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Agent-S/examples/process_and_visualize.ipynb
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jiuzhouh a32f8b20fc upload codebase
2024-10-11 11:15:20 +11:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import ast\n",
"import random\n",
"import json\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"class BoundingBox:\n",
" def __init__(self, x, y, width, height, depth):\n",
" self.x = int(x)\n",
" self.y = int(y)\n",
" self.width = int(width)\n",
" self.height = int(height)\n",
" self.class_name = None\n",
" self.depth = depth\n",
" self.children = []\n",
" self.scrollable = False\n",
" self.id = None\n",
"\n",
" def add_child(self, child):\n",
" self.children.append(child)\n",
" def area(self):\n",
" return self.width * self.height\n",
"\n",
" def intersects(self, other):\n",
" return not (self.x + self.width <= other.x or self.x >= other.x + other.width or \n",
" self.y + self.height <= other.y or self.y >= other.y + other.height)\n",
"def calculate_iou(bbox1, bbox2):\n",
" \"\"\"\n",
" Calculate the Intersection over Union (IOU) of two bounding boxes.\n",
"\n",
" Parameters:\n",
" bbox1 (BoundingBox): The first bounding box.\n",
" bbox2 (BoundingBox): The second bounding box.\n",
"\n",
" Returns:\n",
" float: The IOU value.\n",
" \"\"\"\n",
" # Calculate the coordinates of the intersection rectangle\n",
" x1 = max(bbox1.x, bbox2.x)\n",
" y1 = max(bbox1.y, bbox2.y)\n",
" x2 = min(bbox1.x + bbox1.width, bbox2.x + bbox2.width)\n",
" y2 = min(bbox1.y + bbox1.height, bbox2.y + bbox2.height)\n",
"\n",
" # Calculate the area of intersection rectangle\n",
" intersection_area = max(0, x2 - x1) * max(0, y2 - y1)\n",
"\n",
" # Calculate the area of both bounding boxes\n",
" bbox1_area = bbox1.width * bbox1.height\n",
" bbox2_area = bbox2.width * bbox2.height\n",
"\n",
" # Calculate the union area\n",
" union_area = bbox1_area + bbox2_area - intersection_area\n",
" if union_area == 0:\n",
" return 0\n",
" # Calculate the IOU\n",
" iou = intersection_area / union_area\n",
"\n",
" return iou\n",
"\n",
"\n",
"def recu_check_multi_children(tree_root):\n",
" if 'children' in tree_root:\n",
" if len(tree_root['children']) > 1:\n",
" return True\n",
" for i in range(len(tree_root['children'])):\n",
" if recu_check_multi_children(tree_root['children'][i]):\n",
" return True\n",
" return False\n",
"\n",
"def recu_build_bbox_tree(tree_root, depth):\n",
"\n",
"\n",
" bbox_subtree = BoundingBox(tree_root['bounds']['left'], tree_root['bounds']['top'], tree_root['bounds']['right'] - tree_root['bounds']['left'], tree_root['bounds']['bottom'] - tree_root['bounds']['top'], depth)\n",
" # bbox.scrollable = tree_root['scrollable']\n",
" bbox_subtree.class_name = tree_root['class_name']\n",
" bbox_subtree.id = tree_root['index']\n",
" all_bbox.append(bbox_subtree)\n",
" x, xw, y, yh = tree_root['bounds']['left'], tree_root['bounds']['right'], tree_root['bounds']['top'], tree_root['bounds']['bottom']\n",
" w = xw - x\n",
" h = yh - y\n",
" \n",
" if 'children' in tree_root:\n",
" for i in range(len(tree_root['children'])):\n",
" child_subtree = recu_build_bbox_tree(tree_root['children'][i], depth+1)\n",
" if child_subtree:\n",
" bbox_subtree.add_child(child_subtree)\n",
" else:\n",
" continue\n",
" if calculate_iou(child_subtree, bbox_subtree) > IOU_THRESHOLD:\n",
" if any([recu_check_multi_children(t_r) for t_r in tree_root['children']]):\n",
" for b in dup_bbox:\n",
" if calculate_iou(b, bbox_subtree) > IOU_THRESHOLD:\n",
" if b.area() < bbox_subtree.area():\n",
" dup_bbox.remove(b)\n",
" dup_bbox.append(bbox_subtree)\n",
" break\n",
" else:\n",
" dup_bbox.append(bbox_subtree)\n",
" # else:\n",
"\n",
" # for b in small_bbox:\n",
" # if calculate_iou(b, bbox_subtree) > IOU_THRESHOLD:\n",
" # if b.area() < bbox_subtree.area():\n",
" # small_bbox.remove(b)\n",
" # small_bbox.append(bbox_subtree)\n",
" # break\n",
" # else:\n",
" # small_bbox.append(bbox_subtree)\n",
" \n",
" return bbox_subtree\n",
" else:\n",
" for b in small_bbox:\n",
" if calculate_iou(b, bbox_subtree) > IOU_THRESHOLD:\n",
" if b.area() < bbox_subtree.area():\n",
" small_bbox.remove(b)\n",
" small_bbox.append(bbox_subtree)\n",
" break\n",
" else:\n",
" small_bbox.append(bbox_subtree)\n",
" return bbox_subtree\n",
" \n",
"def recu_get_leafs(tree_root_1, depth, root=None,color=None):\n",
" leaf_root_pair = []\n",
" for i in range(len(tree_root_1)):\n",
" \n",
" if root==None:\n",
" current_root = tree_root_1[i]\n",
" color = random_color()\n",
" else:\n",
" current_root = root\n",
" \n",
" if 'children' in tree_root_1[i]:\n",
" leaf_root_pair += recu_get_leafs(tree_root_1[i]['children'], depth+1, current_root, color)\n",
" \n",
" leaf_root_pair.append([tree_root_1[i], current_root, color,depth])\n",
" return leaf_root_pair\n",
" \n",
"\n",
"def random_color():\n",
" r = random.randrange(256) # Random value for red (0-255)\n",
" g = random.randrange(256) # Random value for green (0-255)\n",
" b = random.randrange(256) # Random value for blue (0-255)\n",
" return (r,g,b) # Return the color in hexadecimal format\n",
"\n",
" \n",
"\n",
" \n",
"def optimize_bounding_boxes(node, selected_boxes, current_area, current_depth_sum, memo):\n",
" if node in memo:\n",
" return memo[node]\n",
"\n",
" # Option 1: Include this box if it does not intersect with already selected ones\n",
" if (all(not node.intersects(box) for box in selected_boxes) and node.width * node.height < 0.95*canvas_height * canvas_width):\n",
" new_selected_boxes = selected_boxes + [node]\n",
" new_area = current_area + node.area()\n",
" new_depth_sum = current_depth_sum + node.depth\n",
" best_area_incl, best_boxes_incl = current_area, selected_boxes\n",
" if node.children:\n",
" # If this node is included, do not consider its children since they would overlap\n",
" best_area_incl, best_boxes_incl = new_area, new_selected_boxes\n",
" else:\n",
" # Recur for the same node assuming it's included (to keep the recursion valid)\n",
" best_area_incl, best_boxes_incl = optimize_bounding_boxes(node, new_selected_boxes, new_area, new_depth_sum, memo)\n",
