forked from jiuyuan/CPM-9G-8B
235 lines
7.4 KiB
Bash
235 lines
7.4 KiB
Bash
#!/bin/bash
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#export OMP_NUM_THREADS=16
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declare -A args # Declare an associative array to store arguments and values
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args["model_unique"]="8b_0702"
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args["resume_ckpt"]=""
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args["config"]="8b"
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args["flash"]="cuda"
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args["batch_size"]="1"
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args["max_length"]="4096"
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args["save_iters"]="500"
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args["train_iters"]="10"
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args["dataset_config"]="fm9g_sft"
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args["local"]="False"
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args["dataloader"]="indexed"
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args["save"]="True"
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args["dataloader_num_threads"]=1
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args["dataloader_prefetch"]=2
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args["dataloader_prefetch_factor"]=32
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args["dataloader_num_workers"]=2
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args["lr"]="1e-5"
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args["warmup_iters"]="20"
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args["drop_iters"]="0.1"
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args["tokenizer_path"]="./tokenizer/tokenizer.model" # /user/tc_agi/klara/baichuan2/baichuan2.tokenizer.model
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args["load_grad"]="False"
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args["grad_ckpt_num"]="160"
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args["exp_group"]=""
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args["ignore_cuda_oom"]="1"
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args["tensorboard_all_tasks"]="0"
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args["stop_when_end"]="0"
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args["only_run_dataloader"]="0"
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args["eps"]="1e-6"
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args["inspect_iters"]="100"
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args["strict_state_dict"]="1"
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args["only_load_model"]="1"
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args["lr_scheduler"]="cosine"
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args["resume_no_optimze"]="0"
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args["tp_size"]="1"
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args["parallel_load_datastate"]="16"
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args["async_save"]="False"
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args["load_dataloader_ckpt"]="0"
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args["drop_begin"]="-1"
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args["drop_rate"]="0.5"
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args["use_checkpoint"]="1"
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# Loop through the arguments
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for ((i=1; i<=$#; i++)); do
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arg="${!i}"
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# Check if the argument starts with "--"
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if [[ "$arg" == --* ]]; then
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arg_name="${arg:2}" # Remove leading "--"
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valueid=$((i+1))
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# Get the value of the argument if it exists
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if ((i+1 <= $#)); then
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args["$arg_name"]="${!valueid}"
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i=$((i+1)) # Skip the next argument (its value)
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else
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args["$arg_name"]="" # Set empty value if no value provided
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fi
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fi
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done
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# 使用 Python 读取 JSON 文件并更新 Bash 字典
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while read -r key value; do
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args["$key"]="$value"
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done < <(python -c 'import json, sys; obj = json.load(open("train_configs/'${args['config']}'.json"))["pretrain"]; print("\n".join(["{} {}".format(k, v) for k, v in obj.items()]))')
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# 用cmd arg 再更新一次
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# Loop through the arguments
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for ((i=1; i<=$#; i++)); do
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arg="${!i}"
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# Check if the argument starts with "--"
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if [[ "$arg" == --* ]]; then
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arg_name="${arg:2}" # Remove leading "--"
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valueid=$((i+1))
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# Get the value of the argument if it exists
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if ((i+1 <= $#)); then
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args["$arg_name"]="${!valueid}"
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i=$((i+1)) # Skip the next argument (its value)
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else
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args["$arg_name"]="" # Set empty value if no value provided
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fi
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fi
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done
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# Print the values of the arguments
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echo "----------- CMD args ----------"
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for key in "${!args[@]}"; do
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echo "$key: ${args[$key]}"
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done
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echo "--------- END CMD args --------"
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if [[ ${args["flash"]} == "triton" ]]; then
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sudo cp /usr/local/cuda-11.6/compat/libcuda.so.510.108.03 /usr/lib/x86_64-linux-gnu/libcuda.so.510.108.03
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sudo ln /usr/lib/x86_64-linux-gnu/libcuda.so.510.108.03 /usr/lib/x86_64-linux-gnu/libcuda.so
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echo "triton flash"
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fi
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GPUS_PER_NODE=$(nvidia-smi --query-gpu=gpu_name --format=csv,noheader | wc -l)
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# GPUS_PER_NODE=1
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echo "Using ${GPUS_PER_NODE} GPU each machine"
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if [[ ${args["model_unique"]} == "" ]]; then
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MODEL_UNIQUE=${JEEVES_JOB_ID} # 写入的位置，没传的话自动构造
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# JOBID+CreateTime, 本次run的唯一标识符。在白箱里可以通过/projects/${PROJECTID}-${PROJECTNAME}/checkpoints/${MODEL_UNIQUE} 拿到 checkpoint
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# 通过/projects/${PROJECTID}-${PROJECTNAME}/tensorboard/${MODEL_UNIQUE} 拿到 tensorboard
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else
