# | |
# 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: 1 | |
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 | |