refactor: optimize the logic for name conversion and the processing of the LoRA model

[leejet]

Tested LoRA models

# SD1.x
# https://huggingface.co/stable-diffusion-v1-5/stable-diffusion-v1-5/tree/main?show_file_info=v1-5-pruned-emaonly.safetensors

# unet|lora_down+lora_up+alpha|hf
# https://huggingface.co/latent-consistency/lcm-lora-sdv1-5/tree/main?show_file_info=pytorch_lora_weights.safetensors
.\bin\Release\sd.exe -m ..\..\stable-diffusion-webui\models\Stable-diffusion\v1-5-pruned-emaonly.safetensors --lora-model-dir ..\..\stable-diffusion-webui\models\Lora\ -p "a lovely cat<lora:lcm-lora-sdv1-5:1>" -v --cfg-scale 1 --steps 4

# unet+te|lora_down+lora_up+alpha|hf
# https://huggingface.co/soinov/My_models/tree/main/Lora/Effects?show_file_info=Lora%2FEffects%2Fmarblesh.safetensors
.\bin\Release\sd.exe -m ..\..\stable-diffusion-webui\models\Stable-diffusion\v1-5-pruned-emaonly.safetensors --lora-model-dir ..\..\stable-diffusion-webui\models\Lora\ -p "a lovely cat<lora:marblesh:1>" -v

# unet+te|lora_down+lora_up+alpha|hf
.\bin\Release\sd.exe -m ..\..\stable-diffusion-webui\models\Stable-diffusion\v1-5-pruned-emaonly.safetensors --lora-model-dir ..\..\stable-diffusion-webui\models\Lora\ -p "a lovely cat<lora:VolleyballUniform_v20LyCORIS:1>" -v

# uent+te|loha(hada_w1_a+hada_w1_b+hada_w2_a+hada_w2_b+alpha)|hf
# https://huggingface.co/Tymy/cepotopoto/tree/0410fc780e7b15408ab589c65baf1b4fa88b1fb6?show_file_info=%5BLoHa%5D+Longan%E7%AB%9C%E7%9C%BC+Style+%28With+multires+noise+version%29.safetensors
.\bin\Release\sd.exe -m ..\..\stable-diffusion-webui\models\Stable-diffusion\v1-5-pruned-emaonly.safetensors --lora-model-dir ..\..\stable-diffusion-webui\models\Lora\ -p "a lovely cat<lora:[LoHa] Longan Style (With multires noise version):1>" -v

# uent+te|lokr(lokr_w1+lokr_w2+alpha)|hf
# https://huggingface.co/CyberHarem/surtr_arknights_lokr/tree/main/4250?not-for-all-audiences=true&show_file_info=4250%2Fsurtr_arknights.safetensors
.\bin\Release\sd.exe -m ..\..\stable-diffusion-webui\models\Stable-diffusion\v1-5-pruned-emaonly.safetensors --lora-model-dir ..\..\stable-diffusion-webui\models\Lora\ -p "a lovely cat<lora:surtr_arknights:1>" -v



# SDXL
# https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/tree/main?show_file_info=sd_xl_base_1.0.safetensors

# unet|lora_down+lora_up+alpha|hf
# https://huggingface.co/latent-consistency/lcm-lora-sdxl/tree/main?show_file_info=pytorch_lora_weights.safetensors
.\bin\Release\sd.exe -m ..\..\stable-diffusion-webui\models\Stable-diffusion\sd_xl_base_1.0.safetensors --vae ..\..\stable-diffusion-webui\models\VAE\sdxl_vae-fp16-fix.safetensors --lora-model-dir ..\..\stable-diffusion-webui\models\Lora\ -p "a lovely cat<lora:lcm-lora-xl:1>" -v   -H 1024 -W 1024 --cfg-scale 1 --steps 4


# unet+te1+te2|lora_down+lora_up+alpha|hf
# https://huggingface.co/Alptekinege/loras/tree/02b20c7efa88eafb5c7f3efaad1a5337762aba99?show_file_info=MJ52_v2.0.safetensors
.\bin\Release\sd.exe -m ..\..\stable-diffusion-webui\models\Stable-diffusion\sd_xl_base_1.0.safetensors --vae ..\..\stable-diffusion-webui\models\VAE\sdxl_vae-fp16-fix.safetensors --lora-model-dir ..\..\stable-diffusion-webui\models\Lora\ -p "a lovely cat<lora:MJ52_v2.0:1>" -v -H 1024 -W 1024 --diffusion-fa


