Zimage lora support issue too

### Describe the bug

diffusers\loaders\lora_pipeline.py", line 5475, in lora_state_dict
state_dict = _convert_non_diffusers_z_image_lora_to_diffusers(state_dict)
File "C:\Users\whr_u\anaconda3\envs\DBtrain\lib\site-packages\diffusers\loaders\lora_conversion_utils.py", line 2628, in _convert_non_diffusers_z_image_lora_to_diffusers
raise ValueError(f"`state_dict` should be empty at this point but has {state_dict.keys()=}")
ValueError: `state_dict` should be empty at this point but has state_dict.keys()=dict_keys(['layers.0.adaLN_modulation.0.alpha', 'layers.0.adaLN_modulation.0.lokr_w1', 'layers.0.adaLN_modulation.0.lokr_w2', 'layers.0.attention.to_k.alpha', 'layers.0.attention.to_k.lokr_w1', 'layers.0.attention.to_k.lokr_w2', 'layers.0.attention.to_out.0.alpha', 'layers.0.attention.to_out.0.lokr_w1', 'layers.0.attention.to_out.0.lokr_w2', 'layers.0.attention.to_q.alpha', 'layers.0.attention.to_q.lokr_w1', 'layers.0.attention.to_q.lokr_w2', 'layers.0.attention.to_v.alpha', 'layers.0.attention.to_v.lokr_w1', 'layers.0.attention.to_v.lokr_w2', 'layers.0.feed_forward.w1.alpha', 'layers.0.feed_forward.w1.lokr_w1', 'layers.0.feed_forward.w1.lokr_w2', 'layers.0.feed_forward.w2.alpha', 'layers.0.feed_forward.w2.lokr_w1', 'layers.0.feed_forward.w2.lokr_w2', 'layers.0.feed_forward.w3.alpha', 'layers.0.feed_forward.w3.lokr_w1', 'layers.0.feed_forward.w3.lokr_w2', 'layers.1.adaLN_modulation.0.alpha', 'layers.1.adaLN_modulation.0.lokr_w1', 'layers.1.adaLN_modulation.0.lokr_w2', 'layers.1.attention.to_k.alpha', 'layers.1.attention.to_k.lokr_w1', 'layers.1.attention.to_k.lokr_w2', 'layers.1.attention.to_out.0.alpha', 'layers.1.attention.to_out.0.lokr_w1', 'layers.1.attention.to_out.0.lokr_w2', 'layers.1.attention.to_q.alpha', 'layers.1.attention.to_q.lokr_w1', 'layers.1.attention.to_q.lokr_w2', 'layers.1.attention.to_v.alpha', 'layers.1.attention.to_v.lokr_w1', 'layers.1.attention.to_v.lokr_w2', 'layers.1.feed_forward.w1.alpha', 'layers.1.feed_forward.w1.lokr_w1', 'layers.1.feed_forward.w1.lokr_w2', 'layers.1.feed_forward.w2.alpha', 'layers.1.feed_forward.w2.lokr_w1', 'layers.1.feed_forward.w2.lokr_w2', 'layers.1.feed_forward.w3.alpha', 'layers.1.feed_forward.w3.lokr_w1', 'layers.1.feed_forward.w3.lokr_w2', 'layers.10.adaLN_modulation.0.alpha', 'layers.10.adaLN_modulation.0.lokr_w1', 'layers.10.adaLN_modulation.0.lokr_w2', 'layers.10.attention.to_k.alpha', 'layers.10.attention.to_k.lokr_w1', 'layers.10.attention.to_k.lokr_w2', 'layers.10.attention.to_out.0.alpha', 'layers.10.attention.to_out.0.lokr_w1', 'layers.10.attention.to_out.0.lokr_w2', 'layers.10.attention.to_q.alpha', 'layers.10.attention.to_q.lokr_w1', 'layers.10.attention.to_q.lokr_w2', 'layers.10.attention.to_v.alpha', 'layers.10.attention.to_v.lokr_w1', 'layers.10.attention.to_v.lokr_w2', 'layers.10.feed_forward.w1.alpha', 