pipeline -> pipe

app.py

@@ -48,29 +48,29 @@ pipe = WanImageToVideoPipeline.from_pretrained(MODEL_ID,
     torch_dtype=torch.bfloat16,
 ).to('cuda')
 
-pipeline.load_lora_weights(
+pipe.load_lora_weights(
     "Kijai/WanVideo_comfy", 
     weight_name="Lightx2v/lightx2v_I2V_14B_480p_cfg_step_distill_rank128_bf16.safetensors", 
     adapter_name="lightx2v"
 )
 kwargs_lora = {}
 kwargs_lora["load_into_transformer_2"] = True
-pipeline.load_lora_weights(
+pipe.load_lora_weights(
     "Kijai/WanVideo_comfy", 
     weight_name="Lightx2v/lightx2v_I2V_14B_480p_cfg_step_distill_rank128_bf16.safetensors", 
     adapter_name="lightx2v_2", **kwargs_lora
 )
-pipeline.set_adapters(["lightx2v", "lightx2v_2"], adapter_weights=[1., 1.])
-pipeline.fuse_lora(adapter_names=["lightx2v"], lora_scale=3., components=["transformer"])
-pipeline.fuse_lora(adapter_names=["lightx2v_2"], lora_scale=1., components=["transformer_2"])
-pipeline.unload_lora_weights()
+pipe.set_adapters(["lightx2v", "lightx2v_2"], adapter_weights=[1., 1.])
+pipe.fuse_lora(adapter_names=["lightx2v"], lora_scale=3., components=["transformer"])
+pipe.fuse_lora(adapter_names=["lightx2v_2"], lora_scale=1., components=["transformer_2"])
+pipe.unload_lora_weights()
 
-quantize_(pipeline.text_encoder, Int8WeightOnlyConfig())
-quantize_(pipeline.transformer, Float8DynamicActivationFloat8WeightConfig())
-quantize_(pipeline.transformer_2, Float8DynamicActivationFloat8WeightConfig())
+quantize_(pipe.text_encoder, Int8WeightOnlyConfig())
+quantize_(pipe.transformer, Float8DynamicActivationFloat8WeightConfig())
+quantize_(pipe.transformer_2, Float8DynamicActivationFloat8WeightConfig())
 
-aoti.aoti_blocks_load(pipeline.transformer, 'zerogpu-aoti/Wan2', variant='fp8da')
-aoti.aoti_blocks_load(pipeline.transformer_2, 'zerogpu-aoti/Wan2', variant='fp8da')
+aoti.aoti_blocks_load(pipe.transformer, 'zerogpu-aoti/Wan2', variant='fp8da')
+aoti.aoti_blocks_load(pipe.transformer_2, 'zerogpu-aoti/Wan2', variant='fp8da')
 
 
 default_prompt_i2v = "make this image come alive, cinematic motion, smooth animation"