# FLUX
# https://huggingface.co/black-forest-labs/FLUX.1-dev/tree/main?show_file_info=flux1-dev.safetensors

# diffusion_model|lora_down+lora_up|orig
# https://huggingface.co/XLabs-AI/flux-lora-collection/tree/main?show_file_info=anime_lora_comfy_converted.safetensors
.\bin\Release\sd.exe --diffusion-model  ..\models\flux1-dev-q8_0.gguf --vae ..\..\ComfyUI\models\vae\ae.sft --clip_l ..\..\ComfyUI\models\clip\clip_l.safetensors --t5xxl ..\..\ComfyUI\models\clip\t5xxl_fp16.safetensors  -p "a lovely cat holding a sign says 'flux.cpp'<lora:anime_lora_comfy_converted:1>" --cfg-scale 1.0 --sampling-method euler -v --lora-model-dir ../models --offload-to-cpu

# diffusion_model|lora_A+lora_B|hf
# https://huggingface.co/saquiboye/omini-kontext-character/tree/main?show_file_info=character_5000.safetensors
.\bin\Release\sd.exe --diffusion-model  ..\models\flux1-kontext-dev-Q8_0.gguf --vae ..\..\ComfyUI\models\vae\ae.sft --clip_l ..\..\ComfyUI\models\clip\clip_l.safetensors --t5xxl ..\..\ComfyUI\models\clip\t5xxl_fp16.safetensors  -W 1024 -H 512 -p "Add the character to the scene  <lora:character_5000:1>" -r balloon.png -r boy.png --cfg-scale 1 --sampling-method euler --color --lora-model-dir ..\..\ComfyUI\models\loras --diffusion-fa -v --offload-to-cpu

#diffusion_model|lora_A+lora_B|hf
# https://huggingface.co/eduaaart/anadearmas-flux/tree/main?show_file_info=ana_de_armas_flux_lora_v1_000002000.safetensors
.\bin\Release\sd.exe --diffusion-model  ..\models\flux1-dev-q8_0.gguf --vae ..\..\ComfyUI\models\vae\ae.sft --clip_l ..\..\ComfyUI\models\clip\clip_l.safetensors --t5xxl ..\..\ComfyUI\models\clip\t5xxl_fp16.safetensors  -p "a lovely cat holding a sign says 'flux.cpp'<lora:ana_de_armas_flux_lora_v1_000002000:1>" --cfg-scale 1.0 --sampling-method euler -v --lora-model-dir ..\..\ComfyUI\models\loras --offload-to-cpu

#diffusion_model|lokr(lokr_w1+lokr_w2+alpha)|hf
# https://huggingface.co/toxicwind/minimalclass-lokr-flux/tree/main?show_file_info=pytorch_lora_weights.safetensors
.\bin\Release\sd.exe --diffusion-model  ..\models\flux1-dev-q8_0.gguf --vae ..\..\ComfyUI\models\vae\ae.sft --clip_l ..\..\ComfyUI\models\clip\clip_l.safetensors --t5xxl ..\..\ComfyUI\models\clip\t5xxl_fp16.safetensors  -p "a lovely cat holding a sign says 'flux.cpp'<lora:minimalclass-lokr-flux:1>" --cfg-scale 1.0 --sampling-method euler -v --lora-model-dir ..\..\stable-diffusion-webui\models\Lora\  --offload-to-cpu

# Wan2.1 14B

# diffusion_model|lora_down+lora_up+diff+diff_b|original
# https://huggingface.co/vrgamedevgirl84/Wan14BT2VFusioniX/tree/main/FusionX_LoRa?show_file_info=FusionX_LoRa%2FWan2.1_T2V_14B_FusionX_LoRA.safetensors
.\bin\Release\sd.exe -M vid_gen --diffusion-model  ..\..\ComfyUI\models\diffusion_models\wan2.1-t2v-14b-Q8_0.gguf --vae ..\..\ComfyUI\models\vae\wan_2.1_vae.safetensors --t5xxl ..\..\ComfyUI\models\text_encoders\umt5-xxl-encoder-Q8_0.gguf  -p "a lovely cat<lora:Wan2.1_T2V_14B_FusionX_LoRA:1>" --cfg-scale 1.0 --steps 8 --sampling-method euler -v -n "色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走" -W 832 -H 480 --diffusion-fa --offload-to-cpu  --lora-model-dir ..\..\ComfyUI\models\loras


