pdf2word.py 20 KB

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  1. # copyright (c) 2022 PaddlePaddle Authors. All Rights Reserve.
  2. #
  3. # Licensed under the Apache License, Version 2.0 (the "License");
  4. # you may not use this file except in compliance with the License.
  5. # You may obtain a copy of the License at
  6. #
  7. # http://www.apache.org/licenses/LICENSE-2.0
  8. #
  9. # Unless required by applicable law or agreed to in writing, software
  10. # distributed under the License is distributed on an "AS IS" BASIS,
  11. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  12. # See the License for the specific language governing permissions and
  13. # limitations under the License.
  14. import sys
  15. import tarfile
  16. import os
  17. import time
  18. import datetime
  19. import functools
  20. import cv2
  21. import platform
  22. import subprocess
  23. import numpy as np
  24. from paddle.utils import try_import
  25. fitz = try_import("fitz")
  26. from PIL import Image
  27. from qtpy.QtWidgets import (
  28. QApplication,
  29. QWidget,
  30. QPushButton,
  31. QProgressBar,
  32. QGridLayout,
  33. QMessageBox,
  34. QLabel,
  35. QFileDialog,
  36. QCheckBox,
  37. )
  38. from qtpy.QtCore import Signal, QThread, QObject
  39. from qtpy.QtGui import QImage, QPixmap, QIcon
  40. file = os.path.dirname(os.path.abspath(__file__))
  41. root = os.path.abspath(os.path.join(file, "../../"))
  42. sys.path.append(file)
  43. sys.path.insert(0, root)
  44. from ppstructure.predict_system import StructureSystem, save_structure_res
  45. from ppstructure.utility import parse_args, draw_structure_result
  46. from ppocr.utils.network import download_with_progressbar
  47. from ppstructure.recovery.recovery_to_doc import sorted_layout_boxes, convert_info_docx
  48. # from ScreenShotWidget import ScreenShotWidget
  49. __APPNAME__ = "pdf2word"
  50. __VERSION__ = "0.2.2"
  51. URLs_EN = {
  52. # 下载超英文轻量级PP-OCRv3模型的检测模型并解压
  53. "en_PP-OCRv3_det_infer": "https://paddleocr.bj.bcebos.com/PP-OCRv3/english/en_PP-OCRv3_det_infer.tar",
  54. # 下载英文轻量级PP-OCRv3模型的识别模型并解压
  55. "en_PP-OCRv3_rec_infer": "https://paddleocr.bj.bcebos.com/PP-OCRv3/english/en_PP-OCRv3_rec_infer.tar",
  56. # 下载超轻量级英文表格英文模型并解压
  57. "en_ppstructure_mobile_v2.0_SLANet_infer": "https://paddleocr.bj.bcebos.com/ppstructure/models/slanet/paddle3.0b2/en_ppstructure_mobile_v2.0_SLANet_infer.tar",
  58. # 英文版面分析模型
  59. "picodet_lcnet_x1_0_fgd_layout_infer": "https://paddleocr.bj.bcebos.com/ppstructure/models/layout/picodet_lcnet_x1_0_fgd_layout_infer.tar",
  60. }
  61. DICT_EN = {
  62. "rec_char_dict_path": "en_dict.txt",
  63. "layout_dict_path": "layout_publaynet_dict.txt",
  64. }
  65. URLs_CN = {
  66. # 下载超中文轻量级PP-OCRv3模型的检测模型并解压
  67. "cn_PP-OCRv3_det_infer": "https://paddleocr.bj.bcebos.com/PP-OCRv3/chinese/ch_PP-OCRv3_det_infer.tar",
  68. # 下载中文轻量级PP-OCRv3模型的识别模型并解压
  69. "cn_PP-OCRv3_rec_infer": "https://paddleocr.bj.bcebos.com/PP-OCRv3/chinese/ch_PP-OCRv3_rec_infer.tar",
  70. # 下载超轻量级英文表格英文模型并解压
  71. "cn_ppstructure_mobile_v2.0_SLANet_infer": "https://paddleocr.bj.bcebos.com/ppstructure/models/slanet/paddle3.0b2/en_ppstructure_mobile_v2.0_SLANet_infer.tar",
  72. # 中文版面分析模型
  73. "picodet_lcnet_x1_0_fgd_layout_cdla_infer": "https://paddleocr.bj.bcebos.com/ppstructure/models/layout/picodet_lcnet_x1_0_fgd_layout_cdla_infer.tar",
