I am trying to convert a bash script into a subprocess so I can schedule different parameters. Here is my original bash script:
#!/bin/sh
set -xe
export NVIDIA_VISIBLE_DEVICES=0
export CUDA_VISIBLE_DEVICES=0
export TF_CUDNN_RESET_RND_GEN_STATE=1
python3 -u DeepSpeech.py \
--train_files /external_data/data_csvs/train.csv \
--test_files /external_data/data_csvs/test.csv \
--dev_files /external_data/data_csvs/dev.csv \
--epochs 30 \
--train_batch_size 32 \
--dev_batch_size 32 \
--test_batch_size 32 \
--export_dir /external_data/deepspeech_models/ \
--use_allow_growth \
--n_hidden 2048 \
--train_cudnn \
--learning_rate 0.00005 \
--dropout_rate 0.40 \
--summary_dir /external_data/tensorboard_summaries/ \
--checkpoint_dir /external_data/mozilla_release_chkpts/deepspeech-0.7.4-checkpoint/ | tee //tmp/external/deepspeech_models/progress.txt \
"$@"
Now I am trying to convert this into a subprocess with the following:
subprocess.Popen([
'set', '-xe',
'export', 'NVIDIA_VISIBLE_DEVICES=0',
'export', 'CUDA_VISIBLE_DEVICES=0',
'export', 'TF_CUDNN_RESET_RND_GEN_STATE=1',
'python3', '-u', 'DeepSpeech.py',
'--train_files', '/external_data/data_csvs/train.csv',
'--test_files' '/external_data/data_csvs/test.csv',
'--dev_files', '/external_data/data_csvs/dev.csv',
'--epochs', str(epochs),
'--train_batch_size', str(trainbs),
'--dev_batch_size', str(devbs),
'--test_batch_size', str(testbs),
'--export_dir', '/external_data/deepspeech_models/',
'--use_allow_growth',
'--n_hidden', str(2048),
'--train_cudnn',
'--learning_rate', str(lr),
'--summary_dir', '/external_data/tensorboard_summaries/'
'--checkpoint_dir', '/external_data/mozilla_release_chkpts/deepspeech-0.7.4-checkpoint/', '|', 'tee', '/external_data/deepspeech_models/Deepspeech_progress.txt',
'$@'], shell = True, cwd = '//DeepSpeech/', stdout = subprocess.PIPE, executable = '/bin/sh')
the str() values are just values I am using as variables into my subprocess.
It runs without error but nothing happens. Am I missing something? The bash script config runs fine. Also, how would I go about getting output processed to stdout when I run the script?
As in this answer, you need to separate the individual commands with ;
.
In your case, try something like:
train_cmd = ['python3', '-u', 'DeepSpeech.py',
'--train_files', '/external_data/data_csvs/train.csv',
'--test_files' '/external_data/data_csvs/test.csv',
'--dev_files', '/external_data/data_csvs/dev.csv',
'--epochs', str(epochs),
'--train_batch_size', str(trainbs),
'--dev_batch_size', str(devbs),
'--test_batch_size', str(testbs),
'--export_dir', '/external_data/deepspeech_models/',
'--use_allow_growth',
'--n_hidden', str(2048),
'--train_cudnn',
'--learning_rate', str(lr),
'--summary_dir', '/external_data/tensorboard_summaries/'
'--checkpoint_dir', '/external_data/mozilla_release_chkpts/deepspeech-0.7.4-checkpoint/', '|', 'tee', '/external_data/deepspeech_models/Deepspeech_progress.txt',
'$@']
cmds = ['set -xe',
'export NVIDIA_VISIBLE_DEVICES=0',
'export CUDA_VISIBLE_DEVICES=0',
'export TF_CUDNN_RESET_RND_GEN_STATE=1',
' '.join(train_cmd)]
subprocess.Popen('; '.join(cmds), shell = True, cwd = '//DeepSpeech/', stdout = subprocess.PIPE, executable = '/bin/sh')