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@@ -21,6 +21,7 @@ from magic_pdf.libs.ModelBlockTypeEnum import ModelBlockTypeEnum
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CAPATION_OVERLAP_AREA_RATIO = 0.6
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+
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class MagicModel:
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"""
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每个函数没有得到元素的时候返回空list
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@@ -89,23 +90,37 @@ class MagicModel:
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ret = []
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MAX_DIS_OF_POINT = 10**9 + 7
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+ def expand_bbox(bbox1, bbox2):
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+ x0 = min(bbox1[0], bbox2[0])
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+ y0 = min(bbox1[1], bbox2[1])
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+ x1 = max(bbox1[2], bbox2[2])
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+ y1 = max(bbox1[3], bbox2[3])
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+ return [x0, y0, x1, y1]
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+
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+ def get_bbox_area(bbox):
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+ return abs(bbox[2] - bbox[0]) * abs(bbox[3] - bbox[1])
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+
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# subject 和 object 的 bbox 会合并成一个大的 bbox (named: merged bbox)。 筛选出所有和 merged bbox 有 overlap 且 overlap 面积大于 object 的面积的 subjects。
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# 再求出筛选出的 subjects 和 object 的最短距离!
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def may_find_other_nearest_bbox(subject_idx, object_idx):
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ret = float("inf")
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- x0 = min(all_bboxes[subject_idx]["bbox"][0], all_bboxes[object_idx]["bbox"][0])
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- y0 = min(all_bboxes[subject_idx]["bbox"][1], all_bboxes[object_idx]["bbox"][1])
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- x1 = max(all_bboxes[subject_idx]["bbox"][2], all_bboxes[object_idx]["bbox"][2])
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- y1 = max(all_bboxes[subject_idx]["bbox"][3], all_bboxes[object_idx]["bbox"][3])
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+ x0, y0, x1, y1 = expand_bbox(
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+ all_bboxes[subject_idx]["bbox"], all_bboxes[object_idx]["bbox"]
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+ )
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- object_area = abs(all_bboxes[object_idx]["bbox"][2] - all_bboxes[object_idx]["bbox"][0]) * abs(all_bboxes[object_idx]["bbox"][3] - all_bboxes[object_idx]["bbox"][1])
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+ object_area = get_bbox_area(all_bboxes[object_idx]["bbox"])
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for i in range(len(all_bboxes)):
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- if i == subject_idx or all_bboxes[i]["category_id"] != subject_category_id:
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+ if (
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+ i == subject_idx
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+ or all_bboxes[i]["category_id"] != subject_category_id
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+ ):
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continue
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- if _is_part_overlap([x0, y0, x1, y1], all_bboxes[i]["bbox"]) or _is_in(all_bboxes[i]["bbox"], [x0, y0, x1, y1]):
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- i_area = abs(all_bboxes[i]["bbox"][2] - all_bboxes[i]["bbox"][0]) * abs(all_bboxes[i]["bbox"][3] - all_bboxes[i]["bbox"][1])
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+ if _is_part_overlap([x0, y0, x1, y1], all_bboxes[i]["bbox"]) or _is_in(
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+ all_bboxes[i]["bbox"], [x0, y0, x1, y1]
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+ ):
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+ i_area = get_bbox_area(all_bboxes[i]["bbox"])
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if i_area >= object_area:
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- ret = min(float("inf"), dis[i][object_idx])
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+ ret = min(ret, dis[i][object_idx])
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return ret
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subjects = self.__reduct_overlap(
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@@ -190,7 +205,7 @@ class MagicModel:
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arr.sort(key=lambda x: x[0])
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if len(arr) > 0:
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# bug: 离该subject 最近的 object 可能跨越了其它的 subject 。比如 [this subect] [some sbuject] [the nearest objec of subject]
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- if may_find_other_nearest_bbox(i, j) >= arr[0][0]:
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+ if may_find_other_nearest_bbox(i, arr[0][1]) >= arr[0][0]:
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candidates.append(arr[0][1])
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seen.add(arr[0][1])
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@@ -266,7 +281,12 @@ class MagicModel:
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for bbox in caption_poses:
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embed_arr = []
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for idx in seen:
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- if calculate_overlap_area_in_bbox1_area_ratio(all_bboxes[idx]["bbox"], bbox) > CAPATION_OVERLAP_AREA_RATIO:
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+ if (
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+ calculate_overlap_area_in_bbox1_area_ratio(
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+ all_bboxes[idx]["bbox"], bbox
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+ )
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+ > CAPATION_OVERLAP_AREA_RATIO
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+ ):
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embed_arr.append(idx)
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if len(embed_arr) > 0:
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@@ -286,7 +306,12 @@ class MagicModel:
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caption_bbox = caption_poses[max_area_idx]
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for j in seen:
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- if calculate_overlap_area_in_bbox1_area_ratio(all_bboxes[j]["bbox"], caption_bbox) > CAPATION_OVERLAP_AREA_RATIO:
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+ if (
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+ calculate_overlap_area_in_bbox1_area_ratio(
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+ all_bboxes[j]["bbox"], caption_bbox
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+ )
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+ > CAPATION_OVERLAP_AREA_RATIO
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+ ):
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used.add(j)
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subject_object_relation_map[i].append(j)
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@@ -482,6 +507,9 @@ class MagicModel:
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blocks.append(block)
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return blocks
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+ def get_model_list(self, page_no):
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+ return self.__model_list[page_no]
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+
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if __name__ == "__main__":
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drw = DiskReaderWriter(r"D:/project/20231108code-clean")
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