Support Torch Compile (#1368)

* support simple compile

* add support for compile

* minor fix

* minor fix

* minor fix

diffsynth/pipelines/anima_image.py

@@ -39,6 +39,7 @@ class AnimaImagePipeline(BasePipeline):
             AnimaUnit_PromptEmbedder(),
         ]
         self.model_fn = model_fn_anima
+        self.compilable_models = ["dit"]
     
     
     @staticmethod

diffsynth/pipelines/flux2_image.py

@@ -42,6 +42,7 @@ class Flux2ImagePipeline(BasePipeline):
             Flux2Unit_ImageIDs(),
         ]
         self.model_fn = model_fn_flux2
+        self.compilable_models = ["dit"]
     
     
     @staticmethod

diffsynth/pipelines/flux_image.py

@@ -103,6 +103,7 @@ class FluxImagePipeline(BasePipeline):
             FluxImageUnit_LoRAEncode(),
         ]
         self.model_fn = model_fn_flux_image
+        self.compilable_models = ["dit"]
         self.lora_loader = FluxLoRALoader
 
     def enable_lora_merger(self):

diffsynth/pipelines/ltx2_audio_video.py

@@ -76,6 +76,7 @@ class LTX2AudioVideoPipeline(BasePipeline):
             LTX2AudioVideoUnit_SetScheduleStage2(),
         ]
         self.model_fn = model_fn_ltx2
+        self.compilable_models = ["dit"]
 
         self.default_negative_prompt = {
             "LTX-2": (

diffsynth/pipelines/mova_audio_video.py

@@ -52,6 +52,7 @@ class MovaAudioVideoPipeline(BasePipeline):
             MovaAudioVideoUnit_UnifiedSequenceParallel(),
         ]
         self.model_fn = model_fn_mova_audio_video
+        self.compilable_models = ["video_dit", "video_dit2", "audio_dit"]
 
     def enable_usp(self):
         from ..utils.xfuser import get_sequence_parallel_world_size, usp_attn_forward

diffsynth/pipelines/qwen_image.py

@@ -56,6 +56,7 @@ class QwenImagePipeline(BasePipeline):
             QwenImageUnit_BlockwiseControlNet(),
         ]
         self.model_fn = model_fn_qwen_image
+        self.compilable_models = ["dit"]
     
     
     @staticmethod

diffsynth/pipelines/wan_video.py

@@ -83,6 +83,7 @@ class WanVideoPipeline(BasePipeline):
             WanVideoPostUnit_S2V(),
         ]
         self.model_fn = model_fn_wan_video
+        self.compilable_models = ["dit", "dit2"]
 
 
     def enable_usp(self):

diffsynth/pipelines/z_image.py

@@ -54,6 +54,7 @@ class ZImagePipeline(BasePipeline):
             ZImageUnit_PAIControlNet(),
         ]
         self.model_fn = model_fn_z_image
+        self.compilable_models = ["dit"]
     
     
     @staticmethod