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finetune.sh
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# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
#
# 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.
# unset PADDLE_TRAINER_ENDPOINTS
# export PADDLE_NNODES=4
# export PADDLE_MASTER="xxx.xxx.xxx.xxx:12538"
# export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7
# export PADDLE_JOB_ID=CAE
tmp_my_name=finetune_ep100_fp16o1
my_name=${tmp_my_name%.*}
OUTPUT_DIR='./output/'$my_name
echo $OUTPUT_DIR
DATA_PATH='./dataset/ILSVRC2012/'
MODEL_PATH='output/ep800_fp16o1/ep800_fp16o1_checkpoint-799.pd'
FLAGS_cudnn_exhaustive_search=True
export FLAGS_gemm_use_half_precision_compute_type=False
python -m paddle.distributed.launch \
--nnodes=$PADDLE_NNODES \
--master=$PADDLE_MASTER \
--devices=$CUDA_VISIBLE_DEVICES \
main_finetune.py \
--data_path ${DATA_PATH} \
--output_dir ${OUTPUT_DIR} \
--model cae_base_patch16_224 \
--finetune $MODEL_PATH \
--nb_classes 1000 \
--batch_size 128 \
--lr 8e-3 \
--accum_iter 1 \
--warmup_epochs 5 \
--epochs 100 \
--layer_decay 0.65 \
--drop_path 0.1 \
--weight_decay 0.05 \
--mixup 0.8 \
--cutmix 1.0 \
--sin_pos_emb \
--dist_eval \
--no_auto_resume \
--exp_name $my_name