| import cv2 |
| import numpy as np |
| from PIL import Image |
| import os |
|
|
| def run_final_assembly_test(image_path): |
| |
| image = cv2.imread(image_path) |
| img_h, img_w = image.shape[:2] |
| |
| gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY) |
| thresh = cv2.adaptiveThreshold(cv2.GaussianBlur(gray, (7,7), 0), 255, |
| cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY_INV, 11, 2) |
| kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (40, 10)) |
| dilate = cv2.dilate(thresh, kernel, iterations=1) |
| contours, _ = cv2.findContours(dilate, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE) |
| |
| blocks = sorted([cv2.boundingRect(c) for c in contours if cv2.boundingRect(c)[2] > 50], key=lambda b: b[1]) |
|
|
| |
| pil_img = Image.open(image_path).convert("RGB") |
| slices = [] |
| |
| |
| slices.append(pil_img.crop((0, 0, img_w, 180))) |
| |
| remaining = [b for b in blocks if (b[1] + b[3]) > 180] |
| while remaining: |
| curr = remaining.pop(0) |
| x, y, w, h = curr |
| if h > 120: |
| y_s, y_e = max(0, y-30), (img_h if not remaining else min(img_h, y+h+30)) |
| slices.append(pil_img.crop((0, y_s, img_w, y_e))) |
| remaining = [b for b in remaining if b[1] > (y_e - 10)] |
| continue |
| |
| c_min, c_max = y, y + h |
| to_consume = [] |
| for nb in remaining: |
| if nb[3] > 120 or (max(c_max, nb[1]+nb[3]) - c_min) > 750: break |
| c_max = max(c_max, nb[1]+nb[3]) |
| to_consume.append(nb) |
| for r in to_consume: remaining.remove(r) |
| |
| y_t, y_b = max(0, c_min-25), (img_h if not remaining else min(img_h, c_max+25)) |
| slices.append(pil_img.crop((0, y_t, img_w, y_b))) |
|
|
| |
| |
| assembly_parts = [] |
| separator = np.zeros((10, img_w, 3), dtype=np.uint8) |
| separator[:] = [0, 0, 255] |
| |
| for i, s in enumerate(slices): |
| assembly_parts.append(np.array(s)) |
| if i < len(slices) - 1: |
| assembly_parts.append(separator) |
| |
| final_assembly = np.vstack(assembly_parts) |
| cv2.imwrite("final_assembly_debug.jpg", cv2.cvtColor(final_assembly, cv2.COLOR_RGB2BGR)) |
| |
| print(f"✅ הצלחנו לחבר {len(slices)} חלקים.") |
| print(f"📂 התוצאה הסופית מחכה לך ב: final_assembly_debug.jpg") |
| print("\n--- מבנה ה-Payload שיישלח ל-LLM ---") |
| print(f"Payload = [PROMPT, " + ", ".join([f"PAGE_{i+1}" for i in range(len(slices))]) + "]") |
|
|
| if __name__ == "__main__": |
| target = r"C:\Projects\BuddyMath\buddy_math_server\hardest_1.jpg" |
| run_final_assembly_test(target) |