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34 lines
1.1 KiB
34 lines
1.1 KiB
ROOT=$(realpath $(dirname $0))
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echo $ROOT
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PY_SCRIPT=${ROOT}/benchmark_llama.py
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GPU=$(nvidia-smi -L | head -1 | cut -d' ' -f4 | cut -d'-' -f1)
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mode="colossalai"
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mkdir -p logs
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CUDA_VISIBLE_DEVICES_set_n_least_memory_usage() {
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local n=${1:-"9999"}
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echo "GPU Memory Usage:"
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local FIRST_N_GPU_IDS=$(nvidia-smi --query-gpu=memory.used --format=csv \
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| tail -n +2 \
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| nl -v 0 \
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| tee /dev/tty \
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| sort -g -k 2 \
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| awk '{print $1}' \
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| head -n $n)
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export CUDA_VISIBLE_DEVICES=$(echo $FIRST_N_GPU_IDS | sed 's/ /,/g')
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echo "Now CUDA_VISIBLE_DEVICES is set to:"
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echo "CUDA_VISIBLE_DEVICES=$CUDA_VISIBLE_DEVICES"
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}
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CUDA_VISIBLE_DEVICES_set_n_least_memory_usage 1
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# benchmark llama2-7b one single GPU
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for input_len in 128 512 1024; do
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for output_len in 128 256; do
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for bsz in 16 32 64; do
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python3 ${PY_SCRIPT} -m llama2-7b --tp_size 1 --pp_size 1 -b ${bsz} -s ${input_len} --output_len ${output_len} --mode ${mode} --model_path "/home/caidi/llama_model/" | tee logs/${input_len}_${output_len}_${mode}_${GPU}_${bsz}.txt
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done
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done
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done
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