'layers.10.feed_forward.w1.lokr_w1', 'layers.10.feed_forward.w1.lokr_w2', 'layers.10.feed_forward.w2.alpha', 'layers.10.feed_forward.w2.lokr_w1', 'layers.10.feed_forward.w2.lokr_w2', 'layers.10.feed_forward.w3.alpha', 'layers.10.feed_forward.w3.lokr_w1', 'layers.10.feed_forward.w3.lokr_w2', 'layers.11.adaLN_modulation.0.alpha', 'layers.11.adaLN_modulation.0.lokr_w1', 'layers.11.adaLN_modulation.0.lokr_w2', 'layers.11.attention.to_k.alpha', 'layers.11.attention.to_k.lokr_w1', 'layers.11.attention.to_k.lokr_w2', 'layers.11.attention.to_out.0.alpha', 'layers.11.attention.to_out.0.lokr_w1', 'layers.11.attention.to_out.0.lokr_w2', 'layers.11.attention.to_q.alpha', 'layers.11.attention.to_q.lokr_w1', 'layers.11.attention.to_q.lokr_w2', 'layers.11.attention.to_v.alpha', 'layers.11.attention.to_v.lokr_w1', 'layers.11.attention.to_v.lokr_w2', 'layers.11.feed_forward.w1.alpha', 'layers.11.feed_forward.w1.lokr_w1', 'layers.11.feed_forward.w1.lokr_w2', 'layers.11.feed_forward.w2.alpha', 'layers.11.feed_forward.w2.lokr_w1', 'layers.11.feed_forward.w2.lokr_w2', 'layers.11.feed_forward.w3.alpha', 'layers.11.feed_forward.w3.lokr_w1', 'layers.11.feed_forward.w3.lokr_w2', 'layers.12.adaLN_modulation.0.alpha', 'layers.12.adaLN_modulation.0.lokr_w1', 'layers.12.adaLN_modulation.0.lokr_w2', 'layers.12.attention.to_k.alpha', 'layers.12.attention.to_k.lokr_w1', 'layers.12.attention.to_k.lokr_w2', 'layers.12.attention.to_out.0.alpha', 'layers.12.attention.to_out.0.lokr_w1', 'layers.12.attention.to_out.0.lokr_w2', 'layers.12.attention.to_q.alpha', 'layers.12.attention.to_q.lokr_w1', 'layers.12.attention.to_q.lokr_w2', 'layers.12.attention.to_v.alpha', 'layers.12.attention.to_v.lokr_w1', 'layers.12.attention.to_v.lokr_w2', 'layers.12.feed_forward.w1.alpha', 'layers.12.feed_forward.w1.lokr_w1', 'layers.12.feed_forward.w1.lokr_w2', 'layers.12.feed_forward.w2.alpha', 'layers.12.feed_forward.w2.lokr_w1', 'layers.12.feed_forward.w2.lokr_w2', 'layers.12.feed_forward.w3.alpha', 'layers.12.feed_forward.w3.lokr_w1', 'layers.12.feed_forward.w3.lokr_w2', 'layers.13.adaLN_modulation.0.alpha', 'layers.13.adaLN_modulation.0.lokr_w1', 'layers.13.adaLN_modulation.0.lokr_w2', 'layers.13.attention.to_k.alpha', 'layers.13.attention.to_k.lokr_w1', 'layers.13.attention.to_k.lokr_w2', 'layers.13.attention.to_out.0.alpha', 'layers.13.attention.to_out.0.lokr_w1', 'layers.13.attention.to_out.0.lokr_w2', 'layers.13.attention.to_q.alpha', 'layers.13.attention.to_q.lokr_w1', 'layers.13.attention.to_q.lokr_w2', 'layers.13.attention.to_v.alpha', 'layers.13.attention.to_v.lokr_w1', 'layers.13.attention.to_v.lokr_w2', 'layers.13.feed_forward.w1.alpha', 'layers.13.feed_forward.w1.lokr_w1', 'layers.13.feed_forward.w1.lokr_w2', 'layers.13.feed_forward.w2.alpha', 'layers.13.feed_forward.w2.lokr_w1', 'layers.13.feed_forward.w2.lokr_w2', 