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@@ -66,7 +66,7 @@ pip install "vllm>=0.11.0"
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  pip install qwen-vl-utils==0.0.14
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  ```
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- We Provide an example code running ETCHR on [DL3DV-2K Benchmark](https://huggingface.co/datasets/internlm/DL3DV-2k) in ```[Evaluation/inference_dl3dv.py](https://github.com/InternLM/ETCHR/blob/master/Evaluation/inference_dl3dv.py)```, you can start the evaluation with the following two steps:
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  **Step 1:** start a VLLM server for an understanding model (eg. Qwen3-VL-8B, Kimi K2.5, ...).
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  ```bash
@@ -103,4 +103,11 @@ Our work is based on [FLUX.2-klein-base-9B](https://huggingface.co/black-forest-
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  If you find this project useful, please kindly cite:
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  ```
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  ```
 
 
 
 
 
 
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  ---
 
 
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  pip install qwen-vl-utils==0.0.14
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  ```
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+ We Provide an example code running ETCHR on [DL3DV-2K Benchmark](https://huggingface.co/datasets/internlm/DL3DV-2k) in [Evaluation/inference_dl3dv.py](https://github.com/InternLM/ETCHR/blob/master/Evaluation/inference_dl3dv.py), you can start the evaluation with the following two steps:
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  **Step 1:** start a VLLM server for an understanding model (eg. Qwen3-VL-8B, Kimi K2.5, ...).
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  ```bash
 
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  If you find this project useful, please kindly cite:
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  ```
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  ```
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+ ## ❤️ Acknowledgement
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+ The base model is [FLUX.2-klein-base-9B](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B), a powerful image-to-image model.
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+ The work is built upon <a href="https://github.com/modelscope/DiffSynth-Studio">DiffSynth-Studio</a > and <a href="https://github.com/CodeGoat24/Pref-GRPO">Pref-GRPO</a >, two excellent codebases for Diffusion models training!
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  ---
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