script.sh

#!/usr/bin/env bash
#
# Copyright 2023 PKU-Alignment Team. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
export WANDB_API_KEY="f6021dca133c93e80a7dae4620bd335d4d08cac6"

if [ -z "${BASH_VERSION}" ]; then
	echo "Please use bash to run this script." >&2
	exit 1
fi

set -x

SCRIPT_DIR="$(cd "$(dirname "$0")" &>/dev/null && pwd)"
ROOT_DIR="$(dirname "${SCRIPT_DIR}")"
export PYTHONPATH="${ROOT_DIR}${PYTHONPATH:+:${PYTHONPATH}}"
export LOGLEVEL="${LOGLEVEL:-WARNING}"

MODEL_NAME_OR_PATH="output/llama-7b/sft"
OUTPUT_DIR="${ROOT_DIR}/output/harmless/rm"
DATASET_PATH="PKU-SafeRLHF-harmless-only-30k"
ZERO_STAGE=3
while [[ "$#" -gt 0 ]]; do
	arg="$1"
	shift
	case "${arg}" in
		--model_name_or_path)
			MODEL_NAME_OR_PATH="$1"
			shift
			;;
		--model_name_or_path=*)
			MODEL_NAME_OR_PATH="${arg#*=}"
			;;
		--output_dir)
			OUTPUT_DIR="$1"
			shift
			;;
		--output_dir=*)
			OUTPUT_DIR="${arg#*=}"
			;;
		--zero_stage)
			ZERO_STAGE="$1"
			shift
			;;
		--zero_stage=*)
			ZERO_STAGE="${arg#*=}"
			;;
		--dataset_path)
			DATASET_PATH="$1"
			shift
			;;
		*)
			echo "Unknown parameter passed: '${arg}'" >&2
			exit 1
			;;
	esac
done

mkdir -p "${OUTPUT_DIR}"
OUTPUT_DIR="$(cd "${OUTPUT_DIR}" &>/dev/null && pwd)"
if [[ ! -f "${OUTPUT_DIR}/.gitignore" ]]; then
	echo '*' >"${OUTPUT_DIR}/.gitignore"
fi

cp -f "$0" "${OUTPUT_DIR}/script.sh"

if [[ -z "${WANDB_API_KEY}" ]]; then
	export WANDB_MODE="offline"
fi

MASTER_PORT_START=10000
MASTER_PORT_END=65535
MASTER_PORT="$(
	comm -23 \
		<(seq "${MASTER_PORT_START}" "${MASTER_PORT_END}" | sort) \
		<(ss -Htan | awk '{ print $4 }' | awk -F ':' '{ print $NF }' | sort -u) |
		shuf | head -n 1
)"

exec 1> >(tee "${OUTPUT_DIR}/stdout.log" >&1) 2> >(tee "${OUTPUT_DIR}/stderr.log" >&2)

deepspeed --num_nodes=1 --num_gpus=4 \
	--master_port "${MASTER_PORT}" \
	--module safe_rlhf.values.reward \
	--train_datasets PKU-SafeRLHF/train:1.0:"${DATASET_PATH}" \
	--eval_datasets PKU-SafeRLHF/test \
	--model_name_or_path "${MODEL_NAME_OR_PATH}" \
	--max_length 512 \
	--trust_remote_code True \
	--loss_type sequence-wise \
	--epochs 2 \
	--per_device_train_batch_size 16 \
	--per_device_eval_batch_size 16 \
	--gradient_accumulation_steps 2 \
	--gradient_checkpointing \
	--normalize_score_during_training False \
	--normalizer_type ExponentialMovingAverage \
	--normalizer_momentum 0.9 \
	--learning_rate 2e-5 \
	--lr_scheduler_type cosine \
	--lr_warmup_ratio 0.03 \
	--weight_decay 0.1 \
	--seed 42 \
	--eval_strategy epoch \
	--output_dir "${OUTPUT_DIR}" \
	--log_type wandb \
	--log_project Safe-RLHF-RM \
	--zero_stage "${ZERO_STAGE}" \
	--bf16 True \
	--tf32 True