From 20b41b7be708a501fbc7e10dceebababfd48ffda Mon Sep 17 00:00:00 2001
From: Bernard Maltais <bmaltais@gmail.com>
Date: Tue, 27 Sep 2022 15:21:25 -0400
Subject: [PATCH] (feat): Rework Checkpoint Merger UI for better clarity -
 Rename variables to better align with field input - Improve merged checkpoint
 output file name

---
 modules/extras.py | 28 ++++++++++++++--------------
 modules/ui.py     | 11 ++++++-----
 2 files changed, 20 insertions(+), 19 deletions(-)

diff --git a/modules/extras.py b/modules/extras.py
index c4ee2b62..9c3b421d 100644
--- a/modules/extras.py
+++ b/modules/extras.py
@@ -140,7 +140,7 @@ def run_pnginfo(image):
     return '', geninfo, info
 
 
-def run_modelmerger(modelname_0, modelname_1, interp_method, interp_amount):
+def run_modelmerger(from_model_name, to_model_name, interp_method, interp_amount):
     # Linear interpolation (https://en.wikipedia.org/wiki/Linear_interpolation)
     def weighted_sum(theta0, theta1, alpha):
         return ((1 - alpha) * theta0) + (alpha * theta1)
@@ -150,23 +150,23 @@ def run_modelmerger(modelname_0, modelname_1, interp_method, interp_amount):
         alpha = alpha * alpha * (3 - (2 * alpha))
         return theta0 + ((theta1 - theta0) * alpha)
 
-    if os.path.exists(modelname_0):
-        model0_filename = modelname_0
-        modelname_0 = os.path.splitext(os.path.basename(modelname_0))[0]
+    if os.path.exists(to_model_name):
+        to_model_filename = to_model_name
+        to_model_name = os.path.splitext(os.path.basename(to_model_name))[0]
     else:
-        model0_filename = 'models/' + modelname_0 + '.ckpt'
+        to_model_filename = 'models/' + to_model_name + '.ckpt'
 
-    if os.path.exists(modelname_1):
-        model1_filename = modelname_1
-        modelname_1 = os.path.splitext(os.path.basename(modelname_1))[0]
+    if os.path.exists(from_model_name):
+        from_model_filename = from_model_name
+        from_model_name = os.path.splitext(os.path.basename(from_model_name))[0]
     else:
-        model1_filename = 'models/' + modelname_1 + '.ckpt'
+        from_model_filename = 'models/' + from_model_name + '.ckpt'
 
-    print(f"Loading {model0_filename}...")
-    model_0 = torch.load(model0_filename, map_location='cpu')
+    print(f"Loading {to_model_filename}...")
+    model_0 = torch.load(to_model_filename, map_location='cpu')
 
-    print(f"Loading {model1_filename}...")
-    model_1 = torch.load(model1_filename, map_location='cpu')
+    print(f"Loading {from_model_filename}...")
+    model_1 = torch.load(from_model_filename, map_location='cpu')
     
     theta_0 = model_0['state_dict']
     theta_1 = model_1['state_dict']
@@ -186,7 +186,7 @@ def run_modelmerger(modelname_0, modelname_1, interp_method, interp_amount):
         if 'model' in key and key not in theta_0:
             theta_0[key] = theta_1[key]
 
-    output_modelname = 'models/' + modelname_0 + '-' + modelname_1 + '-' + interp_method.replace(" ", "_") + '-' + str(interp_amount) + '-merged.ckpt'
+    output_modelname = 'models/' + from_model_name + str(interp_amount) + '-' + to_model_name + str(float(1.0) - interp_amount) + '-' + interp_method.replace(" ", "_") + '-' + '-merged.ckpt'
     print(f"Saving to {output_modelname}...")
     torch.save(model_0, output_modelname)
 
diff --git a/modules/ui.py b/modules/ui.py
index e96109c9..e7382ca8 100644
--- a/modules/ui.py
+++ b/modules/ui.py
@@ -859,10 +859,11 @@ def create_ui(txt2img, img2img, run_extras, run_pnginfo, run_modelmerger):
             with gr.Column(variant='panel'):
                 gr.HTML(value="<p>A merger of the two checkpoints will be generated in your <b>/models</b> directory.</p>")
                 
-                modelname_0 = gr.Textbox(elem_id="modelmerger_modelname_0", label="Model Name (to)")
-                modelname_1 = gr.Textbox(elem_id="modelmerger_modelname_1", label="Model Name (from)")
-                interp_method = gr.Radio(choices=["Weighted Sum", "Sigmoid"], value="Weighted Sum", label="Interpolation Method")
+                with gr.Row():
+                    from_model_name = gr.Textbox(elem_id="modelmerger_from_model_name", label="Model Name (from)")
+                    to_model_name = gr.Textbox(elem_id="modelmerger_to_model_name", label="Model Name (to)")
                 interp_amount = gr.Slider(minimum=0.0, maximum=1.0, step=0.05, label='Interpolation Amount', value=0.3)
+                interp_method = gr.Radio(choices=["Weighted Sum", "Sigmoid"], value="Weighted Sum", label="Interpolation Method")
                 submit = gr.Button(elem_id="modelmerger_merge", label="Merge", variant='primary')
             
             with gr.Column(variant='panel'):
@@ -871,8 +872,8 @@ def create_ui(txt2img, img2img, run_extras, run_pnginfo, run_modelmerger):
             submit.click(
                 fn=run_modelmerger,
                 inputs=[
-                    modelname_0,
-                    modelname_1,
+                    from_model_name,
+                    to_model_name,
                     interp_method,
                     interp_amount
                 ],