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Python

import fitz
from magic_pdf.config.constants import CROSS_PAGE
from magic_pdf.config.ocr_content_type import (BlockType, CategoryId,
ContentType)
from magic_pdf.data.dataset import Dataset
from magic_pdf.model.magic_model import MagicModel
def draw_bbox_without_number(i, bbox_list, page, rgb_config, fill_config):
new_rgb = []
for item in rgb_config:
item = float(item) / 255
new_rgb.append(item)
page_data = bbox_list[i]
for bbox in page_data:
x0, y0, x1, y1 = bbox
rect_coords = fitz.Rect(x0, y0, x1, y1) # Define the rectangle
if fill_config:
page.draw_rect(
rect_coords,
color=None,
fill=new_rgb,
fill_opacity=0.3,
width=0.5,
overlay=True,
) # Draw the rectangle
else:
page.draw_rect(
rect_coords,
color=new_rgb,
fill=None,
fill_opacity=1,
width=0.5,
overlay=True,
) # Draw the rectangle
def draw_bbox_with_number(i, bbox_list, page, rgb_config, fill_config, draw_bbox=True):
new_rgb = []
for item in rgb_config:
item = float(item) / 255
new_rgb.append(item)
page_data = bbox_list[i]
for j, bbox in enumerate(page_data):
x0, y0, x1, y1 = bbox
rect_coords = fitz.Rect(x0, y0, x1, y1) # Define the rectangle
if draw_bbox:
if fill_config:
page.draw_rect(
rect_coords,
color=None,
fill=new_rgb,
fill_opacity=0.3,
width=0.5,
overlay=True,
) # Draw the rectangle
else:
page.draw_rect(
rect_coords,
color=new_rgb,
fill=None,
fill_opacity=1,
width=0.5,
overlay=True,
) # Draw the rectangle
page.insert_text(
(x1 + 2, y0 + 10), str(j + 1), fontsize=10, color=new_rgb
) # Insert the index in the top left corner of the rectangle
def draw_layout_bbox(pdf_info, pdf_bytes, out_path, filename):
dropped_bbox_list = []
tables_list, tables_body_list = [], []
tables_caption_list, tables_footnote_list = [], []
imgs_list, imgs_body_list, imgs_caption_list = [], [], []
imgs_footnote_list = []
titles_list = []
texts_list = []
interequations_list = []
lists_list = []
indexs_list = []
for page in pdf_info:
page_dropped_list = []
tables, tables_body, tables_caption, tables_footnote = [], [], [], []
imgs, imgs_body, imgs_caption, imgs_footnote = [], [], [], []
titles = []
texts = []
interequations = []
lists = []
indices = []
for dropped_bbox in page['discarded_blocks']:
page_dropped_list.append(dropped_bbox['bbox'])
dropped_bbox_list.append(page_dropped_list)
for block in page['para_blocks']:
bbox = block['bbox']
if block['type'] == BlockType.Table:
tables.append(bbox)
for nested_block in block['blocks']:
bbox = nested_block['bbox']
if nested_block['type'] == BlockType.TableBody:
tables_body.append(bbox)
elif nested_block['type'] == BlockType.TableCaption:
tables_caption.append(bbox)
elif nested_block['type'] == BlockType.TableFootnote:
tables_footnote.append(bbox)
elif block['type'] == BlockType.Image:
imgs.append(bbox)
for nested_block in block['blocks']:
bbox = nested_block['bbox']
if nested_block['type'] == BlockType.ImageBody:
imgs_body.append(bbox)
elif nested_block['type'] == BlockType.ImageCaption:
imgs_caption.append(bbox)
elif nested_block['type'] == BlockType.ImageFootnote:
imgs_footnote.append(bbox)
elif block['type'] == BlockType.Title:
titles.append(bbox)
elif block['type'] == BlockType.Text:
texts.append(bbox)
elif block['type'] == BlockType.InterlineEquation:
interequations.append(bbox)
elif block['type'] == BlockType.List:
lists.append(bbox)
elif block['type'] == BlockType.Index:
indices.append(bbox)
tables_list.append(tables)
tables_body_list.append(tables_body)
tables_caption_list.append(tables_caption)
tables_footnote_list.append(tables_footnote)