" else:\n",
" best_area_incl, best_boxes_incl = current_area, selected_boxes\n",
"\n",
" # Option 2: Exclude this box, recursively check each child independently\n",
" best_area_excl, best_boxes_excl = current_area, selected_boxes\n",
" temp_area, temp_boxes = current_area, selected_boxes.copy()\n",
" for child in node.children:\n",
" new_area, new_boxes = optimize_bounding_boxes(child, temp_boxes, temp_area, current_depth_sum, memo)\n",
" if new_area > temp_area:\n",
" temp_area = new_area\n",
" temp_boxes = new_boxes\n",
"\n",
" # Choose the best option between including this node or not\n",
" if best_area_incl >= temp_area:\n",
" \n",
" result = (best_area_incl, best_boxes_incl)\n",
" else:\n",
" result = (temp_area, temp_boxes)\n",
"\n",
" memo[node] = result\n",
" return result\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"import glob\n",
"json_files = glob.glob('/data1/yue/ScreenReaderData/screendata/*/*.json', recursive=True)\n",
"# json_files = glob.glob('/Users/fanyue/ScreenReaderData/web/*.json', recursive=True)\n"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['/data1/yue/ScreenReaderData/screendata/2655_8/task2655_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2655_8/task2655_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2655_8/task2655_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2655_8/task2655_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2655_8/task2655_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2562_0/task2562_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2562_0/task2562_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2562_0/task2562_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2562_0/task2562_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2562_0/task2562_9.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2562_0/task2562_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2562_0/task2562_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2562_0/task2562_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2562_0/task2562_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2693_0/task2693_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1630_0/task1630_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1630_0/task1630_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1630_0/task1630_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2539_2/task2539_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2539_2/task2539_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2539_2/task2539_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2539_2/task2539_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2539_2/task2539_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2539_2/task2539_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2539_2/task2539_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2539_2/task2539_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2693_4/task2693_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1487_0/task1487_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1450_0/task1450_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1450_0/task1450_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1450_0/task1450_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1450_0/task1450_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1450_0/task1450_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_7/task244_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2659_1/task2659_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2659_1/task2659_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2581_2/task2581_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2581_2/task2581_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2581_2/task2581_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2581_2/task2581_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2581_2/task2581_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2581_2/task2581_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2130_1/task2130_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2130_1/task2130_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2130_1/task2130_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2130_1/task2130_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1599_1/task1599_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1599_1/task1599_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_0/task244_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_0/task244_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_0/task244_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_0/task244_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/603_0/task603_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/603_0/task603_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/603_0/task603_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/603_0/task603_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/788_1/task788_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/788_1/task788_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2498_2/task2498_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2498_2/task2498_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2498_2/task2498_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2498_2/task2498_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2498_2/task2498_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2498_2/task2498_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2498_2/task2498_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2498_2/task2498_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2666_1/task2666_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2666_1/task2666_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2666_1/task2666_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2666_1/task2666_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2666_1/task2666_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/303_0/task303_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2585_2/task2585_