mpi_single.sh

#!/bin/bash

source env.sh
GPUS=$1

string=""
for ((i=0; i<$GPUS; i++)); do
  string="$string$i,"
done
string=${string%","}
export HIP_VISIBLE_DEVICES=$string
# echo "$HIP_VISIBLE_DEVICES"

APP="python3 FastChat-main/fastchat/train/train.py \
    --deepspeed ds_config.json \
    --model_name_or_path /data/llama/llama-13b-hf \
    --data_path ./FastChat-main/playground/data/alpaca-data-conversation.json \
    --output_dir /data/llama/checkpoints \
    --num_train_epochs 3 \
    --per_device_train_batch_size 4 \
    --per_device_eval_batch_size 4 \
    --gradient_accumulation_steps 16 \
    --evaluation_strategy "no" \
    --save_strategy "steps" \
    --save_steps 50 \
    --save_total_limit 100 \
    --learning_rate 2e-5 \
    --weight_decay 0. \
    --warmup_ratio 0.03 \
    --lr_scheduler_type "cosine" \
    --logging_steps 1 \
    --model_max_length 2048 \
    --gradient_checkpointing True \
    --lazy_preprocess True \
    --fp16"

local_rank=$OMPI_COMM_WORLD_LOCAL_RANK

echo $local_rank
case ${local_rank} in
[0])
  export HIP_VISIBLE_DEVICES=$string
  echo numactl --cpunodebind=0 --membind=0 ${APP}
  numactl --cpunodebind=0 --membind=0 ${APP}
  ;;
[1])
  export HIP_VISIBLE_DEVICES=$string
  echo numactl --cpunodebind=0 --membind=0 ${APP}
  numactl --cpunodebind=0 --membind=0 ${APP}
  ;;
[2])
  export HIP_VISIBLE_DEVICES=$string
  echo numactl --cpunodebind=0 --membind=0 ${APP}
  numactl --cpunodebind=0 --membind=0 ${APP}
  ;;
[3])
  export HIP_VISIBLE_DEVICES=$string
  echo numactl --cpunodebind=0 --membind=0 ${APP}
  numactl --cpunodebind=0 --membind=0 ${APP}
  ;;
[4])
  export HIP_VISIBLE_DEVICES=$string
  echo numactl --cpunodebind=3 --membind=3 ${APP}
  numactl --cpunodebind=3 --membind=3 ${APP}
  ;;
[5])
  export HIP_VISIBLE_DEVICES=$string
  echo numactl --cpunodebind=3 --membind=3 ${APP}
  numactl --cpunodebind=3 --membind=3 ${APP}
  ;;
[6])
  export HIP_VISIBLE_DEVICES=$string
  echo numactl --cpunodebind=3 --membind=3 ${APP}
  numactl --cpunodebind=3 --membind=3 ${APP}
  ;;
[7])
  export HIP_VISIBLE_DEVICES=$string
  echo numactl --cpunodebind=3 --membind=3 ${APP}
  numactl --cpunodebind=3 --membind=3 ${APP}
  ;;
esac