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8gpu_online_dpo_pythia_1b_tldr_gpt_judge.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.
python -m oat.experiment.main \
--flash-attn \
--gradient-checkpointing \
--rnd-seed \
--gpus 8 \
--dap-algo DPO \
--beta 0.1 \
--preference-oracle gpt-4o-mini-2024-07-18 \
--pretrain trl-lib/pythia-1b-deduped-tldr-sft \
--prompt-data lkevinzc/tldr-with-sft-reference \
--input-key prompt \
--output-key pythia-1b-reference \
--sync-params-every 1 \
--max-train 50000 \
--generate-max-length 53 \
--train-batch-size 128 \
--rollout-batch-size 128 \
--rollout-batch-size-per-device 32 \
--pi-buffer-maxlen-per-device 32 \
--train-batch-size-per-device 8 \
--eval-steps 20 \
--use-wb \
--wb-run-name 1b_gpt_4o_mini_dpo_online