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+# Swallow TART
+
+## Features
+- DeepSpeed
+  - To install it, see [here](../../../install-deepspeed.sh).
+- Flash-Attention
+  - To install it, see [here](https://github.com/Dao-AILab/flash-attention?tab=readme-ov-file#installation-and-features).
+
+## Training
+
+```bash
+$ deepspeed examples/training/swallow-tart/run_train.py \
+  --hf_dataset_dir $HF_DATA \
+  --data_dir $DATA \
+  --task_names $TASKS \
+  --max_length $MAX_LENGTH \
+  --n_dev_sample $N_DEV_SAMPLE \
+  --num_proc $N_PROC \
+  --model_name $MODEL_NAME \
+  --output_dir $OUTPUT_DIR \
+  --do_train \
+  --do_eval \
+  --evaluation_strategy steps \
+  --per_device_train_batch_size $BATCH \
+  --gradient_accumulation_steps $GRAD_ACCUM \
+  --learning_rate $LR \
+  --num_train_epochs $EPOCH \
+  --weight_decay $WEIGHT_DECAY \
+  --warmup_steps $WARMUP \
+  --logging_steps $LOG_STEP \
+  --save_steps $SAVE_STEP \
+  --save_total_limit $SAVE_LIMIT \
+  --bf16 \
+  --load_best_model_at_end \
+  --metric_for_best_model eval_loss \
+  --gradient_checkpointing \
+  --use_flash_attention \
+  --remove_unused_columns False \
+  --deepspeed $DS_CONFIG
+```
+
+If you want to use LoRA, add `--peft_config_path $LORA_CONFIG` to the command.
+
+## Configs
+- DeepSpeed config
+  - Zero3 (cpu-offload): [ds_config_zero3.json](./configs/ds_config_zero3.json)
+- LoRA config
+  - LoRA: [lora_config.json](./configs/lora_config.json)