Update patch_basic.py

modules_forge/patch_basic.py

@@ -1,3 +1,6 @@
+import torch
+
+from ldm_patched.modules.controlnet import ControlBase
 from ldm_patched.modules.model_patcher import ModelPatcher
 
 
@@ -32,9 +35,59 @@ def model_patcher_list_controlnets(self):
     return results
 
 
+def patched_control_merge(self, control_input, control_output, control_prev, output_dtype):
+    out = {'input': [], 'middle': [], 'output': []}
+
+    if control_input is not None:
+        for i in range(len(control_input)):
+            key = 'input'
+            x = control_input[i]
+            if x is not None:
+                x *= self.strength
+                if x.dtype != output_dtype:
+                    x = x.to(output_dtype)
+            out[key].insert(0, x)
+
+    if control_output is not None:
+        for i in range(len(control_output)):
+            if i == (len(control_output) - 1):
+                key = 'middle'
+                index = 0
+            else:
+                key = 'output'
+                index = i
+            x = control_output[i]
+            if x is not None:
+                if self.global_average_pooling:
+                    x = torch.mean(x, dim=(2, 3), keepdim=True).repeat(1, 1, x.shape[2], x.shape[3])
+
+                x *= self.strength
+                if x.dtype != output_dtype:
+                    x = x.to(output_dtype)
+
+            out[key].append(x)
+    if control_prev is not None:
+        for x in ['input', 'middle', 'output']:
+            o = out[x]
+            for i in range(len(control_prev[x])):
+                prev_val = control_prev[x][i]
+                if i >= len(o):
+                    o.append(prev_val)
+                elif prev_val is not None:
+                    if o[i] is None:
+                        o[i] = prev_val
+                    else:
+                        if o[i].shape[0] < prev_val.shape[0]:
+                            o[i] = prev_val + o[i]
+                        else:
+                            o[i] += prev_val
+    return out
+
+
 def patch_all_basics():
     ModelPatcher.__init__ = patched_model_patcher_init
     ModelPatcher.clone = patched_model_patcher_clone
     ModelPatcher.add_patched_controlnet = model_patcher_add_patched_controlnet
     ModelPatcher.list_controlnets = model_patcher_list_controlnets
+    ControlBase.control_merge = patched_control_merge
     return