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655cd53 310ed04 655cd53 | 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 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 | #!/usr/bin/env bash
#
# Copyright 2023-2024 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.
# ==============================================================================
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="${LOGLEVEL:-WARNING}"
export WANDB_MODE=online
export WANDB_ENTITY="alelab"
MODEL_NAME_OR_PATH="huggyllama/llama-7b"
timestamp="$(date +%Y%m%d-%H%M%S)"
unset HOSTFILE
ZERO_STAGE=0
OFFLOAD="none"
SAFE_SFT=False
# GRIDSEARCH PARAMS
SAFETY_RATIO_TOL=10
RESILIENT_COEFF=1
LEARNING_RATE=1e-4
NUM_SAFETY_SAMPLES="100"
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#*=}"
;;
--hostfile)
HOSTFILE="$1"
shift
;;
--hostfile=*)
HOSTFILE="${arg#*=}"
;;
--zero_stage)
ZERO_STAGE="$1"
shift
;;
--zero_stage=*)
ZERO_STAGE="${arg#*=}"
;;
--offload)
OFFLOAD="$1"
shift
;;
--offload=*)
OFFLOAD="${arg#*=}"
;;
--safety_ratio_tol)
SAFETY_RATIO_TOL="$1"
shift
;;
--safety_ratio_tol=*)
SAFETY_RATIO_TOL="${arg#*=}"
;;
--resilient_coeff)
RESILIENT_COEFF="$1"
shift
;;
--resilient_coeff=*)
RESILIENT_COEFF="${arg#*=}"
;;
--learning_rate)
LEARNING_RATE="$1"
shift
;;
--learning_rate=*)
LEARNING_RATE="${arg#*=}"
;;
--safe_sft)
SAFE_SFT="$1"
shift
;;
--safe_sft=*)
SAFE_SFT="${arg#*=}"
;;
--num_safety_samples)
NUM_SAFETY_SAMPLES="$1"
shift
;;
--num_safety_samples=*)
NUM_SAFETY_SAMPLES="${arg#*=}"
;;
*)
echo "Unknown parameter passed: '${arg}'" >&2
exit 1
;;
esac
done
OUTPUT_DIR="${ROOT_DIR}/output/sft-safe/${NUM_SAFETY_SAMPLES}/run-${SAFE_SFT}-${NUM_SAFETY_SAMPLES}-${RESILIENT_COEFF}-${SAFETY_RATIO_TOL}"
mkdir -p "${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"
export WANDB_API_KEY="6a71e7fad84fe1aa8f6ccaa01e4e02fcf4c7ffb4"
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 $NF }' | sort -u) |
shuf | head -n 1
)"
DEEPSPEED_ARGS=()
if [[ -n "${HOSTFILE+x}" ]]; then
DEEPSPEED_ARGS+=("--hostfile" "${HOSTFILE}")
fi
DEEPSPEED_ARGS+=("--master_port" "${MASTER_PORT}")
exec 1> >(tee "${OUTPUT_DIR}/stdout.log" >&1) 2> >(tee "${OUTPUT_DIR}/stderr.log" >&2)
echo "--------- Environment sanity check ---------"
echo "shell: $0 running under bash $BASH_VERSION"
echo "conda env: ${CONDA_DEFAULT_ENV:-<none>}"
echo "python: $(which python)"
python - <<'PY'
import sys, os
print("sys.executable :", sys.executable)
print("python version :", sys.version.split()[0])
print("CONDA_PREFIX :", os.environ.get("CONDA_PREFIX"))
PY
echo "deepspeed: $(command -v deepspeed)"
echo "--------------------------------------------"
CUDA_VISIBLE_DEVICES=0,1 deepspeed "${DEEPSPEED_ARGS[@]}" \
--module safe_rlhf.algorithms.safe_ft \
--train_datasets "SAFE-ALPACA/${NUM_SAFETY_SAMPLES}" \
--model_name_or_path "${MODEL_NAME_OR_PATH}" \
--cache_dir "${ROOT_DIR}/cache/sft-${NUM_SAFETY_SAMPLES}" \
--safe_sft "${SAFE_SFT}" \
--max_length 1024 \
--trust_remote_code True \
--epochs 6 \
--per_device_train_batch_size 4 \
--per_device_eval_batch_size 4 \
--gradient_accumulation_steps 32 \
--gradient_checkpointing \
--learning_rate "${LEARNING_RATE}" \
--lr_scheduler_type cosine \
--lr_warmup_ratio 0.03 \
--weight_decay 0.0 \
--seed 42 \
--output_dir "${OUTPUT_DIR}" \
--log_type wandb \
--log_project SAFE-SFT-v3 \
--zero_stage "${ZERO_STAGE}" \
--offload "${OFFLOAD}" \
--safety_ratio_tol "${SAFETY_RATIO_TOL}" \
--resilient_coeff "${RESILIENT_COEFF}" \
--lora_r "4" \
--lora_alpha "16" \
--lora_dropout "0.05" \
--bf16 False \
--fp16 True \
--tf32 True
|