Cleanup

optimization.py

@@ -16,6 +16,13 @@ from zerogpu import aoti_compile
 P = ParamSpec('P')
 
 
+TRANSFORMER_HIDDEN_DIM = torch.export.Dim('hidden', min=4096, max=8212)
+
+TRANSFORMER_DYNAMIC_SHAPES = {
+    'hidden_states': {1: TRANSFORMER_HIDDEN_DIM},
+    'img_ids': {0: TRANSFORMER_HIDDEN_DIM},
+}
+
 INDUCTOR_CONFIGS = {
     'conv_1x1_as_mm': True,
     'epilogue_fusion': False,
@@ -34,12 +41,8 @@ def optimize_pipeline_(pipeline: Callable[P, Any], *args: P.args, **kwargs: P.kw
         with capture_component_call(pipeline, 'transformer') as call:
             pipeline(*args, **kwargs)
 
-        hidden_dim = torch.export.Dim('hidden', min=4096, max=8212)
         dynamic_shapes = tree_map_only((torch.Tensor, bool), lambda t: None, call.kwargs)
-        dynamic_shapes |= {
-            'hidden_states': {1: hidden_dim},
-            'img_ids': {0: hidden_dim},
-        }
+        dynamic_shapes |= TRANSFORMER_DYNAMIC_SHAPES
 
         pipeline.transformer.fuse_qkv_projections()
 

requirements.txt

@@ -3,5 +3,3 @@ git+https://github.com/huggingface/diffusers.git
 accelerate
 safetensors
 sentencepiece
-torchao
-