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set -x
python3 -m verl.trainer.main_ppo \
algorithm.adv_estimator=gae \
data.train_files=$HOME/data/gsm8k/train.parquet \
data.val_files=$HOME/data/gsm8k/test.parquet \
data.train_batch_size=1024 \
data.max_prompt_length=512 \
data.max_response_length=512 \
data.filter_overlong_prompts=True \
data.truncation='error' \
actor_rollout_ref.model.path=deepseek-ai/deepseek-llm-7b-chat \
actor_rollout_ref.actor.optim.lr=1e-6 \
actor_rollout_ref.model.use_remove_padding=True \
actor_rollout_ref.actor.ppo_mini_batch_size=256 \
actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=32 \
actor_rollout_ref.actor.ulysses_sequence_parallel_size=2 \
actor_rollout_ref.model.enable_gradient_checkpointing=True \
actor_rollout_ref.actor.fsdp_config.param_offload=False \
actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
actor_rollout_ref.actor.use_kl_loss=False \
actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=64 \
actor_rollout_ref.rollout.tensor_model_parallel_size=4 \
actor_rollout_ref.rollout.name=vllm \
actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
critic.optim.lr=1e-5 \
critic.ulysses_sequence_parallel_size=2 \
critic.model.use_remove_padding=True \
critic.model.path=deepseek-ai/deepseek-llm-7b-chat \
critic.model.enable_gradient_checkpointing=True \
critic.ppo_micro_batch_size_per_gpu=64 \
critic.model.fsdp_config.param_offload=False \
critic.model.fsdp_config.optimizer_offload=False \
algorithm.use_kl_in_reward=False \
trainer.critic_warmup=0 \
trainer.logger=['console','wandb'] \
trainer.project_name='verl_example_gsm8k' \
trainer.experiment_name='deepseek_llm_7b_function_rm_sp2' \
trainer.n_gpus_per_node=8 \
trainer.nnodes=1 \
trainer.save_freq=-1 \
trainer.test_freq=5 \
trainer.total_epochs=15 $@
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