mirror of https://github.com/hpcaitech/ColossalAI
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
45 lines
1.2 KiB
45 lines
1.2 KiB
#!/bin/bash
|
|
|
|
# NCCL IB environment variables
|
|
export NCCL_IB_HCA=mlx5_1:1,mlx5_2:1,mlx5_3:1,mlx5_4:1
|
|
export NCCL_IB_DISABLE=0
|
|
export NCCL_SOCKET_IFNAME=eth0
|
|
export NCCL_IB_GID_INDEX=3
|
|
export NCCL_IB_TIMEOUT=23
|
|
export NCCL_IB_RETRY_CNT=7
|
|
export OMP_NUM_THREADS=8
|
|
|
|
PROJECT_NAME=""
|
|
PARENT_SAVE_DIR=""
|
|
PARENT_TENSORBOARD_DIR=""
|
|
PARENT_CONFIG_FILE=""
|
|
PRETRAINED_MODEL_PATH=""
|
|
|
|
declare -a dataset=(
|
|
"PATH TO THE DATASET"
|
|
)
|
|
|
|
TIMESTAMP=$(date +%Y-%m-%d-%H-%M-%S)
|
|
FULL_PROJECT_NAME="${PROJECT_NAME}-${TIMESTAMP}"
|
|
SAVE_DIR="${PARENT_SAVE_DIR}${FULL_PROJECT_NAME}"
|
|
TENSORBOARD_DIR="${PARENT_TENSORBOARD_DIR}${FULL_PROJECT_NAME}"
|
|
CONFIG_FILE="${PARENT_CONFIG_FILE}${FULL_PROJECT_NAME}.json"
|
|
|
|
colossalai run --nproc_per_node 8 --hostfile hostfile --master_port 30013 train.py \
|
|
--pretrained $PRETRAINED_MODEL_PATH \
|
|
--dataset ${dataset[@]} \
|
|
--plugin "zero2" \
|
|
--save_interval 400 \
|
|
--save_dir $SAVE_DIR \
|
|
--tensorboard_dir $TENSORBOARD_DIR \
|
|
--config_file $CONFIG_FILE \
|
|
--num_epochs 1 \
|
|
--micro_batch_size 8 \
|
|
--lr 1e-4 \
|
|
--mixed_precision "bf16" \
|
|
--grad_clip 1.0 \
|
|
--weight_decay 0.01 \
|
|
--warmup_steps 100 \
|
|
--use_grad_checkpoint \
|
|
--use_flash_attn \
|