未验证 提交 6cf7f1e4 编写于 作者: T Tao Luo 提交者: GitHub

Merge pull request #5671 from tensor-tang/autocpu

auto set cpu env when mkldnn or mklml enabled
set -e
function train() {
unset OMP_NUM_THREADS MKL_NUM_THREADS
export OMP_DYNAMIC="FALSE"
export KMP_AFFINITY="granularity=fine,compact,0,0"
unset OMP_NUM_THREADS MKL_NUM_THREADS OMP_DYNAMIC KMP_AFFINITY
topology=$1
layer_num=$2
bs=$3
......@@ -14,8 +12,6 @@ function train() {
elif [ $4 == "False" ]; then
thread=`nproc`
# each trainer_count use only 1 core to avoid conflict
export OMP_NUM_THREADS=1
export MKL_NUM_THREADS=1
log="logs/${topology}-${layer_num}-${thread}mklml-${bs}.log"
else
echo "Wrong input $3, use True or False."
......
......@@ -43,6 +43,54 @@ function ver2num() {
set +e
}
function cpu_config() {
# auto set KMP_AFFINITY and OMP_DYNAMIC from Hyper Threading Status
# only when MKLDNN or MKLML enabled
if [ "@WITH_MKLDNN@" == "OFF" ] && [ "@WITH_MKLML@" == "OFF"]; then
return 0
fi
ht=`lscpu |grep "per core"|awk -F':' '{print $2}'|xargs`
if [ $ht -eq 1 ]; then # HT is OFF
if [ -z "$KMP_AFFINITY" ]; then
export KMP_AFFINITY="granularity=fine,compact,0,0"
fi
if [ -z "$OMP_DYNAMIC" ]; then
export OMP_DYNAMIC="FALSE"
fi
else # HT is ON
if [ -z "$KMP_AFFINITY" ]; then
export KMP_AFFINITY="granularity=fine,compact,1,0"
fi
if [ -z "$OMP_DYNAMIC" ]; then
export OMP_DYNAMIC="True"
fi
fi
}
function threads_config() {
# auto set OMP_NUM_THREADS and MKL_NUM_THREADS
# according to trainer_count and total processors
# only when MKLDNN or MKLML enabled
if [ "@WITH_MKLDNN@" == "OFF" ] && [ "@WITH_MKLML@" == "OFF"]; then
return 0
fi
processors=`grep "processor" /proc/cpuinfo|sort -u|wc -l`
trainers=`grep -Eo 'trainer_count.[0-9]+' <<< "$@" |grep -Eo '[0-9]+'|xargs`
if [ -z $trainers ]; then
trainers=1
fi
threads=$((processors / trainers))
if [ $threads -eq 0 ]; then
threads=1
fi
if [ -z "$OMP_NUM_THREADS" ]; then
export OMP_NUM_THREADS=$threads
fi
if [ -z "$MKL_NUM_THREADS" ]; then
export MKL_NUM_THREADS=$threads
fi
}
PADDLE_CONF_HOME="$HOME/.config/paddle"
mkdir -p ${PADDLE_CONF_HOME}
......@@ -92,9 +140,13 @@ else:
sys.exit(0)
EOF
cpu_config
# echo $KMP_AFFINITY $OMP_DYNAMIC
case "$1" in
"train")
threads_config $@
# echo $OMP_NUM_THREADS $MKL_NUM_THREADS
${DEBUGGER} $PADDLE_BIN_PATH/paddle_trainer ${@:2}
;;
"merge_model")
......
......@@ -76,6 +76,31 @@ def init(**kwargs):
for key in args_dict.keys():
args.append('--%s=%s' % (key, str(args_dict[key])))
# auto set cpu environment
def set_env(key, value):
'''If the key has not been set in the environment, set it with value.'''
assert isinstance(key, str)
assert isinstance(value, str)
envset = os.environ.get(key)
if envset is None:
os.environ[key] = value
ht = os.popen("lscpu |grep \"per core\"|awk -F':' '{print $2}'|xargs")
ht = int(ht.read())
if ht == 1: # ht is off
set_env("OMP_DYNAMIC", "false")
set_env("KMP_AFFINITY", "granularity=fine,compact,0,0")
else:
set_env("OMP_DYNAMIC", "true")
set_env("KMP_AFFINITY", "granularity=fine,compact,1,0")
processors = os.popen("grep \"processor\" /proc/cpuinfo|sort -u|wc -l")
processors = int(processors.read())
trainers = kwargs.get('trainer_count', 1)
threads = processors / trainers
threads = '1' if threads < 1 else str(threads)
set_env("OMP_NUM_THREADS", threads)
set_env("MKL_NUM_THREADS", threads)
if 'use_gpu' in kwargs:
cp.g_command_config_args['use_gpu'] = kwargs['use_gpu']
if 'use_mkldnn' in kwargs:
......
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