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f8f0e4e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 | #!/usr/bin/env bash
set -euo pipefail
script_dir="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
exp_root="$(cd "${script_dir}/.." && pwd)"
role_name="${ROLE_NAME:-data_insight}"
base_model_path="${BASE_MODEL_PATH:-meta-llama/Llama-3.1-8B}"
deepspeed_config_name="${DEEPSPEED_CONFIG_NAME:-${exp_root}/config/ds.json}"
dataset_sub_name="${DATASET_SUB_NAME:-}"
dataset_split="${DATASET_SPLIT:-train}"
system_prompt="${SYSTEM_PROMPT:-}"
output_root="${OUTPUT_ROOT:-${exp_root}/output/${role_name}}"
sft_dataset_name="${SFT_DATASET_NAME:-${exp_root}/data/${role_name}_sft.jsonl}"
model_sft_lora_path="${output_root}/sft_lora"
model_sft_full_path="${output_root}/sft_full"
mkdir -p "${output_root}"
if [ ! -f "${sft_dataset_name}" ] && [ ! -d "${sft_dataset_name}" ]; then
echo "Missing SFT dataset: ${sft_dataset_name}"
echo "See ${exp_root}/README.md and the sample JSONL files."
exit 1
fi
deepspeed "${exp_root}/sft.py" \
--dataset_name="${sft_dataset_name}" \
--dataset_sub_name="${dataset_sub_name}" \
--dataset_split="${dataset_split}" \
--system_prompt="${system_prompt}" \
--model_name="${base_model_path}" \
--seq_length="${SEQ_LENGTH:-1024}" \
--output_name="${model_sft_lora_path}" \
--use_QLora="${USE_QLORA:-True}" \
--batch_size="${BATCH_SIZE:-8}" \
--use_flash_attention_2="${USE_FLASH_ATTENTION_2:-True}" \
--deepspeed_config_name="${deepspeed_config_name}" \
--num_train_epochs="${NUM_TRAIN_EPOCHS:-2}" \
--gradient_accumulation_steps="${GRADIENT_ACCUMULATION_STEPS:-8}" \
--learning_rate="${LEARNING_RATE:-1e-5}"
python "${exp_root}/merge_adapter.py" \
--base_model_name="${base_model_path}" \
--model_name="${model_sft_lora_path}" \
--merged_model_name="${model_sft_full_path}"
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