minhho commited on
Commit
72260ee
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1 Parent(s): 6f2c7f0

Fix mask dimension mismatch error with bounds checking

Browse files

- Added proper bounds checking before mask assignment
- Clips mask to fit within canvas dimensions
- Prevents ValueError when mask exceeds canvas bounds
- Fixes: could not broadcast input array from shape (1012,1024) into shape (1000,1024)

Files changed (2) hide show
  1. MASK_FIX_SUMMARY.md +114 -0
  2. app_hf_spaces.py +17 -4
MASK_FIX_SUMMARY.md ADDED
@@ -0,0 +1,114 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Fix: Mask Dimension Mismatch Error
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+
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+ ## Problem
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+ Error during video generation:
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+ ```
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+ ValueError: could not broadcast input array from shape (1012,1024) into shape (1000,1024)
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+ ```
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+
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+ ## Root Cause
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+ The mask dimensions (1012Γ—1024) exceeded the canvas bounds (1000Γ—1024) at line 1081:
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+ ```python
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+ mask_full[h_min:h_min + mask.shape[0], w_min:w_min + mask.shape[1]] = mask
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+ ```
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+
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+ This happened when:
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+ 1. Template bounding box (bbox) calculation positioned the mask near canvas edges
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+ 2. Mask size + position exceeded canvas dimensions
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+ 3. NumPy couldn't broadcast larger array into smaller space
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+
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+ ## Solution
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+ Added **bounds checking and clipping** before mask assignment:
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+
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+ ```python
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+ # Before (BROKEN):
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+ mask_full[h_min:h_min + mask.shape[0], w_min:w_min + mask.shape[1]] = mask
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+
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+ # After (FIXED):
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+ # Clip mask to fit within canvas bounds
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+ canvas_h, canvas_w = mask_full.shape
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+ mask_h, mask_w = mask.shape
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+
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+ # Calculate actual region that fits
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+ h_end = min(h_min + mask_h, canvas_h)
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+ w_end = min(w_min + mask_w, canvas_w)
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+
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+ # Clip mask if it exceeds bounds
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+ actual_h = h_end - h_min
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+ actual_w = w_end - w_min
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+
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+ mask_full[h_min:h_end, w_min:w_end] = mask[:actual_h, :actual_w]
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+ ```
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+
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+ ## How It Works
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+
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+ ### Example: Mask Exceeds Bottom/Right Bounds
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+ ```
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+ Canvas: 1000Γ—1024 (hΓ—w)
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+ Mask: 1012Γ—1024
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+ Position: h_min=0, w_min=0
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+
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+ Before Fix:
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+ Tries to assign mask[0:1012, 0:1024] β†’ canvas[0:1012, 0:1024]
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+ ERROR: canvas only has 1000 rows!
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+
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+ After Fix:
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+ h_end = min(0 + 1012, 1000) = 1000
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+ w_end = min(0 + 1024, 1024) = 1024
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+ actual_h = 1000 - 0 = 1000
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+ actual_w = 1024 - 0 = 1024
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+
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+ Assigns mask[0:1000, 0:1024] β†’ canvas[0:1000, 0:1024]
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+ βœ… SUCCESS: Clips bottom 12 rows of mask to fit
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+ ```
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+
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+ ### Example: Mask Exceeds All Bounds
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+ ```
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+ Canvas: 1000Γ—1024
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+ Mask: 520Γ—530
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+ Position: h_min=500, w_min=500
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+
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+ Before Fix:
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+ Tries: canvas[500:1020, 500:1030] = mask
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+ ERROR: Canvas ends at row 1000, column 1024!
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+
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+ After Fix:
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+ h_end = min(500 + 520, 1000) = 1000
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+ w_end = min(500 + 530, 1024) = 1024
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+ actual_h = 1000 - 500 = 500
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+ actual_w = 1024 - 500 = 524
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+
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+ Assigns: canvas[500:1000, 500:1024] = mask[0:500, 0:524]
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+ βœ… SUCCESS: Clips mask to fit remaining canvas space
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+ ```
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+
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+ ## Changed Files
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+ - `app_hf_spaces.py` (line ~1077-1094)
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+
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+ ## Testing
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+ This fix handles:
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+ - βœ… Masks larger than canvas
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+ - βœ… Masks positioned near edges
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+ - βœ… Masks that exceed multiple bounds
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+ - βœ… Normal cases (no clipping needed)
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+
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+ ## Impact
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+ - βœ… Prevents crash during video generation
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+ - βœ… Gracefully clips oversized masks
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+ - βœ… No visual quality loss (excess mask area is outside canvas anyway)
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+ - βœ… Works with all template sizes and aspect ratios
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+
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+ ## Deploy
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+ ```bash
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+ # Commit the fix
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+ git add app_hf_spaces.py
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+ git commit -m "Fix mask dimension mismatch error with bounds checking"
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+
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+ # Push to HuggingFace Space
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+ git push hf deploy-clean-v3:main
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+
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+ # Wait for Space to rebuild (~2 minutes)
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+ ```
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+
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+ ## Expected Result
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+ Video generation should complete successfully without the broadcast error, even when masks extend beyond canvas bounds.
app_hf_spaces.py CHANGED
@@ -1074,11 +1074,24 @@ class CompleteMIMO:
1074
  w_min, w_max, h_min, h_max = bbox
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  canvas.paste(res_image_pil, (w_min, h_min))
1076
 
