get_dl_pruning_paramT_get_dl_pruning_paramGetDlPruningParamGetDlPruningParamget_dl_pruning_param (算子)

名称

get_dl_pruning_paramT_get_dl_pruning_paramGetDlPruningParamGetDlPruningParamget_dl_pruning_param — 从剪枝数据句柄获取信息。

签名

描述

get_dl_pruning_paramget_dl_pruning_paramGetDlPruningParamGetDlPruningParamGetDlPruningParamget_dl_pruning_param returns the parameter and pruning values GenParamValueGenParamValueGenParamValueGenParamValuegenParamValuegen_param_value of GenParamNameGenParamNameGenParamNameGenParamNamegenParamNamegen_param_name from the pruning data handle DLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandledlpruning_handle。

The values of following parameters GenParamNameGenParamNameGenParamNameGenParamNamegenParamNamegen_param_name can be retrieved:

'mode'"mode""mode""mode""mode""mode"：

Specifies the pruning method See create_dl_pruningcreate_dl_pruningCreateDlPruningCreateDlPruningCreateDlPruningcreate_dl_pruning for further information.

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

'percentage'"percentage""percentage""percentage""percentage""percentage"：

Determines how much will be removed in percents. E.g., in case of 'mode'"mode""mode""mode""mode""mode"='oracle'"oracle""oracle""oracle""oracle""oracle" it specifies the relative amount of possibly removable kernels to be removed, whereby only removable kernels are considered.

Default: 10

Additionally, for 'mode'"mode""mode""mode""mode""mode"='oracle'"oracle""oracle""oracle""oracle""oracle", the following pruning values can be retrieved using GenParamNameGenParamNameGenParamNameGenParamNamegenParamNamegen_param_name:

'prunable_conv_num'"prunable_conv_num""prunable_conv_num""prunable_conv_num""prunable_conv_num""prunable_conv_num"：

Number of prunable convolutional layers in the network. Whether a layer is prunable depends on the specifications of the layer itself as well as the network architecture.

'prunable_conv_layer_name'"prunable_conv_layer_name""prunable_conv_layer_name""prunable_conv_layer_name""prunable_conv_layer_name""prunable_conv_layer_name"：

Names of the prunable convolutional layers in the network.

'prunable_kernel_num'"prunable_kernel_num""prunable_kernel_num""prunable_kernel_num""prunable_kernel_num""prunable_kernel_num"：

Number of prunable convolution kernels in the network. It considers that a pruned convolution has to retain at least 1 convolution kernel.

'pruned_kernel_num'"pruned_kernel_num""pruned_kernel_num""pruned_kernel_num""pruned_kernel_num""pruned_kernel_num"：

Number of pruned convolution kernels in the network after a call of gen_dl_pruned_modelgen_dl_pruned_modelGenDlPrunedModelGenDlPrunedModelGenDlPrunedModelgen_dl_pruned_model。

'pruned_percentage'"pruned_percentage""pruned_percentage""pruned_percentage""pruned_percentage""pruned_percentage"：

Actual percentage of pruned convolution kernels in the network after a call of gen_dl_pruned_modelgen_dl_pruned_modelGenDlPrunedModelGenDlPrunedModelGenDlPrunedModelgen_dl_pruned_model: the ratio 'pruned_kernel_num'"pruned_kernel_num""pruned_kernel_num""pruned_kernel_num""pruned_kernel_num""pruned_kernel_num" versus 'prunable_kernel_num'"prunable_kernel_num""prunable_kernel_num""prunable_kernel_num""prunable_kernel_num""prunable_kernel_num".

The following table gives an overview, which parameters and values can be set using set_dl_pruning_paramset_dl_pruning_paramSetDlPruningParamSetDlPruningParamSetDlPruningParamset_dl_pruning_param and which ones can be retrieved using get_dl_pruning_paramget_dl_pruning_paramGetDlPruningParamGetDlPruningParamGetDlPruningParamget_dl_pruning_param.

执行信息

• 多线程类型：可重入（与非独占算子并行运行）。
• 多线程作用域：全局（可从任何线程调用）。
• 未采用并行化处理。

参数

可能的前趋

create_dl_pruningcreate_dl_pruningCreateDlPruningCreateDlPruningCreateDlPruningcreate_dl_pruning, set_dl_pruning_paramset_dl_pruning_paramSetDlPruningParamSetDlPruningParamSetDlPruningParamset_dl_pruning_param

另见

set_dl_pruning_paramset_dl_pruning_paramSetDlPruningParamSetDlPruningParamSetDlPruningParamset_dl_pruning_param

模块

深度学习训练