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run_distribute_train.sh 1.8 kB

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  1. #!/bin/bash
  2. # Copyright 2020 Huawei Technologies Co., Ltd
  3. #
  4. # Licensed under the Apache License, Version 2.0 (the "License");
  5. # you may not use this file except in compliance with the License.
  6. # You may obtain a copy of the License at
  7. #
  8. # http://www.apache.org/licenses/LICENSE-2.0
  9. #
  10. # Unless required by applicable law or agreed to in writing, software
  11. # distributed under the License is distributed on an "AS IS" BASIS,
  12. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. # See the License for the specific language governing permissions and
  14. # limitations under the License.
  15. # ============================================================================
  16. if [ $# != 2 ] && [ $# != 3 ]
  17. then
  18. echo "Usage: sh run_distribute_train.sh [RANK_TABLE_FILE] [DATA_PATH] [cifar10|imagenet2012]"
  19. exit 1
  20. fi
  21. if [ ! -f $1 ]
  22. then
  23. echo "error: RANK_TABLE_FILE=$1 is not a file"
  24. exit 1
  25. fi
  26. if [ ! -d $2 ]
  27. then
  28. echo "error: DATA_PATH=$2 is not a directory"
  29. exit 1
  30. fi
  31. dataset_type='cifar10'
  32. if [ $# == 3 ]
  33. then
  34. if [ $3 != "cifar10" ] && [ $3 != "imagenet2012" ]
  35. then
  36. echo "error: the selected dataset is neither cifar10 nor imagenet2012"
  37. exit 1
  38. fi
  39. dataset_type=$3
  40. fi
  41. export DEVICE_NUM=8
  42. export RANK_SIZE=8
  43. export RANK_TABLE_FILE=$1
  44. for((i=0;i<RANK_SIZE;i++))
  45. do
  46. export DEVICE_ID=$i
  47. export RANK_ID=$i
  48. rm -rf ./train_parallel$i
  49. mkdir ./train_parallel$i
  50. cp *.py ./train_parallel$i
  51. cp -r src ./train_parallel$i
  52. cd ./train_parallel$i || exit
  53. echo "start training for rank $RANK_ID, device $DEVICE_ID, $dataset_type"
  54. env > env.log
  55. python train.py --data_path=$2 --device_target="Ascend" --device_id=$i --is_distributed=1 --dataset=$dataset_type &> log &
  56. cd ..
  57. done