imgs_list.append(imgs)
imgs_body_list.append(imgs_body)
imgs_caption_list.append(imgs_caption)
imgs_footnote_list.append(imgs_footnote)
titles_list.append(titles)
texts_list.append(texts)
interequations_list.append(interequations)
lists_list.append(lists)
indexs_list.append(indices)
layout_bbox_list = []
table_type_order = {
'table_caption': 1,
'table_body': 2,
'table_footnote': 3
}
for page in pdf_info:
page_block_list = []
for block in page['para_blocks']:
if block['type'] in [
BlockType.Text,
BlockType.Title,
BlockType.InterlineEquation,
BlockType.List,
BlockType.Index,
]:
bbox = block['bbox']
page_block_list.append(bbox)
elif block['type'] in [BlockType.Image]:
for sub_block in block['blocks']:
bbox = sub_block['bbox']
page_block_list.append(bbox)
elif block['type'] in [BlockType.Table]:
sorted_blocks = sorted(block['blocks'], key=lambda x: table_type_order[x['type']])
for sub_block in sorted_blocks:
bbox = sub_block['bbox']
page_block_list.append(bbox)
layout_bbox_list.append(page_block_list)
pdf_docs = fitz.open('pdf', pdf_bytes)
for i, page in enumerate(pdf_docs):
draw_bbox_without_number(i, dropped_bbox_list, page, [158, 158, 158], True)
# draw_bbox_without_number(i, tables_list, page, [153, 153, 0], True) # color !
draw_bbox_without_number(i, tables_body_list, page, [204, 204, 0], True)
draw_bbox_without_number(i, tables_caption_list, page, [255, 255, 102], True)
draw_bbox_without_number(i, tables_footnote_list, page, [229, 255, 204], True)
# draw_bbox_without_number(i, imgs_list, page, [51, 102, 0], True)
draw_bbox_without_number(i, imgs_body_list, page, [153, 255, 51], True)
draw_bbox_without_number(i, imgs_caption_list, page, [102, 178, 255], True)
draw_bbox_without_number(i, imgs_footnote_list, page, [255, 178, 102], True),
draw_bbox_without_number(i, titles_list, page, [102, 102, 255], True)
draw_bbox_without_number(i, texts_list, page, [153, 0, 76], True)
draw_bbox_without_number(i, interequations_list, page, [0, 255, 0], True)
draw_bbox_without_number(i, lists_list, page, [40, 169, 92], True)
draw_bbox_without_number(i, indexs_list, page, [40, 169, 92], True)
draw_bbox_with_number(
i, layout_bbox_list, page, [255, 0, 0], False, draw_bbox=False
)
# Save the PDF
pdf_docs.save(f'{out_path}/{filename}')
def draw_span_bbox(pdf_info, pdf_bytes, out_path, filename):
text_list = []
inline_equation_list = []
interline_equation_list = []
image_list = []
table_list = []
dropped_list = []
next_page_text_list = []
next_page_inline_equation_list = []
def get_span_info(span):
if span['type'] == ContentType.Text:
if span.get(CROSS_PAGE, False):
next_page_text_list.append(span['bbox'])
else:
page_text_list.append(span['bbox'])
elif span['type'] == ContentType.InlineEquation:
if span.get(CROSS_PAGE, False):
next_page_inline_equation_list.append(span['bbox'])
else:
page_inline_equation_list.append(span['bbox'])
elif span['type'] == ContentType.InterlineEquation:
page_interline_equation_list.append(span['bbox'])
elif span['type'] == ContentType.Image:
page_image_list.append(span['bbox'])
elif span['type'] == ContentType.Table:
page_table_list.append(span['bbox'])
for page in pdf_info:
page_text_list = []
page_inline_equation_list = []
page_interline_equation_list = []
page_image_list = []
page_table_list = []
page_dropped_list = []
# 将跨页的span放到移动到下一页的列表中
if len(next_page_text_list) > 0:
page_text_list.extend(next_page_text_list)
next_page_text_list.clear()
if len(next_page_inline_equation_list) > 0:
page_inline_equation_list.extend(next_page_inline_equation_list)
next_page_inline_equation_list.clear()