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2585_2/task2585_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2585_2/task2585_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2585_2/task2585_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2585_2/task2585_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2585_2/task2585_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/203_5/task203_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2554_0/task2554_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2554_0/task2554_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2554_0/task2554_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2554_0/task2554_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2554_0/task2554_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2554_0/task2554_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2554_0/task2554_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2554_0/task2554_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2554_0/task2554_9.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1605_0/task1605_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1605_0/task1605_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1605_0/task1605_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1605_0/task1605_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1605_0/task1605_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1605_0/task1605_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1605_0/task1605_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1605_0/task1605_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_14/task244_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_14/task244_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_14/task244_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_14/task244_9.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_14/task244_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_14/task244_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_14/task244_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_14/task244_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/4_0/task4_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/4_0/task4_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/4_0/task4_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_2/task2578_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_2/task2578_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_2/task2578_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_2/task2578_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_2/task2578_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/245_11/task245_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1586_5/task1586_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1586_5/task1586_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1586_5/task1586_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/203_7/task203_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/804_3/task804_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/804_3/task804_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2669_0/task2669_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2669_0/task2669_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2669_0/task2669_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2669_0/task2669_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/50_0/task50_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/50_0/task50_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/50_0/task50_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/50_0/task50_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2775_6/task2775_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2775_6/task2775_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2775_6/task2775_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2775_6/task2775_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2775_6/task2775_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2775_6/task2775_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2775_6/task2775_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2775_6/task2775_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1469_2/task1469_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1469_2/task1469_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1469_2/task1469_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1585_5/task1585_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1585_5/task1585_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1585_5/task1585_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1585_5/task1585_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1585_5/task1585_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1585_5/task1585_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/712_0/task712_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/712_0/task712_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/712_0/task712_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/712_0/task712_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/712_0/task712_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_1/task244_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_1/task244_4.json',\n",