# Wan2.2 14B

# diffusion_model|lora_down+lora_up+alpha|original
# https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/tree/main/split_files/loras?show_file_info=split_files%2Floras%2Fwan2.2_t2v_lightx2v_4steps_lora_v1.1_low_noise.safetensors
.\bin\Release\sd.exe -M vid_gen --diffusion-model  ..\..\ComfyUI\models\diffusion_models\Wan2.2-T2V-A14B-LowNoise-Q8_0.gguf --high-noise-diffusion-model  ..\..\ComfyUI\models\diffusion_models\Wan2.2-T2V-A14B-HighNoise-Q8_0.gguf --vae ..\..\ComfyUI\models\vae\wan_2.1_vae.safetensors --t5xxl ..\..\ComfyUI\models\text_encoders\umt5-xxl-encoder-Q8_0.gguf  -p "a lovely cat<lora:wan2.2_t2v_lightx2v_4steps_lora_v1.1_low_noise:1><lora:|high_noise|wan2.2_t2v_lightx2v_4steps_lora_v1.1_high_noise:1>" --cfg-scale 3.5 --sampling-method euler --steps 4 --high-noise-cfg-scale 3.5 --high-noise-sampling-method euler --high-noise-steps 4 -v -n "色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走" -W 832 -H 480 --diffusion-fa --offload-to-cpu --lora-model-dir ..\..\ComfyUI\models\loras


# Qwen Image

# https://huggingface.co/dx8152/Qwen-Edit-2509-Multiple-angles/tree/main?show_file_info=%E9%95%9C%E5%A4%B4%E8%BD%AC%E6%8D%A2.safetensors
# dit|lora_A.default+lora_B.default|hf
.\bin\Release\sd.exe --diffusion-model  ..\..\ComfyUI\models\diffusion_models\Qwen-Image-Edit-2509-Q8_0.gguf --vae ..\..\ComfyUI\models\vae\qwen_image_vae.safetensors  --qwen2vl ..\..\ComfyUI\models\text_encoders\Qwen2.5-VL-7B-Instruct-Q8_0.gguf --qwen2vl_vision ..\..\ComfyUI\models\text_encoders\Qwen2.5-VL-7B-Instruct.mmproj-Q8_0.gguf --cfg-scale 2.5 --sampling-method euler -v --offload-to-cpu --diffusion-fa --flow-shift 3 -r ..\assets\flux\flux1-dev-q8_0.png -p "Rotate the camera 45 degrees to the right.<lora:qwen_image/multiple_angles:1>"  --lora-model-dir ..\..\ComfyUI\models\loras


# https://huggingface.co/lovis93/next-scene-qwen-image-lora-2509/tree/main?show_file_info=next-scene_lora-v2-3000.safetensors
# dit|lora_A+lora_B|hf
.\bin\Release\sd.exe --diffusion-model  ..\..\ComfyUI\models\diffusion_models\Qwen-Image-Edit-2509-Q8_0.gguf --vae ..\..\ComfyUI\models\vae\qwen_image_vae.safetensors  --qwen2vl ..\..\ComfyUI\models\text_encoders\Qwen2.5-VL-7B-Instruct-Q8_0.gguf --qwen2vl_vision ..\..\ComfyUI\models\text_encoders\Qwen2.5-VL-7B-Instruct.mmproj-Q8_0.gguf --cfg-scale 2.5 --sampling-method euler -v --offload-to-cpu --diffusion-fa --flow-shift 3 -r ..\assets\flux\flux1-dev-q8_0.png -p "Next Scene: The camera pushes in from behind the cat, showing cat gripping the rail as the storm rages and lightning illuminates his weathered face. realistic cinematic style<lora:qwen_image/next-scene_lora-v2-3000:1>"  --lora-model-dir ..\..\ComfyUI\models\loras

[Green-Sky]

This lora does not use dots in the target weight names and seems to work now. 🚀
eg lora_unet_mid_block_attentions_0_transformer_blocks_0_attn1_to_k.alpha
https://huggingface.co/tianweiy/DMD2/blob/main/dmd2_sdxl_4step_lora_fp16.safetensors
(I am not sure it is this pr, but I tried it a week ago and it did not work.)

[leejet]

This PR improves compatibility with many LoRA models.