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add SimPO

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This commit is contained in:
YeAnbang
2024-06-24 02:12:20 +00:00
parent 84eab13078
commit 82aecd6374
14 changed files with 128 additions and 70 deletions
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32
applications/ColossalChat/examples/training_scripts/train_dpo.sh
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@@ -13,7 +13,7 @@ set_n_least_used_CUDA_VISIBLE_DEVICES() {
echo "Now CUDA_VISIBLE_DEVICES is set to:"
echo "CUDA_VISIBLE_DEVICES=$CUDA_VISIBLE_DEVICES"
}
set_n_least_used_CUDA_VISIBLE_DEVICES 8
set_n_least_used_CUDA_VISIBLE_DEVICES 4
# export CUDA_VISIBLE_DEVICES=6
PROJECT_NAME="dpo"
@@ -24,16 +24,16 @@ PRETRAINED_MODEL_PATH="" # huggingface or local model path
PRETRAINED_TOKENIZER_PATH="" # huggingface or local tokenizer path
declare -a dataset=(
YOUR/DATA/DIR/arrow/part-00000
YOUR/DATA/DIR/arrow/part-00001
YOUR/DATA/DIR/arrow/part-00002
YOUR/DATA/DIR/arrow/part-00003
YOUR/DATA/DIR/arrow/part-00004
YOUR/DATA/DIR/arrow/part-00005
YOUR/DATA/DIR/arrow/part-00006
YOUR/DATA/DIR/arrow/part-00007
YOUR/DATA/DIR/arrow/part-00008
YOUR/DATA/DIR/arrow/part-00009
/Your/Preference/Data/arrow/part-00000
/Your/Preference/Data/arrow/part-00001
/Your/Preference/Data/arrow/part-00002
/Your/Preference/Data/arrow/part-00003
/Your/Preference/Data/arrow/part-00004
/Your/Preference/Data/arrow/part-00005
/Your/Preference/Data/arrow/part-00006
/Your/Preference/Data/arrow/part-00007
/Your/Preference/Data/arrow/part-00008
/Your/Preference/Data/arrow/part-00009
)
TIMESTAMP=$(date +%Y-%m-%d-%H-%M-%S)
@@ -41,7 +41,7 @@ FULL_PROJECT_NAME="${PROJECT_NAME}-${TIMESTAMP}"
SAVE_DIR="${PARENT_SAVE_DIR}${FULL_PROJECT_NAME}"
CONFIG_FILE="${PARENT_CONFIG_FILE}-${FULL_PROJECT_NAME}.json"
colossalai run --nproc_per_node 8 --hostfile hostfile --master_port 31312 train_dpo.py \
colossalai run --nproc_per_node 4 --hostfile hostfile --master_port 31313 train_dpo.py \
--pretrain $PRETRAINED_MODEL_PATH \
--checkpoint_path $PRETRAINED_MODEL_PATH \
--tokenizer_dir $PRETRAINED_TOKENIZER_PATH \
@@ -51,12 +51,14 @@ colossalai run --nproc_per_node 8 --hostfile hostfile --master_port 31312 train_
--save_dir $SAVE_DIR \
--config_file $CONFIG_FILE \
--max_epochs 1 \
--accumulation_steps 4 \
--batch_size 2 \
--accumulation_steps 2 \
--batch_size 16 \
--lr 1e-6 \
--beta 0.1 \
--mixed_precision "bf16" \
--grad_clip 1.0 \
--max_length 1024 \
--weight_decay 0.01 \
--warmup_steps 100 \
--warmup_steps 60 \
--grad_checkpoint \
--use_wandb