'layers.13.feed_forward.w3.alpha', 'layers.13.feed_forward.w3.lokr_w1', 'layers.13.feed_forward.w3.lokr_w2', 'layers.14.adaLN_modulation.0.alpha', 'layers.14.adaLN_modulation.0.lokr_w1', 'layers.14.adaLN_modulation.0.lokr_w2', 'layers.14.attention.to_k.alpha', 'layers.14.attention.to_k.lokr_w1', 'layers.14.attention.to_k.lokr_w2', 'layers.14.attention.to_out.0.alpha', 'layers.14.attention.to_out.0.lokr_w1', 'layers.14.attention.to_out.0.lokr_w2', 'layers.14.attention.to_q.alpha', 'layers.14.attention.to_q.lokr_w1', 'layers.14.attention.to_q.lokr_w2', 'layers.14.attention.to_v.alpha', 'layers.14.attention.to_v.lokr_w1', 'layers.14.attention.to_v.lokr_w2', 'layers.14.feed_forward.w1.alpha', 'layers.14.feed_forward.w1.lokr_w1', 'layers.14.feed_forward.w1.lokr_w2', 'layers.14.feed_forward.w2.alpha', 'layers.14.feed_forward.w2.lokr_w1', 'layers.14.feed_forward.w2.lokr_w2', 'layers.14.feed_forward.w3.alpha', 'layers.14.feed_forward.w3.lokr_w1', 'layers.14.feed_forward.w3.lokr_w2', 'layers.15.adaLN_modulation.0.alpha', 'layers.15.adaLN_modulation.0.lokr_w1', 'layers.15.adaLN_modulation.0.lokr_w2', 'layers.15.attention.to_k.alpha', 'layers.15.attention.to_k.lokr_w1', 'layers.15.attention.to_k.lokr_w2', 'layers.15.attention.to_out.0.alpha', 'layers.15.attention.to_out.0.lokr_w1', 'layers.15.attention.to_out.0.lokr_w2', 'layers.15.attention.to_q.alpha', 'layers.15.attention.to_q.lokr_w1', 'layers.15.attention.to_q.lokr_w2', 'layers.15.attention.to_v.alpha', 'layers.15.attention.to_v.lokr_w1', 'layers.15.attention.to_v.lokr_w2', 'layers.15.feed_forward.w1.alpha', 'layers.15.feed_forward.w1.lokr_w1', 'layers.15.feed_forward.w1.lokr_w2', 'layers.15.feed_forward.w2.alpha', 'layers.15.feed_forward.w2.lokr_w1', 'layers.15.feed_forward.w2.lokr_w2', 'layers.15.feed_forward.w3.alpha', 'layers.15.feed_forward.w3.lokr_w1', 'layers.15.feed_forward.w3.lokr_w2', 'layers.16.adaLN_modulation.0.alpha', 'layers.16.adaLN_modulation.0.lokr_w1', 'layers.16.adaLN_modulation.0.lokr_w2', 'layers.16.attention.to_k.alpha', 'layers.16.attention.to_k.lokr_w1', 'layers.16.attention.to_k.lokr_w2', 'layers.16.attention.to_out.0.alpha', 'layers.16.attention.to_out.0.lokr_w1', 'layers.16.attention.to_out.0.lokr_w2', 'layers.16.attention.to_q.alpha', 'layers.16.attention.to_q.lokr_w1', 'layers.16.attention.to_q.lokr_w2', 'layers.16.attention.to_v.alpha', 'layers.16.attention.to_v.lokr_w1', 'layers.16.attention.to_v.lokr_w2', 'layers.16.feed_forward.w1.alpha', 'layers.16.feed_forward.w1.lokr_w1', 'layers.16.feed_forward.w1.lokr_w2', 'layers.16.feed_forward.w2.alpha', 'layers.16.feed_forward.w2.lokr_w1', 'layers.16.feed_forward.w2.lokr_w2', 'layers.16.feed_forward.w3.alpha', 'layers.16.feed_forward.w3.lokr_w1', 'layers.16.feed_forward.w3.lokr_w2', 'layers.17.adaLN_modulation.0.alpha', 'layers.17.adaLN_modulation.0.lokr_w1', 