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offline_dpo_llama3_8b_ultrafeedback.sh
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# Copyright 2024 Garena Online Private Limited
#
# 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.
deepspeed --module oat.experiment.offline \
--gradient-checkpointing \
--flash-attn \
--rnd-seed \
--dap-algo DPO \
--pretrain meta-llama/Meta-Llama-3-8B-Instruct \
--apply-chat-template \
--ref-offload \
--zero-stage 3 \
--beta 0.01 \
--preference_data princeton-nlp/llama3-ultrafeedback-armorm \
--max-train 99999 \
--prompt_max_length 1800 \
--generate_max_length 1000 \
--save_steps 100 \
--input_key prompt \
--chosen_key chosen \
--rejected_key rejected \
--train_split train \
--train_batch_size 128 \
--use-wb \
--wb-run-name llama3_8b_offline_dpo