  74. }
  75. DICT_CN = {
  76. "rec_char_dict_path": "ppocr_keys_v1.txt",
  77. "layout_dict_path": "layout_cdla_dict.txt",
  78. }
  79. def QImageToCvMat(incomingImage) -> np.array:
  80. """
  81. Converts a QImage into an opencv MAT format
  82. """
  83. incomingImage = incomingImage.convertToFormat(QImage.Format.Format_RGBA8888)
  84. width = incomingImage.width()
  85. height = incomingImage.height()
  86. ptr = incomingImage.bits()
  87. ptr.setsize(height * width * 4)
  88. arr = np.frombuffer(ptr, np.uint8).reshape((height, width, 4))
  89. return arr
  90. def readImage(image_file) -> list:
  91. if os.path.basename(image_file)[-3:] == "pdf":
  92. imgs = []
  93. with fitz.open(image_file) as pdf:
  94. for pg in range(0, pdf.pageCount):
  95. page = pdf[pg]
  96. mat = fitz.Matrix(2, 2)
  97. pm = page.getPixmap(matrix=mat, alpha=False)
  98. # if width or height > 2000 pixels, don't enlarge the image
  99. if pm.width > 2000 or pm.height > 2000:
  100. pm = page.getPixmap(matrix=fitz.Matrix(1, 1), alpha=False)
  101. img = Image.frombytes("RGB", [pm.width, pm.height], pm.samples)
  102. img = cv2.cvtColor(np.array(img), cv2.COLOR_RGB2BGR)
  103. imgs.append(img)
  104. else:
  105. img = cv2.imread(image_file, cv2.IMREAD_COLOR)
  106. if img is not None:
  107. imgs = [img]
  108. return imgs
  109. class Worker(QThread):
  110. progressBarValue = Signal(int)
  111. progressBarRange = Signal(int)
  112. endsignal = Signal()
  113. exceptedsignal = Signal(str) # 发送一个异常信号
  114. loopFlag = True
  115. def __init__(self, predictors, save_pdf, vis_font_path, use_pdf2docx_api):
  116. super(Worker, self).__init__()
  117. self.predictors = predictors
  118. self.save_pdf = save_pdf
  119. self.vis_font_path = vis_font_path
  120. self.lang = "EN"
  121. self.imagePaths = []
  122. self.use_pdf2docx_api = use_pdf2docx_api
  123. self.outputDir = None
  124. self.totalPageCnt = 0
  125. self.pageCnt = 0
  126. self.setStackSize(1024 * 1024)
  127. def setImagePath(self, imagePaths):
  128. self.imagePaths = imagePaths
  129. def setLang(self, lang):
  130. self.lang = lang
  131. def setOutputDir(self, outputDir):
  132. self.outputDir = outputDir
  133. def setPDFParser(self, enabled):
  134. self.use_pdf2docx_api = enabled
  135. def resetPageCnt(self):
  136. self.pageCnt = 0
  137. def resetTotalPageCnt(self):
  138. self.totalPageCnt = 0
  139. def ppocrPrecitor(self, imgs, img_name):
  140. all_res = []
  141. # update progress bar ranges
  142. self.totalPageCnt += len(imgs)
  143. self.progressBarRange.emit(self.totalPageCnt)
  144. # processing pages
  145. for index, img in enumerate(imgs):
  146. res, time_dict = self.predictors[self.lang](img)
  147. # save output
  148. save_structure_res(res, self.outputDir, img_name)
  149. # draw_img = draw_structure_result(img, res, self.vis_font_path)
  150. # img_save_path = os.path.join(self.outputDir, img_name, 'show_{}.jpg'.format(index))
  151. # if res != []:
  152. # cv2.imwrite(img_save_path, draw_img)
  153. # recovery
  154. h, w, _ = img.shape
  155. res = sorted_layout_boxes(res, w)
  156. all_res += res
  157. self.pageCnt += 1
  158. self.progressBarValue.emit(self.pageCnt)
  159. if all_res != []:
  160. try:
  161. convert_info_docx(imgs, all_res, self.outputDir, img_name)
