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@@ -103,14 +103,14 @@ pip install -r requirements.txt
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  ### 3.Batch Inference
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  ```bash
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- transformer_path = "Skywork/Unipic3-DMD/ema_transformer"
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  python -m torch.distributed.launch --nproc_per_node=1 --master_port 29501 --use_env \
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  qwen_image_edit_fast/batch_inference.py \
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  --jsonl_path data/val.jsonl \
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  --output_dir work_dirs/output \
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  --distributed \
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- --num_inference_steps 4 \
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  --true_cfg_scale 4.0 \
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  --transformer transformer_path \
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  --skip_existing
@@ -131,7 +131,9 @@ If you use Skywork-UniPic in your research, please cite:
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  primaryClass={cs.CV},
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  url={https://arxiv.org/abs/2508.03320},
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  }
 
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  @misc{wei2025skyworkunipic20building,
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  title={Skywork UniPic 2.0: Building Kontext Model with Online RL for Unified Multimodal Model},
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  author={Hongyang Wei and Baixin Xu and Hongbo Liu and Cyrus Wu and Jie Liu and Yi Peng and Peiyu Wang and Zexiang Liu and Jingwen He and Yidan Xietian and Chuanxin Tang and Zidong Wang and Yichen Wei and Liang Hu and Boyi Jiang and William Li and Ying He and Yang Liu and Xuchen Song and Eric Li and Yahui Zhou},
 
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  ### 3.Batch Inference
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  ```bash
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+ transformer_path = "Skywork/Unipic3"
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  python -m torch.distributed.launch --nproc_per_node=1 --master_port 29501 --use_env \
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  qwen_image_edit_fast/batch_inference.py \
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  --jsonl_path data/val.jsonl \
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  --output_dir work_dirs/output \
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  --distributed \
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+ --num_inference_steps 50 \
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  --true_cfg_scale 4.0 \
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  --transformer transformer_path \
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  --skip_existing
 
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  primaryClass={cs.CV},
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  url={https://arxiv.org/abs/2508.03320},
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  }
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+ ```
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+ ```
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  @misc{wei2025skyworkunipic20building,
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  title={Skywork UniPic 2.0: Building Kontext Model with Online RL for Unified Multimodal Model},
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  author={Hongyang Wei and Baixin Xu and Hongbo Liu and Cyrus Wu and Jie Liu and Yi Peng and Peiyu Wang and Zexiang Liu and Jingwen He and Yidan Xietian and Chuanxin Tang and Zidong Wang and Yichen Wei and Liang Hu and Boyi Jiang and William Li and Ying He and Yang Liu and Xuchen Song and Eric Li and Yahui Zhou},