# 构造dropped_list
for block in page['discarded_blocks']:
if block['type'] == BlockType.Discarded:
for line in block['lines']:
for span in line['spans']:
page_dropped_list.append(span['bbox'])
dropped_list.append(page_dropped_list)
# 构造其余useful_list
# for block in page['para_blocks']: # span直接用分段合并前的结果就可以
for block in page['preproc_blocks']:
if block['type'] in [
BlockType.Text,
BlockType.Title,
BlockType.InterlineEquation,
BlockType.List,
BlockType.Index,
]:
for line in block['lines']:
for span in line['spans']:
get_span_info(span)
elif block['type'] in [BlockType.Image, BlockType.Table]:
for sub_block in block['blocks']:
for line in sub_block['lines']:
for span in line['spans']:
get_span_info(span)
text_list.append(page_text_list)
inline_equation_list.append(page_inline_equation_list)
interline_equation_list.append(page_interline_equation_list)
image_list.append(page_image_list)
table_list.append(page_table_list)
pdf_docs = fitz.open('pdf', pdf_bytes)
for i, page in enumerate(pdf_docs):
# 获取当前页面的数据
draw_bbox_without_number(i, text_list, page, [255, 0, 0], False)
draw_bbox_without_number(i, inline_equation_list, page, [0, 255, 0], False)
draw_bbox_without_number(i, interline_equation_list, page, [0, 0, 255], False)
draw_bbox_without_number(i, image_list, page, [255, 204, 0], False)
draw_bbox_without_number(i, table_list, page, [204, 0, 255], False)
draw_bbox_without_number(i, dropped_list, page, [158, 158, 158], False)
# Save the PDF
pdf_docs.save(f'{out_path}/{filename}')
def draw_model_bbox(model_list, dataset: Dataset, out_path, filename):
dropped_bbox_list = []
tables_body_list, tables_caption_list, tables_footnote_list = [], [], []
imgs_body_list, imgs_caption_list, imgs_footnote_list = [], [], []
titles_list = []
texts_list = []
interequations_list = []
magic_model = MagicModel(model_list, dataset)
for i in range(len(model_list)):
page_dropped_list = []
tables_body, tables_caption, tables_footnote = [], [], []
imgs_body, imgs_caption, imgs_footnote = [], [], []
titles = []
texts = []
interequations = []
page_info = magic_model.get_model_list(i)
layout_dets = page_info['layout_dets']
for layout_det in layout_dets:
bbox = layout_det['bbox']
if layout_det['category_id'] == CategoryId.Text:
texts.append(bbox)
elif layout_det['category_id'] == CategoryId.Title:
titles.append(bbox)
elif layout_det['category_id'] == CategoryId.TableBody:
tables_body.append(bbox)
elif layout_det['category_id'] == CategoryId.TableCaption:
tables_caption.append(bbox)
elif layout_det['category_id'] == CategoryId.TableFootnote:
tables_footnote.append(bbox)
elif layout_det['category_id'] == CategoryId.ImageBody:
imgs_body.append(bbox)
elif layout_det['category_id'] == CategoryId.ImageCaption:
imgs_caption.append(bbox)
elif layout_det['category_id'] == CategoryId.InterlineEquation_YOLO:
interequations.append(bbox)
elif layout_det['category_id'] == CategoryId.Abandon:
page_dropped_list.append(bbox)
elif layout_det['category_id'] == CategoryId.ImageFootnote:
imgs_footnote.append(bbox)
tables_body_list.append(tables_body)
tables_caption_list.append(tables_caption)
tables_footnote_list.append(tables_footnote)
imgs_body_list.append(imgs_body)
imgs_caption_list.append(imgs_caption)
titles_list.append(titles)
texts_list.append(texts)
interequations_list.append(interequations)
dropped_bbox_list.append(page_dropped_list)
imgs_footnote_list.append(imgs_footnote)
for i in range(len(dataset)):
page = dataset.get_page(i)
draw_bbox_with_number(
i, dropped_bbox_list, page, [158, 158, 158], True
) # color !