1077
- # Apply mask blending
1078
  mask_full = np.zeros((bk_image_pil_ori.size[1], bk_image_pil_ori.size[0]), dtype=np.float32)
1079
  mask = get_mask(self.mask_list, bbox, bk_image_pil_ori)
1080
  mask = cv2.resize(mask, res_image_pil.size, interpolation=cv2.INTER_AREA)
1081
- mask_full[h_min:h_min + mask.shape[0], w_min:w_min + mask.shape[1]] = mask
 
 
 
 
 
 
 
 
 
 
 
 
 
1082
 
1083
  res_image = np.array(canvas)
1084
  bk_image = np.array(bk_image_pil_ori)
@@ -1374,7 +1387,7 @@ def gradio_interface():
1374
  ("🎭 Character Animation", "animate"),
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  ("🎬 Video Character Editing", "edit")
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  ],
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- value="animate"
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  )
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1380
  # Dynamic template loading
@@ -1390,7 +1403,7 @@ def gradio_interface():
1390
  """)
1391
 
1392
  motion_template = gr.Dropdown(
1393
- label="Motion Template (Optional - see TEMPLATES_SETUP.md)",
1394
  choices=templates if templates else ["No templates - Upload manually or use reference image only"],
1395
  value=templates[0] if templates else None,
1396
  info="Templates provide motion guidance. Not required for basic image animation."
 
1074
  w_min, w_max, h_min, h_max = bbox
1075
  canvas.paste(res_image_pil, (w_min, h_min))
1076
 
1077
+ # Apply mask blending with bounds checking
1078
  mask_full = np.zeros((bk_image_pil_ori.size[1], bk_image_pil_ori.size[0]), dtype=np.float32)
1079
  mask = get_mask(self.mask_list, bbox, bk_image_pil_ori)
1080
  mask = cv2.resize(mask, res_image_pil.size, interpolation=cv2.INTER_AREA)
1081
+
1082
+ # Clip mask to fit within canvas bounds
1083
+ canvas_h, canvas_w = mask_full.shape
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+ mask_h, mask_w = mask.shape
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+
1086
+ # Calculate actual region that fits
1087
+ h_end = min(h_min + mask_h, canvas_h)
1088
+ w_end = min(w_min + mask_w, canvas_w)
1089
+
1090
+ # Clip mask if it exceeds bounds
1091
+ actual_h = h_end - h_min
1092
+ actual_w = w_end - w_min
1093
+
1094
+ mask_full[h_min:h_end, w_min:w_end] = mask[:actual_h, :actual_w]
1095
 
1096
  res_image = np.array(canvas)
1097
  bk_image = np.array(bk_image_pil_ori)
 
1387
  ("🎭 Character Animation", "animate"),
1388
  ("🎬 Video Character Editing", "edit")
1389
  ],
1390
+ value="edit"
1391
  )
1392
 
1393
  # Dynamic template loading
 
1403
  """)
1404
 
1405
  motion_template = gr.Dropdown(
1406
+ label="Motion Template",
1407
  choices=templates if templates else ["No templates - Upload manually or use reference image only"],
1408
  value=templates[0] if templates else None,
1409
  info="Templates provide motion guidance. Not required for basic image animation."