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# with padding_free: 4 * 53GiB, 3.55s/it
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# without padding_free: 4 * 62GiB 4.41s/it
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PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
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CUDA_VISIBLE_DEVICES=0,1,2,3 \
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NPROC_PER_NODE=4 \
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MAX_PIXELS=1003520 \
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swift rlhf \
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--rlhf_type dpo \
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--model Qwen/Qwen2.5-VL-7B-Instruct \
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--dataset 'swift/RLAIF-V-Dataset#20000' \
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--load_from_cache_file true \
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--split_dataset_ratio 0.01 \
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--tuner_type full \
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--torch_dtype bfloat16 \
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--num_train_epochs 1 \
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--per_device_train_batch_size 4 \
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--per_device_eval_batch_size 4 \
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--learning_rate 1e-5 \
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--freeze_vit true \
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--freeze_aligner true \
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--gradient_accumulation_steps 1 \
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--eval_steps 100 \
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--save_steps 100 \
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--save_total_limit 2 \
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--deepspeed zero3 \
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--logging_steps 5 \
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--max_length 4096 \
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--output_dir output \
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--warmup_ratio 0.05 \
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--dataloader_num_workers 4 \
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--dataset_num_proc 4 \
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--attn_impl flash_attn \
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--save_only_model true \
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--rpo_alpha 0.1 \
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--padding_free true
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@@ -0,0 +1,31 @@
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# Supported multimodal models reference:
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# https://github.com/modelscope/ms-swift/blob/main/examples/train/packing/qwen2_5_vl.sh
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# without padding_free: 4 * 60GiB, 26h
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# padding_free: 4 * 44GiB, 13h
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NPROC_PER_NODE=4 \
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CUDA_VISIBLE_DEVICES=0,1,2,3 \
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swift sft \
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--model Qwen/Qwen2.5-7B \
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--tuner_type full \
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--dataset 'liucong/Chinese-DeepSeek-R1-Distill-data-110k-SFT' \
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--load_from_cache_file true \
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--split_dataset_ratio 0.01 \
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--torch_dtype bfloat16 \
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--per_device_train_batch_size 8 \
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--per_device_eval_batch_size 8 \
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--learning_rate 1e-5 \
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--gradient_accumulation_steps 1 \
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--eval_steps 200 \
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--save_steps 200 \
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--logging_steps 5 \
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--max_length 8192 \
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--warmup_ratio 0.05 \
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--dataloader_num_workers 8 \
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--dataset_num_proc 8 \
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--save_total_limit 2 \
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--save_only_model true \
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--output_dir output/Qwen2.5-7B \
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--deepspeed zero3 \
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--use_liger_kernel true \
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--attn_impl flash_attn \
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--padding_free true
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