draw_bbox_with_number(i, tables_body_list, page, [204, 204, 0], True)
draw_bbox_with_number(i, tables_caption_list, page, [255, 255, 102], True)
draw_bbox_with_number(i, tables_footnote_list, page, [229, 255, 204], True)
draw_bbox_with_number(i, imgs_body_list, page, [153, 255, 51], True)
draw_bbox_with_number(i, imgs_caption_list, page, [102, 178, 255], True)
draw_bbox_with_number(i, imgs_footnote_list, page, [255, 178, 102], True)
draw_bbox_with_number(i, titles_list, page, [102, 102, 255], True)
draw_bbox_with_number(i, texts_list, page, [153, 0, 76], True)
draw_bbox_with_number(i, interequations_list, page, [0, 255, 0], True)
# Save the PDF
dataset.dump_to_file(f'{out_path}/{filename}')
def draw_line_sort_bbox(pdf_info, pdf_bytes, out_path, filename):
layout_bbox_list = []
for page in pdf_info:
page_line_list = []
for block in page['preproc_blocks']:
if block['type'] in [BlockType.Text]:
for line in block['lines']:
bbox = line['bbox']
index = line['index']
page_line_list.append({'index': index, 'bbox': bbox})
elif block['type'] in [BlockType.Title, BlockType.InterlineEquation]:
if 'virtual_lines' in block:
if len(block['virtual_lines']) > 0 and block['virtual_lines'][0].get('index', None) is not None:
for line in block['virtual_lines']:
bbox = line['bbox']
index = line['index']
page_line_list.append({'index': index, 'bbox': bbox})
else:
for line in block['lines']:
bbox = line['bbox']
index = line['index']
page_line_list.append({'index': index, 'bbox': bbox})
elif block['type'] in [BlockType.Image, BlockType.Table]:
for sub_block in block['blocks']:
if sub_block['type'] in [BlockType.ImageBody, BlockType.TableBody]:
if len(sub_block['virtual_lines']) > 0 and sub_block['virtual_lines'][0].get('index', None) is not None:
for line in sub_block['virtual_lines']:
bbox = line['bbox']
index = line['index']
page_line_list.append({'index': index, 'bbox': bbox})
else:
for line in sub_block['lines']:
bbox = line['bbox']
index = line['index']
page_line_list.append({'index': index, 'bbox': bbox})
elif sub_block['type'] in [BlockType.ImageCaption, BlockType.TableCaption, BlockType.ImageFootnote, BlockType.TableFootnote]:
for line in sub_block['lines']:
bbox = line['bbox']
index = line['index']
page_line_list.append({'index': index, 'bbox': bbox})
sorted_bboxes = sorted(page_line_list, key=lambda x: x['index'])
layout_bbox_list.append(sorted_bbox['bbox'] for sorted_bbox in sorted_bboxes)
pdf_docs = fitz.open('pdf', pdf_bytes)
for i, page in enumerate(pdf_docs):
draw_bbox_with_number(i, layout_bbox_list, page, [255, 0, 0], False)
pdf_docs.save(f'{out_path}/{filename}')
def draw_char_bbox(pdf_bytes, out_path, filename):
pdf_docs = fitz.open('pdf', pdf_bytes)
for i, page in enumerate(pdf_docs):
for block in page.get_text('rawdict', flags=fitz.TEXT_PRESERVE_LIGATURES | fitz.TEXT_PRESERVE_WHITESPACE | fitz.TEXT_MEDIABOX_CLIP)['blocks']:
for line in block['lines']:
for span in line['spans']:
for char in span['chars']:
char_bbox = char['bbox']
page.draw_rect(char_bbox, color=[1, 0, 0], fill=None, fill_opacity=1, width=0.3, overlay=True,)
pdf_docs.save(f'{out_path}/{filename}')