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MODEL_UNIQUE=${args["model_unique"]} # 给了写入的位置
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fi
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echo "model_unique: "$MODEL_UNIQUE
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# --------------- 运行参数 ---------------
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OPTS+=" --model-config model_configs/"${args['config']}".json" # [CHANGE]
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OPTS+=" --batch-size ${args["batch_size"]}"
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OPTS+=" --train-iters ${args["train_iters"]}"
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OPTS+=" --save-iters ${args["save_iters"]}"
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OPTS+=" --save-name fm9g_live_checkpoint"
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OPTS+=" --max-length ${args["max_length"]}"
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OPTS+=" --lr ${args["lr"]}"
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OPTS+=" --inspect-iters ${args["inspect_iters"]}"
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OPTS+=" --warmup-iters ${args["warmup_iters"]}"
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OPTS+=" --drop-iters ${args["drop_iters"]}"
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OPTS+=" --lr_scheduler ${args["lr_scheduler"]}"
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OPTS+=" --offload"
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OPTS+=" --vocab ./tokenizer/vocab.txt"
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OPTS+=" --flash ${args["flash"]}"
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OPTS+=" --tensorboard_all_tasks ${args["tensorboard_all_tasks"]}"
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OPTS+=" --ignore_cuda_oom ${args["ignore_cuda_oom"]}"
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OPTS+=" --stop_when_end ${args["stop_when_end"]}"
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OPTS+=" --only_run_dataloader ${args["only_run_dataloader"]}"
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OPTS+=" --eps ${args["eps"]}"
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OPTS+=" --strict_state_dict ${args["strict_state_dict"]}"
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OPTS+=" --only_load_model ${args["only_load_model"]}"
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OPTS+=" --resume_no_optimze ${args["resume_no_optimze"]}"
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OPTS+=" --tokenizer_path ${args["tokenizer_path"]}"
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OPTS+=" --weight-decay 0.1"
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OPTS+=" --tp-size ${args["tp_size"]}"
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OPTS+=" --parallel_load_datastate ${args["parallel_load_datastate"]}"
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OPTS+=" --load_dataloader_ckpt ${args["load_dataloader_ckpt"]}"
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OPTS+=" --drop_begin ${args["drop_begin"]}"
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OPTS+=" --drop_rate ${args["drop_rate"]}"
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OPTS+=" --use_checkpoint ${args["use_checkpoint"]}"
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if [[ ${args["load_grad"]} == "True" ]]; then
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OPTS+=" --load-grad"
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OPTS+=" --grad-ckpt-num ${args["grad_ckpt_num"]}"
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fi
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if [[ ${args["async_save"]} == "True" ]]; then
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OPTS+=" --async_save"
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fi
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if [[ ${args["dataloader"]} == "indexed" ]]; then
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OPTS+=" --dataloader_num_threads ${args["dataloader_num_threads"]}"
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OPTS+=" --dataloader_prefetch ${args["dataloader_prefetch"]}"
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OPTS+=" --dataloader_num_workers ${args["dataloader_num_workers"]}"
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OPTS+=" --dataloader_prefetch_factor ${args["dataloader_prefetch_factor"]}"
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fi
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# --------------- 写文件路径 ---------------
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## checkpoint
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if [[ ${args["save"]} == "True" ]]; then
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OPTS+=" --save ./data/checkpoints/${MODEL_UNIQUE}/"
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OPTS+=" --save-model ./not_exist/${MODEL_UNIQUE}/"
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else
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echo "won't save model"
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fi
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## logs，/local/logs 等价于 ./datalogs（软链）
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mkdir -p ./data/checkpoints/logs/${MODEL_UNIQUE}
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OPTS+=" --log-dir ./data/checkpoints/logs/${MODEL_UNIQUE}"
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OPTS+=" --tensorboard ./data/tensorboard/${args["exp_group"]}${MODEL_UNIQUE}/"
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if [[ ${args["local"]} == "True" ]]; then
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current_dir=$(pwd)
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OPTS+=" --dataset ${current_dir}/dataset_configs/${args["dataset_config"]}.json"
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else
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current_dir=$(pwd)
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OPTS+=" --dataset ${current_dir}/dataset_configs/${args["dataset_config"]}.json"
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echo "Platform config:"${PLATFORM_CONFIG_PATH}
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fi
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## checkpoint，兼容 CHECKPOINT 和 LATEST_CHECKPOINT。debug 时建议不加载 checkpoint，启动会比较快
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if [ "${args["resume_ckpt"]}" != "" ]; then
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OPTS+=" --load ./data/checkpoints/${MODEL_UNIQUE}/${args["resume_ckpt"]}"
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else
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echo "No checkpoint to load"
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fi
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filename="pretrain_dragonfly"
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if [[ ${args["local"]} == "True" ]]; then
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PRETRAIN_ENTRY="$filename.py"
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else
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PRETRAIN_ENTRY="$filename.py"
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fi
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GPUS_PER_NODE=8
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NNODES=1
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RANK=0
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MASTER_ENDPOINT=g3006
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MASTER_PORT=12345
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#CMD="torchrun --nnodes=${NNODES} --nproc_per_node=${GPUS_PER_NODE} --node_rank=${RANK} --master_addr=${MASTER_ENDPOINT} --master_port=${MASTER_PORT} ${PRETRAIN_ENTRY} ${OPTS}"
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CMD="torchrun --nnodes=${NNODES} --nproc_per_node=${GPUS_PER_NODE} --node_rank=${RANK} --rdzv_id=1 --rdzv_backend=c10d --rdzv_endpoint=${MASTER_ENDPOINT}:${MASTER_PORT} ${PRETRAIN_ENTRY} ${OPTS}"
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echo "-------final CMD is------"
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echo "${CMD}"
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echo "-------final CMD end------"
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$CMD
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