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@@ -106,6 +106,19 @@ python inference.py \
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  --qwen_model_path "Qwen/Qwen3-8B"
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  ```
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  ### 💻 Gradio Web UI
 
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  --qwen_model_path "Qwen/Qwen3-8B"
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  ```
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+ If you are running on a GPU with limited memory, you can use `inference_offload.py` to offload some components to the CPU:
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+
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+ ```bash
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+ python inference_offload.py \
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+ --prompt "Urban Canvas Street Art Expo poster with bold graffiti-style lettering and dynamic colorful splashes" \
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+ --enable_recap \
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+ --num_inference_steps 28 \
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+ --guidance_scale 3.5 \
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+ --seed 42 \
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+ --pipeline_path "black-forest-labs/FLUX.1-dev" \
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+ --custom_transformer_path "PosterCraft/PosterCraft-v1_RL" \
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+ --qwen_model_path "Qwen/Qwen3-8B"
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+ ```
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  ### 💻 Gradio Web UI