| # | |
| # Copyright (c) 2021 Intel Corporation | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| version: 1.0 | |
| model: | |
| name: bert_prune | |
| framework: pytorch | |
| pruning: | |
| approach: | |
| weight_compression: | |
| initial_sparsity: 0.0 | |
| target_sparsity: 0.1 # targeted sparsity of 10% | |
| start_epoch: 0 | |
| end_epoch: 2 | |
| pruners: | |
| - !Pruner | |
| prune_type: basic_magnitude | |
| tuning: | |
| accuracy_criterion: | |
| relative: 0.1 # only verifying workflow, accuracy loss percentage: 10% | |
| exit_policy: | |
| timeout: 0 # tuning timeout (seconds) | |
| random_seed: 9527 # random seed | |