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" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_11.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_10.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_13.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_12.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2080_3/task2080_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/203_8/task203_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/203_8/task203_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/203_8/task203_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1577_0/task1577_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1577_0/task1577_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1577_0/task1577_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1577_0/task1577_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1577_0/task1577_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_1/task2579_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_1/task2579_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_1/task2579_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_1/task2579_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_1/task2579_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_1/task2579_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1285_1/task1285_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1285_1/task1285_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/804_2/task804_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/804_2/task804_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/804_2/task804_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1448_2/task1448_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1448_2/task1448_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1448_2/task1448_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1448_2/task1448_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2542_10/task2542_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2542_10/task2542_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2542_10/task2542_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2542_10/task2542_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2542_10/task2542_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2542_10/task2542_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1511_7/task1511_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1511_7/task1511_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1511_7/task1511_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1511_7/task1511_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1511_7/task1511_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1511_7/task1511_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1511_7/task1511_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1511_7/task1511_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/41_2/task41_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/41_2/task41_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/41_2/task41_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/41_2/task41_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_4/task2578_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_4/task2578_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_4/task2578_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_4/task2578_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2578_4/task2578_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/13_1/task13_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/13_1/task13_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/13_1/task13_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/13_1/task13_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/13_1/task13_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/13_1/task13_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/13_1/task13_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/13_1/task13_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2136_0/task2136_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2136_0/task2136_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2136_0/task2136_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2136_0/task2136_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2136_0/task2136_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2136_0/task2136_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2136_0/task2136_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2136_0/task2136_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_2/task2579_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_2/task2579_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_2/task2579_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_2/task2579_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/2579_2/task2579_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1486_0/task1486_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1511_6/task1511_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1285_7/task1285_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1285_7/task1285_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1285_7/task1285_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1285_7/task1285_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1285_7/task1285_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1285_7/task1285_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_1.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_7.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_4.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_10.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_9.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_5.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_6.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_8.json',\n",
" '/data1/yue/ScreenReaderData/screendata/244_10/task244_3.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1586_3/task1586_2.json',\n",
" '/data1/yue/ScreenReaderData/screendata/1586_3/task1586_3.json',\n",
" ...]"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"json_files"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"IOU_THRESHOLD = 0.8"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/data1/yue/ScreenReaderData/screendata/2655_8/task2655_3.json\n",
"0 2187 1440 193 277920 android.widget.LinearLayout 21\n",
"48 2386 1344 144 193536 android.widget.FrameLayout 44\n",
"0 2380 1440 180 259200 android.widget.FrameLayout 42\n",
"0 2127 1440 433 623520 android.widget.FrameLayout 17\n",
"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"36 160 1368 144 196992 android.widget.FrameLayout 75\n",
"0 0 1440 340 489600 android.widget.FrameLayout 69\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/data1/yue/ScreenReaderData/screendata/2655_8/task2655_5.json\n",
"0 0 1440 2560 3686400 android.widget.LinearLayout 11\n",
