peacock-data-public-datasets-idc-mint
/
docker
/bloom13b
/Megatron-DeepSpeed
/examples
/sc21
/run_table_1.sh
# ================================ | |
# Choose the case to run. | |
# ================================ | |
# model size options = [1.7B, 3.6B, 7.5B, 18B, 39B, 76B, 145B, 310B, 530B, 1T] | |
MODEL_SIZE=1.7B | |
if [ ${MODEL_SIZE} == "1.7B" ]; then | |
TP=1 | |
PP=1 | |
MBS=16 | |
GBS=512 | |
NLS=24 | |
HS=2304 | |
NAH=24 | |
DDP=torch | |
NNODES=4 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform " | |
elif [ ${MODEL_SIZE} == "3.6B" ]; then | |
TP=2 | |
PP=1 | |
MBS=16 | |
GBS=512 | |
NLS=30 | |
HS=3072 | |
NAH=32 | |
DDP=torch | |
NNODES=8 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform " | |
elif [ ${MODEL_SIZE} == "7.5B" ]; then | |
TP=4 | |
PP=1 | |
MBS=16 | |
GBS=512 | |
NLS=36 | |
HS=4096 | |
NAH=32 | |
DDP=torch | |
NNODES=16 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform " | |
elif [ ${MODEL_SIZE} == "18B" ]; then | |
TP=8 | |
PP=1 | |
MBS=8 | |
GBS=1024 | |
NLS=40 | |
HS=6144 | |
NAH=48 | |
DDP=torch | |
NNODES=32 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform " | |
elif [ ${MODEL_SIZE} == "39B" ]; then | |
TP=8 | |
PP=2 | |
MBS=4 | |
GBS=1536 | |
NLS=48 | |
HS=8192 | |
NAH=64 | |
DDP=local | |
NNODES=64 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform " | |
elif [ ${MODEL_SIZE} == "76B" ]; then | |
TP=8 | |
PP=4 | |
MBS=2 | |
GBS=1792 | |
NLS=60 | |
HS=10240 | |
NAH=80 | |
DDP=local | |
NNODES=128 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform --num-layers-per-virtual-pipeline-stage 5" | |
elif [ ${MODEL_SIZE} == "145B" ]; then | |
TP=8 | |
PP=8 | |
MBS=2 | |
GBS=2304 | |
NLS=80 | |
HS=12288 | |
NAH=96 | |
DDP=local | |
NNODES=192 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform --num-layers-per-virtual-pipeline-stage 5 " | |
elif [ ${MODEL_SIZE} == "310B" ]; then | |
TP=8 | |
PP=16 | |
MBS=1 | |
GBS=2160 | |
NLS=96 | |
HS=16384 | |
NAH=128 | |
DDP=local | |
NNODES=240 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform --num-layers-per-virtual-pipeline-stage 3 " | |
elif [ ${MODEL_SIZE} == "530B" ]; then | |
TP=8 | |
PP=35 | |
MBS=1 | |
GBS=2520 | |
NLS=105 | |
HS=20480 | |
NAH=128 | |
DDP=local | |
NNODES=315 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform --num-layers-per-virtual-pipeline-stage 1 " | |
elif [ ${MODEL_SIZE} == "1T" ]; then | |
TP=8 | |
PP=64 | |
MBS=1 | |
GBS=3072 | |
NLS=128 | |
HS=25600 | |
NAH=160 | |
DDP=local | |
NNODES=384 | |
MEGATRON_EXTRA_PARAMS="--activations-checkpoint-method uniform " | |
else | |
echo "Invalid configuration" | |
exit 1 | |
fi | |
# Name of the job | |
export JOB_NAME=results_table_1_model_size_${MODEL_SIZE} | |
# Import the configs. | |
. `pwd`/CONFIG.sh | |
# Submit the job. | |
. `pwd`/SBATCH.sh | |
exit 0 | |