupleHtuple (string) (string) (HString) (char*)

Pruning method.

Default value: 'oracle' "oracle" "oracle" "oracle" "oracle" "oracle"

List of values: 'oracle'"oracle""oracle""oracle""oracle""oracle"

GenParamGenParamGenParamGenParamgenParamgen_param (input_control)  dict → HDict, HTupleHHandleHTupleHtuple (handle) (IntPtr) (HHandle) (handle)

Dictionary with generic parameters.

Default value: []

DLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandledlpruning_handle (output_control)  dl_pruning → HDlPrune, HTupleHHandleHTupleHtuple (handle) (IntPtr) (HHandle) (handle)

Pruning data handle.

Possible Predecessors

read_dl_modelread_dl_modelReadDlModelReadDlModelReadDlModelread_dl_model

Possible Successors

get_dl_pruning_paramget_dl_pruning_paramGetDlPruningParamGetDlPruningParamGetDlPruningParamget_dl_pruning_param, set_dl_model_paramset_dl_model_paramSetDlModelParamSetDlModelParamSetDlModelParamset_dl_model_param

References

Pavlo Molchanov, Stephen Tyree, Tero Karras, Timo Aila, Jan Kautz "Pruning Convolutional Neural Networks for Resource Efficient Inference", ICLR 2017, 5th International Conference on Learning Representations, Toulon, France.

Module

Deep Learning Training

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HALCON Operator Reference 22.11.0.0 Copyright © 1996-2022 MVTec Software GmbH
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