gen_dl_pruned_modelT_gen_dl_pruned_modelGenDlPrunedModelGenDlPrunedModelgen_dl_pruned_model (算子)

名称

gen_dl_pruned_modelT_gen_dl_pruned_modelGenDlPrunedModelGenDlPrunedModelgen_dl_pruned_model — 修剪深度学习模型。

签名

gen_dl_pruned_model( : : DLModelHandleToPrune, DLPruningHandle : DLModelHandlePruned)

描述

算子 gen_dl_pruned_modelgen_dl_pruned_modelGenDlPrunedModelGenDlPrunedModelGenDlPrunedModelgen_dl_pruned_model copies the input model DLModelHandleToPruneDLModelHandleToPruneDLModelHandleToPruneDLModelHandleToPruneDLModelHandleToPrunedlmodel_handle_to_prune and returns the pruned copy in DLModelHandlePrunedDLModelHandlePrunedDLModelHandlePrunedDLModelHandlePrunedDLModelHandlePruneddlmodel_handle_pruned. Note that gen_dl_pruned_modelgen_dl_pruned_modelGenDlPrunedModelGenDlPrunedModelGenDlPrunedModelgen_dl_pruned_model supports only deep learning models of 'type'"type""type""type""type""type"='classification'"classification""classification""classification""classification""classification".

The parameter DLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandledlpruning_handle provides the necessary information as e.g., the selected pruning mode, the percentage or the kernel scores. See create_dl_pruningcreate_dl_pruningCreateDlPruningCreateDlPruningCreateDlPruningcreate_dl_pruning for further information about implemented pruning modes.

Behavior in special cases:

In case the set amount of pruning 'percentage'"percentage""percentage""percentage""percentage""percentage" is too small to result in any removals, the returned model DLModelHandlePrunedDLModelHandlePrunedDLModelHandlePrunedDLModelHandlePrunedDLModelHandlePruneddlmodel_handle_pruned is simply a copy of the input model DLModelHandleToPruneDLModelHandleToPruneDLModelHandleToPruneDLModelHandleToPruneDLModelHandleToPrunedlmodel_handle_to_prune。
In case the model could not be pruned successfully, an empty handle is returned.

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

DLModelHandleToPruneDLModelHandleToPruneDLModelHandleToPruneDLModelHandleToPruneDLModelHandleToPrunedlmodel_handle_to_prune (输入控制) dl_model → (handle)

Input model.

DLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandleDLPruningHandledlpruning_handle (输入控制) dl_pruning → (handle)

Pruning data handle.

DLModelHandlePrunedDLModelHandlePrunedDLModelHandlePrunedDLModelHandlePrunedDLModelHandlePruneddlmodel_handle_pruned (输出控制) dl_model → (handle)

Pruned model.

可能的前趋

add_dl_pruning_batchadd_dl_pruning_batchAddDlPruningBatchAddDlPruningBatchAddDlPruningBatchadd_dl_pruning_batch, set_dl_pruning_paramset_dl_pruning_paramSetDlPruningParamSetDlPruningParamSetDlPruningParamset_dl_pruning_param

模块

深度学习训练

算子