'layers.17.adaLN_modulation.0.lokr_w2', 'layers.17.attention.to_k.alpha', 'layers.17.attention.to_k.lokr_w1', 'layers.17.attention.to_k.lokr_w2', 'layers.17.attention.to_out.0.alpha', 'layers.17.attention.to_out.0.lokr_w1', 'layers.17.attention.to_out.0.lokr_w2', 'layers.17.attention.to_q.alpha', 'layers.17.attention.to_q.lokr_w1', 'layers.17.attention.to_q.lokr_w2', 'layers.17.attention.to_v.alpha', 'layers.17.attention.to_v.lokr_w1', 'layers.17.attention.to_v.lokr_w2', 'layers.17.feed_forward.w1.alpha', 'layers.17.feed_forward.w1.lokr_w1', 'layers.17.feed_forward.w1.lokr_w2', 'layers.17.feed_forward.w2.alpha', 'layers.17.feed_forward.w2.lokr_w1', 'layers.17.feed_forward.w2.lokr_w2', 'layers.17.feed_forward.w3.alpha', 'layers.17.feed_forward.w3.lokr_w1', 'layers.17.feed_forward.w3.lokr_w2', 'layers.18.adaLN_modulation.0.alpha', 'layers.18.adaLN_modulation.0.lokr_w1', 'layers.18.adaLN_modulation.0.lokr_w2', 'layers.18.attention.to_k.alpha', 'layers.18.attention.to_k.lokr_w1', 'layers.18.attention.to_k.lokr_w2', 'layers.18.attention.to_out.0.alpha', 'layers.18.attention.to_out.0.lokr_w1', 'layers.18.attention.to_out.0.lokr_w2', 'layers.18.attention.to_q.alpha', 'layers.18.attention.to_q.lokr_w1', 'layers.18.attention.to_q.lokr_w2', 'layers.18.attention.to_v.alpha', 'layers.18.attention.to_v.lokr_w1', 'layers.18.attention.to_v.lokr_w2', 'layers.18.feed_forward.w1.alpha', 'layers.18.feed_forward.w1.lokr_w1', 'layers.18.feed_forward.w1.lokr_w2', 'layers.18.feed_forward.w2.alpha', 'layers.18.feed_forward.w2.lokr_w1', 'layers.18.feed_forward.w2.lokr_w2', 'layers.18.feed_forward.w3.alpha', 'layers.18.feed_forward.w3.lokr_w1', 'layers.18.feed_forward.w3.lokr_w2', 'layers.19.adaLN_modulation.0.alpha', 'layers.19.adaLN_modulation.0.lokr_w1', 'layers.19.adaLN_modulation.0.lokr_w2', 'layers.19.attention.to_k.alpha', 'layers.19.attention.to_k.lokr_w1', 'layers.19.attention.to_k.lokr_w2', 'layers.19.attention.to_out.0.alpha', 'layers.19.attention.to_out.0.lokr_w1', 'layers.19.attention.to_out.0.lokr_w2', 'layers.19.attention.to_q.alpha', 'layers.19.attention.to_q.lokr_w1', 'layers.19.attention.to_q.lokr_w2', 'layers.19.attention.to_v.alpha', 'layers.19.attention.to_v.lokr_w1', 'layers.19.attention.to_v.lokr_w2', 'layers.19.feed_forward.w1.alpha', 'layers.19.feed_forward.w1.lokr_w1', 'layers.19.feed_forward.w1.lokr_w2', 'layers.19.feed_forward.w2.alpha', 'layers.19.feed_forward.w2.lokr_w1', 'layers.19.feed_forward.w2.lokr_w2', 'layers.19.feed_forward.w3.alpha', 'layers.19.feed_forward.w3.lokr_w1', 'layers.19.feed_forward.w3.lokr_w2', 'layers.2.adaLN_modulation.0.alpha', 'layers.2.adaLN_modulation.0.lokr_w1', 'layers.2.adaLN_modulation.0.lokr_w2', 'layers.2.attention.to_k.alpha', 'layers.2.attention.to_k.lokr_w1', 'layers.2.attention.to_k.lokr_w2', 'layers.2.attention.to_out.0.alpha', 'layers.2.attention.to_out.0.lokr_w1', 