"/data1/yue/ScreenReaderData/screendata/2655_8/task2655_4.json\n",
"0 807 1440 300 432000 android.widget.FrameLayout 46\n",
"0 1867 1440 144 207360 android.widget.LinearLayout 153\n",
"0 807 1440 1753 2524320 android.widget.LinearLayout 42\n",
"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"0 0 1440 304 437760 android.widget.FrameLayout 218\n",
"/data1/yue/ScreenReaderData/screendata/2655_8/task2655_1.json\n",
"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"36 160 1368 144 196992 android.widget.FrameLayout 21\n",
"0 0 1440 322 463680 android.widget.FrameLayout 15\n",
"0 322 1440 144 207360 android.widget.LinearLayout 50\n",
"0 2401 1440 159 228960 android.widget.LinearLayout 90\n",
"/data1/yue/ScreenReaderData/screendata/2655_8/task2655_2.json\n",
"0 322 533 182 97006 android.widget.LinearLayout 17\n",
"533 322 536 182 97552 android.widget.LinearLayout 29\n",
"0 322 1393 182 253526 android.widget.LinearLayout 14\n",
"0 711 1380 122 168360 android.widget.LinearLayout 65\n",
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"36 160 1368 144 196992 android.widget.FrameLayout 153\n",
"0 0 1440 322 463680 android.widget.FrameLayout 147\n",
"/data1/yue/ScreenReaderData/screendata/2562_0/task2562_5.json\n",
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"0 0 1440 2560 3686400 android.widget.FrameLayout 8\n",
"36 328 1368 144 196992 android.widget.FrameLayout 64\n",
"0 304 1440 186 267840 android.widget.LinearLayout 61\n",
"0 0 1440 490 705600 android.widget.LinearLayout 46\n",
"/data1/yue/ScreenReaderData/screendata/2562_0/task2562_1.json\n",
"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"36 160 1368 144 196992 android.widget.FrameLayout 21\n",
"0 0 1440 322 463680 android.widget.FrameLayout 15\n",
"0 322 1440 144 207360 android.widget.LinearLayout 50\n",
"0 2401 1440 159 228960 android.widget.LinearLayout 90\n",
"/data1/yue/ScreenReaderData/screendata/2562_0/task2562_6.json\n",
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"0 2178 1440 382 550080 android.widget.LinearLayout 60\n",
"/data1/yue/ScreenReaderData/screendata/2562_0/task2562_4.json\n",
"804 487 588 480 282240 android.widget.FrameLayout 1\n",
"/data1/yue/ScreenReaderData/screendata/2562_0/task2562_9.json\n",
"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"0 0 1440 503 724320 android.widget.LinearLayout 23\n",
"0 2219 1440 341 491040 android.widget.LinearLayout 60\n",
"/data1/yue/ScreenReaderData/screendata/2562_0/task2562_2.json\n",
"60 517 456 611 278616 androidx.cardview.widget.CardView 22\n",
"0 517 1440 635 914400 android.widget.FrameLayout 20\n",
"0 1377 1440 210 302400 android.widget.FrameLayout 45\n",
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"36 160 1368 144 196992 android.widget.FrameLayout 131\n",
"0 0 1440 340 489600 android.widget.FrameLayout 125\n",
"0 2401 1440 159 228960 android.widget.LinearLayout 158\n",
"/data1/yue/ScreenReaderData/screendata/2562_0/task2562_7.json\n",
"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"0 0 1440 503 724320 android.widget.LinearLayout 23\n",
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/data1/yue/ScreenReaderData/screendata/1586_3/task1586_4.json\n",
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"/data1/yue/ScreenReaderData/screendata/619_0/task619_1.json\n",
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"/data1/yue/ScreenReaderData/screendata/619_0/task619_2.json\n",
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"/data1/yue/ScreenReaderData/screendata/619_0/task619_3.json\n",
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"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_7.json\n",
"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_3.json\n",
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"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_4.json\n",
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"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_8.json\n",
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"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_6.json\n",
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"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_9.json\n",
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"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_5.json\n",
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"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_10.json\n",
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"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_1.json\n",
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"/data1/yue/ScreenReaderData/screendata/2541_3/task2541_2.json\n",
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"/data1/yue/ScreenReaderData/screendata/1618_2/task1618_2.json\n",
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"/data1/yue/ScreenReaderData/screendata/1618_2/task1618_1.json\n",
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"/data1/yue/ScreenReaderData/screendata/1981_1/task1981_1.json\n",
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/data1/yue/ScreenReaderData/screendata/1981_6/task1981_6.json\n",
"0 136 1440 192 276480 android.widget.LinearLayout 14\n",
"0 328 1440 1368 1969920 android.widget.ScrollView 29\n",
"0 0 1440 2560 3686400 android.widget.FrameLayout 12\n",
"/data1/yue/ScreenReaderData/screendata/1981_6/task1981_8.json\n",
"0 136 1440 192 276480 android.widget.LinearLayout 14\n",
"0 0 1440 2560 3686400 android.widget.FrameLayout 12\n",
"/data1/yue/ScreenReaderData/screendata/1981_6/task1981_2.json\n",
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"/data1/yue/ScreenReaderData/screendata/1981_6/task1981_12.json\n",
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"48 849 1392 447 622224 androidx.recyclerview.widget.RecyclerView 30\n",
"24 1392 1416 816 1155456 android.view.ViewGroup 50\n",
"0 0 1440 2560 3686400 android.widget.LinearLayout 1\n",
"/data1/yue/ScreenReaderData/screendata/2688_1/task2688_1.json\n",
"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"36 160 1368 144 196992 android.widget.FrameLayout 21\n",
