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Browse files- README.md +40 -3
- adapter_config.json +38 -0
- adapter_model.safetensors +3 -0
README.md
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---
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---
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base_model: stabilityai/stable-diffusion-3.5-medium
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library_name: peft
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---
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# Model Card for Model ID
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<!-- Provide a quick summary of what the model is/does. -->
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This model is trained using Flow-GRPO with LoRA. We provide only the LoRA weights here, so you will need to download the SD 3.5 Medium base model first.
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## Model Details
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### Model Sources
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<!-- Provide the basic links for the model. -->
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- **Repository:** https://github.com/yifan123/flow_grpo
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- **Paper:** https://www.arxiv.org/pdf/2505.05470
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## Uses
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```python
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import torch
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from diffusers import StableDiffusion3Pipeline
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from diffusers.schedulers import FlowMatchEulerDiscreteScheduler
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from peft import PeftModel
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model_id = "stabilityai/stable-diffusion-3.5-medium"
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lora_ckpt_path = "jieliu/SD3.5M-FlowGRPO-GenEval"
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device = "cuda"
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pipe = StableDiffusion3Pipeline.from_pretrained(model_id, torch_dtype=torch.float16)
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pipe.transformer = PeftModel.from_pretrained(pipe.transformer, lora_ckpt_path)
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pipe.transformer = pipe.transformer.merge_and_unload()
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pipe = pipe.to(device)
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prompt = 'a photo of a black kite and a green bear'
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image = pipe(prompt, height=512, width=512, num_inference_steps=40,guidance_scale=4.5).images[0]
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image.save(f"flow_grpo.png")
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```
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": {
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"base_model_class": "SD3Transformer2DModel",
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"parent_library": "diffusers.models.transformers.transformer_sd3"
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},
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"base_model_name_or_path": null,
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": "gaussian",
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 64,
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"lora_dropout": 0.0,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 32,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"attn.add_v_proj",
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"attn.to_add_out",
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"attn.to_k",
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"attn.add_q_proj",
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"attn.to_v",
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"attn.to_q",
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"attn.add_k_proj",
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"attn.to_out.0"
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],
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"task_type": null,
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:5540d6bb1ebea944a6efa26ff529bbbeb303b2112ab43d090317229e615a3f04
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size 75156544
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