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# Swallow TART | ||
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## 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). | ||
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## Training | ||
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```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 | ||
``` | ||
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If you want to use LoRA, add `--peft_config_path $LORA_CONFIG` to the command. | ||
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## 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) |