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"/data1/yue/ScreenReaderData/screendata/2688_1/task2688_3.json\n",
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"48 2386 1344 144 193536 android.widget.HorizontalScrollView 42\n",
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"36 160 1368 144 196992 android.widget.FrameLayout 81\n",
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"/data1/yue/ScreenReaderData/screendata/2688_1/task2688_5.json\n",
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"48 2386 1344 144 193536 android.widget.HorizontalScrollView 42\n",
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"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"36 160 1368 144 196992 android.widget.FrameLayout 81\n",
"0 0 1440 340 489600 android.widget.FrameLayout 75\n",
"/data1/yue/ScreenReaderData/screendata/2688_1/task2688_4.json\n",
"0 523 1440 221 318240 android.widget.LinearLayout 29\n",
"0 744 1440 221 318240 android.widget.LinearLayout 48\n",
"0 965 1440 221 318240 android.widget.LinearLayout 68\n",
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"0 0 1440 2560 3686400 android.widget.LinearLayout 9\n",
"/data1/yue/ScreenReaderData/screendata/2688_1/task2688_2.json\n",
"0 322 533 182 97006 android.widget.LinearLayout 17\n",
"533 322 536 182 97552 android.widget.LinearLayout 29\n",
"0 322 1393 182 253526 android.widget.LinearLayout 14\n",
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"36 160 1368 144 196992 android.widget.FrameLayout 159\n",
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"/data1/yue/ScreenReaderData/screendata/2691_0/task2691_5.json\n",
"0 2244 1440 136 195840 android.widget.LinearLayout 21\n",
"48 2386 1344 144 193536 android.widget.HorizontalScrollView 42\n",
"0 2380 1440 180 259200 android.widget.FrameLayout 39\n",
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"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"36 160 1368 144 196992 android.widget.FrameLayout 81\n",
"0 0 1440 340 489600 android.widget.FrameLayout 75\n",
"/data1/yue/ScreenReaderData/screendata/2691_0/task2691_1.json\n",
"0 0 1440 2560 3686400 android.view.ViewGroup 7\n",
"36 160 1368 144 196992 android.widget.FrameLayout 21\n",
"0 0 1440 322 463680 android.widget.FrameLayout 15\n",
"0 322 1440 144 207360 android.widget.LinearLayout 50\n",
"0 2401 1440 159 228960 android.widget.LinearLayout 90\n",
"/data1/yue/ScreenReaderData/screendata/2691_0/task2691_2.json\n",
"0 322 533 182 97006 android.widget.LinearLayout 17\n",
"533 322 536 182 97552 android.widget.LinearLayout 29\n",
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}
],
"source": [
"output_meta = {}\n",
"\n",
"# json_files = ['/Users/fanyue/ScreenReaderData/data/1/task100002_1.json']\n",
"for (ind, json_path) in enumerate(json_files):\n",
" print(json_path)\n",
"\n",
"\n",
" best_boxes = []\n",
"\n",
" dict = json.load(open(json_path))\n",
"\n",
" # data = []\n",
"\n",
" \n",
" all_bbox = []\n",
" dup_bbox = []\n",
"\n",
" small_bbox = []\n",
"\n",
" # Load the image\n",
" image_path = json_path.replace('.json', '.jpeg') \n",
" image = cv2.imread(image_path)\n",
" \n",
" \n",
" # Parse the screen_id and screen_annotation columns as dictionaries\n",
" tree_root = dict['children']\n",
"\n",
"\n",
" # train = recu_get_leafs(tree_root, 0)\n",
" tree_box = recu_build_bbox_tree(dict, 0)\n",
" \n",
" output_meta[json_path.split('ScreenReaderData')[1]] = {} \n",
" output_meta[json_path.split('ScreenReaderData')[1]]['small_bbox'] = \\\n",
" [[item.x, item.y, item.width, item.height, item.id] for item in small_bbox]\n",
" \n",
" to_be_removed = []\n",
" for b in output_meta[json_path.split('ScreenReaderData')[1]]['small_bbox']:\n",
" x, y, w, h, id = b \n",
" if w*h > 0.9*canvas_height * canvas_width:\n",
" to_be_removed.append(b)\n",
" for b in to_be_removed:\n",
" output_meta[json_path.split('ScreenReaderData')[1]]['small_bbox'].remove(b)\n",
"\n",
" # for b in output_meta[json_path.split('ScreenReaderData')[1]]['small_bbox']:\n",
" # x, y, w, h, id = b \n",
" # cv2.rectangle(image, (x, y), (x + w, y + h), (0,255,0), 5)\n",
" \n",
" # with open(json_path.replace('.json','_small.txt'), 'w') as file:\n",
" # for item in data:\n",
" # file.write(f\"{item[0]}, {item[1]}, {item[2]}, {item[3]}, {item[4]}\\n\")\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" canvas_width = tree_box.width\n",
" canvas_height = tree_box.height\n",
"\n",
" memo = {}\n",
" selected_boxes = []\n",
" current_area = 0\n",
" current_depth_sum = 0\n",
"\n",
" # Optimize\n",
" # best_area, best_boxes = optimize_bounding_boxes(tree_box, selected_boxes, current_area, current_depth_sum, memo)\n",
"\n",
" # Display the result\n",
" # print(\"Best area covered:\", best_area)\n",
" # print(\"Selected boxes:\", [(box.x, box.y, box.width, box.height) for box in best_boxes])\n",
"\n",
"\n",
"\n",
" \n",
"\n",
" data = []\n",
" for i in range(len(dup_bbox)):\n",
"\n",
" for b in best_boxes:\n",
" if calculate_iou(b, dup_bbox[i]) > IOU_THRESHOLD:\n",
" break\n",
" else:\n",
" best_boxes.append(dup_bbox[i])\n",
"\n",
" # image = cv2.imread(image_path)\n",
"\n",
" for i in range(len(best_boxes)):\n",
" v = {\"bounds\": {\n",
" \"left\": best_boxes[i].x,\n",
" \"top\": best_boxes[i].y,\n",
" \"right\": best_boxes[i].x + best_boxes[i].width,\n",
" \"bottom\": best_boxes[i].y + best_boxes[i].height\n",
" }}\n",
" x, xw, y, yh = v['bounds']['left'], v['bounds']['right'], v['bounds']['top'], v['bounds']['bottom']\n",
" w = xw - x\n",
" h = yh - y\n",
" print(x, y, w, h, w*h, best_boxes[i].class_name, best_boxes[i].id)\n",
" # cv2.rectangle(image, (x, y), (x + w, y + h), (0,255,0), 8)\n",
"\n",
" data.append((x, y, w, h, best_boxes[i].id))\n",
"\n",
" # Save the data to a text file\n",
" output_meta[json_path.split('ScreenReaderData')[1]]['large_bbox'] = \\\n",
" [[item[j] for j in range(5)] for item in data]\n",
" \n",
" # manually add phone status bar\n",
" output_meta[json_path.split('ScreenReaderData')[1]]['large_bbox'].append([0,0,canvas_width, 0.04*canvas_height, 1000])\n",
" for b in output_meta[json_path.split('ScreenReaderData')[1]]['large_bbox']:\n",