'layers.2.attention.to_out.0.lokr_w2', 'layers.2.attention.to_q.alpha', 'layers.2.attention.to_q.lokr_w1', 'layers.2.attention.to_q.lokr_w2', 'layers.2.attention.to_v.alpha', 'layers.2.attention.to_v.lokr_w1', 'layers.2.attention.to_v.lokr_w2', 'layers.2.feed_forward.w1.alpha', 'layers.2.feed_forward.w1.lokr_w1', 'layers.2.feed_forward.w1.lokr_w2', 'layers.2.feed_forward.w2.alpha', 'layers.2.feed_forward.w2.lokr_w1', 'layers.2.feed_forward.w2.lokr_w2', 'layers.2.feed_forward.w3.alpha', 'layers.2.feed_forward.w3.lokr_w1', 'layers.2.feed_forward.w3.lokr_w2', 'layers.20.adaLN_modulation.0.alpha', 'layers.20.adaLN_modulation.0.lokr_w1', 'layers.20.adaLN_modulation.0.lokr_w2', 'layers.20.attention.to_k.alpha', 'layers.20.attention.to_k.lokr_w1', 'layers.20.attention.to_k.lokr_w2', 'layers.20.attention.to_out.0.alpha', 'layers.20.attention.to_out.0.lokr_w1', 'layers.20.attention.to_out.0.lokr_w2', 'layers.20.attention.to_q.alpha', 'layers.20.attention.to_q.lokr_w1', 'layers.20.attention.to_q.lokr_w2', 'layers.20.attention.to_v.alpha', 'layers.20.attention.to_v.lokr_w1', 'layers.20.attention.to_v.lokr_w2', 'layers.20.feed_forward.w1.alpha', 'layers.20.feed_forward.w1.lokr_w1', 'layers.20.feed_forward.w1.lokr_w2', 'layers.20.feed_forward.w2.alpha', 'layers.20.feed_forward.w2.lokr_w1', 'layers.20.feed_forward.w2.lokr_w2', 'layers.20.feed_forward.w3.alpha', 'layers.20.feed_forward.w3.lokr_w1', 'layers.20.feed_forward.w3.lokr_w2', 'layers.21.adaLN_modulation.0.alpha', 'layers.21.adaLN_modulation.0.lokr_w1', 'layers.21.adaLN_modulation.0.lokr_w2', 'layers.21.attention.to_k.alpha', 'layers.21.attention.to_k.lokr_w1', 'layers.21.attention.to_k.lokr_w2', 'layers.21.attention.to_out.0.alpha', 'layers.21.attention.to_out.0.lokr_w1', 'layers.21.attention.to_out.0.lokr_w2', 'layers.21.attention.to_q.alpha', 'layers.21.attention.to_q.lokr_w1', 'layers.21.attention.to_q.lokr_w2', 'layers.21.attention.to_v.alpha', 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### Reproduction
```

import torch
from diffusers import DiffusionPipeline

base_model_id = "Tongyi-MAI/Z-Image-Turbo"
pipeline = DiffusionPipeline.from_pretrained(
base_model_id,
torch_dtype=torch.bfloat16,
trust_remote_code=True
).to("cuda")

lora_id = "F16/z-image-turbo-flow-dpo"
pipeline.load_lora_weights(lora_id, adapter_name="lighting_dpo")

```

### System Info

newst commit：e1b5db52bda85d47a4f8f75954f77e672a8f7f1c

Start with _convert_non_diffusers_z_image_lora_to_diffusers in diffusers/loaders/lora_conversion_utils.py and its caller lora_state_dict in diffusers/loaders/lora_pipeline.py. Reproduce the failure with the reported Z Image LoRA state-dict keys, then verify that loading no longer raises the shown ValueError and that the relevant LoRA conversion tests cover this format.

Written by the indexing model from the issue text.