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47 lines
1.7 KiB
Bash
Executable File
47 lines
1.7 KiB
Bash
Executable File
#!/bin/bash
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# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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# SPDX-License-Identifier: Apache-2.0
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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set -ex
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MODEL_NAME_OR_PATH=bert-large-uncased-whole-word-masking-finetuned-squad
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FLOPS_PERCENT=50
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BASE_DIR=results/bert_large_pruned_${FLOPS_PERCENT}_percent
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PRUNED_MODEL_PATH=${BASE_DIR}/pruned/
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FINETUNED_MODEL_PATH=${BASE_DIR}/pruned_finetuned/
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modelopt_args=""
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if [ ! -d ${PRUNED_MODEL_PATH} ]; then
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modelopt_args="--do_modelopt_prune \
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--modelopt_prune_flops_percent ${FLOPS_PERCENT} \
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--pruned_model_path ${PRUNED_MODEL_PATH}"
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else
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MODEL_NAME_OR_PATH=${PRUNED_MODEL_PATH}
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fi
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# Run pruning followed by distributed fine-tuning on the pruned model
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accelerate launch --multi_gpu --mixed_precision bf16 bert_prune_distill_quantize.py \
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--model_name_or_path ${MODEL_NAME_OR_PATH} \
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--finetuned_model_path ${FINETUNED_MODEL_PATH} \
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${modelopt_args} \
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--do_train \
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--do_modelopt_distill \
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--lr_scheduler_type cosine \
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--learning_rate 1e-4 \
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--per_device_train_batch_size 16 \
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--num_train_epochs 15 \
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--with_tracking \
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--resume_from_last_ckpt
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