" x, y, w, h, id = [int(i) for i in b] \n",
" cv2.rectangle(image, (x, y), (x + w, y + h), (0,255,0), 5)\n",
" \n",
" if ind % 1000 == 0:\n",
" plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
" plt.axis('off')\n",
" plt.show()\n",
" # with open(image_path.replace('.jpeg', '_large.txt') , 'w') as file:\n",
" # for item in data:\n",
" # file.write(f\"{item[0]}, {item[1]}, {item[2]}, {item[3]}, {item[4]}\\n\")\n",
" \n",
" # y = 1000 - y\n",
" # if '.' in dup_bbox[i].class_name or '.view.ViewGroup' in dup_bbox[i].class_name:\n",
" \n",
"\n",
" # Display the image\n"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"json.dump(output_meta, open('/data1/yue/ScreenReaderData/ScreenReaderData.json', 'w'))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('/screendata/2655_8/task2655_3.json',\n",
" {'small_bbox': [[48, 2187, 417, 67, 25],\n",
" [48, 2266, 323, 57, 28],\n",
" [48, 2323, 330, 57, 31],\n",
" [378, 2323, 31, 57, 34],\n",
" [469, 2323, 128, 57, 39],\n",
" [48, 2386, 376, 144, 47],\n",
" [442, 2386, 267, 144, 49],\n",
" [727, 2386, 283, 144, 52],\n",
" [36, 160, 144, 144, 78],\n",
" [180, 160, 936, 144, 82],\n",
" [1116, 160, 144, 144, 85],\n",
" [1260, 160, 144, 144, 90],\n",
" [1266, 358, 174, 162, 113],\n",
" [55, 1916, 264, 156, 139],\n",
" [1212, 1899, 228, 213, 164]],\n",
" 'large_bbox': [[0, 2187, 1440, 193, 21],\n",
" [48, 2386, 1344, 144, 44],\n",
" [0, 2380, 1440, 180, 42],\n",
" [0, 2127, 1440, 433, 17],\n",
" [0, 0, 1440, 2560, 7],\n",
" [36, 160, 1368, 144, 75],\n",
" [0, 0, 1440, 340, 69],\n",
" [0, 0, 1440, 102.4, 1000]]})"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(output_meta.items())[0]"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"output_meta = json.load(open('/data1/yue/ScreenReaderData/ScreenReaderData.json'))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train set length: 1962\n",
"Val set length: 218\n"
]
}
],
"source": [
"train_meta = {}\n",
"val_meta = {}\n",
"\n",
"# Calculate the number of samples for train and val sets\n",
"train_size = int(len(output_meta) * 0.9)\n",
"val_size = len(output_meta) - train_size\n",
"\n",
"# Initialize a counter\n",
"counter = 0\n",
"\n",
"# Iterate over the items in the output_meta dictionary\n",
"for key, value in output_meta.items():\n",
" # Assign the item to the train set if the counter is less than the train size\n",
" if counter < train_size:\n",
" train_meta[key] = value\n",
" # Otherwise, assign the item to the val set\n",
" else:\n",
" val_meta[key] = value\n",
" # Increment the counter\n",
" counter += 1\n",
"\n",
"# Print the lengths of the train and val sets\n",
"print(\"Train set length:\", len(train_meta))\n",
"print(\"Val set length:\", len(val_meta))"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"json.dump(train_meta, open('/data1/yue/ScreenReaderData/ScreenReaderData_train.json', 'w'))\n",
"json.dump(val_meta, open('/data1/yue/ScreenReaderData/ScreenReaderData_val.json', 'w'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## below is deprecated"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"\n",
"def random_point_in_bbox(bbox):\n",
" x_min = bbox[0]\n",
" y_min = bbox[1]\n",
" x_max = bbox[2] + bbox[0]\n",
" y_max = bbox[3] + bbox[1]\n",
" \n",
" width = x_max - x_min\n",
" height = y_max - y_min\n",
" \n",
" x_center = x_min + width / 2\n",
" y_center = y_min + height / 2\n",
" \n",
" x_range = width * 0.25\n",
" y_range = height * 0.25\n",
" \n",
" x = random.uniform(x_center - x_range, x_center + x_range)\n",
" y = random.uniform(y_center - y_range, y_center + y_range)\n",
" \n",
" return (int(x), int(y))\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"\n",
"def calculate_iou(bbox1, bbox2):\n",
" x1, y1, w1, h1 = bbox1[:4]\n",
" x2, y2, w2, h2 = bbox2[:4]\n",
" \n",
" # Calculate the coordinates of the intersection rectangle\n",
" x_left = max(x1, x2)\n",
" y_top = max(y1, y2)\n",
" x_right = min(x1 + w1, x2 + w2)\n",
" y_bottom = min(y1 + h1, y2 + h2)\n",
" \n",
" # If the rectangles do not intersect, return 0\n",
" if x_right < x_left or y_bottom < y_top:\n",
" return 0.0\n",
" \n",
" # Calculate the area of intersection\n",
" intersection_area = (x_right - x_left) * (y_bottom - y_top)\n",
" \n",
" # Calculate the area of each bounding box\n",
" bbox1_area = w1 * h1\n",
" bbox2_area = w2 * h2\n",
" \n",
" # Calculate the union area\n",
" union_area = bbox1_area + bbox2_area - intersection_area\n",
" \n",
" # Calculate the IOU\n",
" iou = intersection_area / union_area\n",
" \n",
" return iou\n",
"def locate_large_bbox(point, large_bboxes, small_bbox):\n",
" x, y = point\n",
" selected_large_bbox = None\n",
" # Show the smallest bounding box from large_bboxes that contains the point\n",
" for bbox in large_bboxes:\n",
" if bbox[0] <= x <= bbox[0] + bbox[2] and bbox[1] <= y <= bbox[1] + bbox[3]:\n",
" # Check if the IOU with the selected small bbox is greater than 0.85\n",
" iou = calculate_iou(bbox, small_bbox)\n",
" if iou < 0.85:\n",
" selected_large_bbox = bbox\n",
" \n",
" break\n",
" return selected_large_bbox\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"train_data = []\n",
"eval_data = []\n",
"for j, k in enumerate(output_meta.keys()):\n",
" if j< 2000:\n",
" small_box = sorted(output_meta[k]['small_bbox'], key=lambda b: b[2]*b[3])\n",
" large_box = sorted(output_meta[k]['large_bbox'], key=lambda b: b[2]*b[3])\n",
" for i in range(len(small_box)):\n",
" for _ in range(5):\n",
" data_sample = {}\n",
" data_sample['image_path'] = k.replace('.json', '.jpeg')\n",
" data_sample['small_bbox'] = small_box[i]\n",
" data_sample['point'] = random_point_in_bbox(small_box[i])\n",
" data_sample['large_bbox'] = locate_large_bbox(data_sample['point'], large_box, small_box[i])\n",
" if data_sample['large_bbox'] is None:\n",
" continue\n",
" train_data.append(data_sample)\n",
" else:\n",
" small_box = sorted(output_meta[k]['small_bbox'], key=lambda b: b[2]*b[3])\n",
" large_box = sorted(output_meta[k]['large_bbox'], key=lambda b: b[2]*b[3])\n",
" for i in range(len(small_box)):\n",
" data_sample = {}\n",
" data_sample['image_path'] = k.replace('.json', '.jpeg')\n",
