ImageConductor / utils /lora_utils.py
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from peft import LoraConfig
def add_LoRA_to_controlnet(lora_rank, controlnet):
controlnet_down_blocks = [f"controlnet_down_blocks.{i}" for i in range(12)]
target_modules = ['to_q', 'to_k', 'to_v','to_out.0', 'conv', 'proj',
'proj_in', 'proj_out', 'time_emb_proj',
'linear_1', 'linear_2', 'ff.net.2', 'conv_shortcut',
'controlnet_cond_embedding',
'conv_in', 'conv1', 'conv2',
'controlnet_mid_block',
]
target_modules = target_modules + controlnet_down_blocks
# object motion control module
omcm_lora_config = LoraConfig(
r=lora_rank,
use_dora=False,
lora_alpha=lora_rank,
init_lora_weights="gaussian",
target_modules=target_modules,
)
# camera motion control module
cmcm_lora_config = LoraConfig(
r=lora_rank,
use_dora=False,
lora_alpha=lora_rank,
init_lora_weights="gaussian",
target_modules=target_modules,
)
controlnet.add_adapter(omcm_lora_config, "omcm_weights")
controlnet.add_adapter(cmcm_lora_config, "cmcm_weights")