" data_sample['small_bbox'] = small_box[i]\n",
" data_sample['point'] = random_point_in_bbox(small_box[i])\n",
" data_sample['large_bbox'] = locate_large_bbox(data_sample['point'], large_box, small_box[i])\n",
" if data_sample['large_bbox'] is None:\n",
" continue\n",
" eval_data.append(data_sample)\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"482135"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(train_data)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"json.dump(train_data, open('/data1/yue/ScreenReaderData/train_data_aug_5x.json', 'w'))\n",
"json.dump(eval_data, open('/data1/yue/ScreenReaderData/eval_data.json', 'w'))"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"# best_boxes+= [bb for bb in all_bbox if bb.scrollable]"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 72 1440 144 207360 android.widget.LinearLayout\n",
"0 216 1440 2344 3375360 android.widget.FrameLayout\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# import cv2, os\n",
"# import cv2\n",
"# import matplotlib.pyplot as plt\n",
"\n",
"# # Load the image\n",
"# image_path = json_path.replace('.json', '.jpeg')\n",
"# image = cv2.imread(image_path)\n",
"# for i in range(len(best_boxes)):\n",
"# v = {\"bounds\": {\n",
"# \"left\": best_boxes[i].x,\n",
"# \"top\": best_boxes[i].y,\n",
"# \"right\": best_boxes[i].x + best_boxes[i].width,\n",
"# \"bottom\": best_boxes[i].y + best_boxes[i].height\n",
"# }}\n",
"# x, xw, y, yh = v['bounds']['left'], v['bounds']['right'], v['bounds']['top'], v['bounds']['bottom']\n",
"# w = xw - x\n",
"# h = yh - y\n",
"# print(x, y, w, h, w*h, best_boxes[i].class_name)\n",
"# # y = 1000 - y\n",
"# cv2.rectangle(image, (x, y), (x + w, y + h), (0,255,0), 8)\n",
" \n",
"\n",
"# # Display the image\n",
"# plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
"# plt.axis('off')\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'dup_bbox' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mlen\u001b[39m(\u001b[43mdup_bbox\u001b[49m)\n",
"\u001b[0;31mNameError\u001b[0m: name 'dup_bbox' is not defined"
]
}
],
"source": [
"len(dup_bbox)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import cv2, os\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Load the image\n",
"image_path = json_path.replace('.json', '.jpeg')\n",
"image = cv2.imread(image_path)\n",
"# v = {\"bounds\": {\n",
"# \"left\": 0,\n",
"# \"top\": 805,\n",
"# \"right\": 1440,\n",
"# \"bottom\": 2560\n",
"# }}\n",
"# x, xw, y, yh = v['bounds']['left'], v['bounds']['right'], v['bounds']['top'], v['bounds']['bottom']\n",
"# w = xw - x\n",
"# h = yh - y\n",
"# print(x, y, w, h)\n",
"# # y = 1000 - y\n",
"# cv2.rectangle(image, (x, y), (x + w, y + h), (0,0,0), 8)\n",
" \n",
"\n",
"# Display the image\n",
"# plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
"# plt.axis('off')\n",
"# plt.show()\n",
"for n in range(len(train)):\n",
" # if train[n][0]['index'] == 25:\n",
"\n",
" \n",
" \n",
" # print(train[n][0]['type'], train[n][1]['type'])\n",
" # if train[n][0]['type'] == 3 and train[n][1]['type'] == 2:\n",
" \n",
" image = cv2.imread(image_path)\n",
" leaf, root, color, _ = train[n]\n",
"\n",
" v = leaf\n",
"\n",
" x, xw, y, yh = v['bounds']['left'], v['bounds']['right'], v['bounds']['top'], v['bounds']['bottom']\n",
" w = xw - x\n",
" h = yh - y\n",
" print(v)\n",
" print(x, y, w, h)\n",
" # y = 1000 - y\n",
" cv2.rectangle(image, (x, y), (x + w, y + h), color, 16)\n",
"\n",
" # v = root\n",
" # x, xw, y, yh = v['bounds']['left'], v['bounds']['right'], v['bounds']['top'], v['bounds']['bottom']\n",
" # w = xw - x\n",
" # h = yh - y\n",
" # print(x, y, w, h)\n",
" # # y = 1000 - y\n",
" # cv2.rectangle(image, (x, y), (x + w, y + h), color, 16)\n",
" \n",
"\n",
" # Display the image\n",
" plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
" plt.axis('off')\n",
" plt.show()\n",
"# Assuming you have an image stored in the 'image' variable\n",
"# image_path = '/path/to/save/image.jpg'\n",
"\n",
"# # Save the image\n",
"# cv2.imwrite(image_path, image)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from openai import AzureOpenAI\n",
"import base64 \n",
"\n",
"api_base = \"https://gpt4-yue.openai.azure.com/\"\n",
"api_key= \"8ba630f74c81440689f7e04c5ed0f774\"\n",
"deployment_name = 'webagent-v'\n",
"api_version = '2024-03-01-preview' # this might change in the future\n",
"\n",
"client = AzureOpenAI(\n",
" api_key=api_key, \n",
" api_version=api_version,\n",
" base_url=f\"{api_base}/openai/deployments/{deployment_name}\"\n",
")\n",
"\n",
"\n",
"\n",
"import base64\n",
"from mimetypes import guess_type\n",
"\n",
"# Function to encode a local image into data URL \n",
"def local_image_to_data_url(image_path):\n",
" # Guess the MIME type of the image based on the file extension\n",
" mime_type, _ = guess_type(image_path)\n",
" if mime_type is None:\n",
" mime_type = 'application/octet-stream' # Default MIME type if none is found\n",
"\n",
" # Read and encode the image file\n",
" with open(image_path, \"rb\") as image_file:\n",
" base64_encoded_data = base64.b64encode(image_file.read()).decode('utf-8')\n",
"\n",
" # Construct the data URL\n",
" return f\"data:{mime_type};base64,{base64_encoded_data}\"\n",
"\n",
"def call_gpt4v(image_path, image_path2, prompt):\n",
" # Path to your image\n",
" # image_path = \"/data3/yue/DocVQA_task1/images/ffbf0023_4.png\"\n",
"\n",
"\n",
" response = client.chat.completions.create(\n",
" model=deployment_name,\n",
" messages=[\n",
" # { \"role\": \"system\", \"content\": \"You are a helpful assistant.\" },\n",
" { \"role\": \"user\", \"content\": [ \n",
" { \n",
" \"type\": \"text\", \n",
" \"text\": prompt\n",
" },\n",
" { \n",
" \"type\": \"image_url\",\n",
" \"image_url\": {\n",
" \"url\": local_image_to_data_url(image_path)\n",
" }\n",
" },\n",
" {\n",
" \"type\": \"image_url\",\n",
" \"image_url\": {\n",
" \"url\": local_image_to_data_url(image_path2)\n",
" },\n",
" }\n",
" ] } \n",
" ],\n",
" max_tokens=2000\n",
" )\n",
"\n",
" print(response)\n",
" return response\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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