  162. except Exception as ex:
  163. print(
  164. "error in layout recovery image:{}, err msg: {}".format(
  165. img_name, ex
  166. )
  167. )
  168. print("Predict time : {:.3f}s".format(time_dict["all"]))
  169. print("result save to {}".format(self.outputDir))
  170. def run(self):
  171. self.resetPageCnt()
  172. self.resetTotalPageCnt()
  173. try:
  174. os.makedirs(self.outputDir, exist_ok=True)
  175. for i, image_file in enumerate(self.imagePaths):
  176. if not self.loopFlag:
  177. break
  178. # using use_pdf2docx_api for PDF parsing
  179. if self.use_pdf2docx_api and os.path.basename(image_file)[-3:] == "pdf":
  180. try_import("pdf2docx")
  181. from pdf2docx.converter import Converter
  182. self.totalPageCnt += 1
  183. self.progressBarRange.emit(self.totalPageCnt)
  184. print("===============using use_pdf2docx_api===============")
  185. img_name = os.path.basename(image_file).split(".")[0]
  186. docx_file = os.path.join(self.outputDir, "{}.docx".format(img_name))
  187. cv = Converter(image_file)
  188. cv.convert(docx_file)
  189. cv.close()
  190. print("docx save to {}".format(docx_file))
  191. self.pageCnt += 1
  192. self.progressBarValue.emit(self.pageCnt)
  193. else:
  194. # using PPOCR for PDF/Image parsing
  195. imgs = readImage(image_file)
  196. if len(imgs) == 0:
  197. continue
  198. img_name = os.path.basename(image_file).split(".")[0]
  199. os.makedirs(os.path.join(self.outputDir, img_name), exist_ok=True)
  200. self.ppocrPrecitor(imgs, img_name)
  201. # file processed
  202. self.endsignal.emit()
  203. # self.exec()
  204. except Exception as e:
  205. self.exceptedsignal.emit(str(e)) # 将异常发送给UI进程
  206. class APP_Image2Doc(QWidget):
  207. def __init__(self):
  208. super().__init__()
  209. # self.setFixedHeight(100)
  210. # self.setFixedWidth(520)
  211. # settings
  212. self.imagePaths = []
  213. # self.screenShotWg = ScreenShotWidget()
  214. self.screenShot = None
  215. self.save_pdf = False
  216. self.output_dir = None
  217. self.vis_font_path = os.path.join(root, "doc", "fonts", "simfang.ttf")
  218. self.use_pdf2docx_api = False
  219. # ProgressBar
  220. self.pb = QProgressBar()
  221. self.pb.setRange(0, 100)
  222. self.pb.setValue(0)
  223. # 初始化界面
  224. self.setupUi()
  225. # 下载模型
  226. self.downloadModels(URLs_EN)
  227. self.downloadModels(URLs_CN)
  228. # 初始化模型
  229. predictors = {
  230. "EN": self.initPredictor("EN"),
  231. "CN": self.initPredictor("CN"),
  232. }
  233. # 设置工作进程
  234. self._thread = Worker(
  235. predictors, self.save_pdf, self.vis_font_path, self.use_pdf2docx_api
  236. )
  237. self._thread.progressBarValue.connect(self.handleProgressBarUpdateSingal)
  238. self._thread.endsignal.connect(self.handleEndsignalSignal)
  239. # self._thread.finished.connect(QObject.deleteLater)
  240. self._thread.progressBarRange.connect(self.handleProgressBarRangeSingal)
  241. self._thread.exceptedsignal.connect(self.handleThreadException)
  242. self.time_start = 0 # save start time
  243. def setupUi(self):
  244. self.setObjectName("MainWindow")
  245. self.setWindowTitle(__APPNAME__ + " " + __VERSION__)
  246. layout = QGridLayout()
  247. self.openFileButton = QPushButton("打开文件")
  248. self.openFileButton.setIcon(QIcon(QPixmap("./icons/folder-plus.png")))
  249. layout.addWidget(self.openFileButton, 0, 0, 1, 1)
  250. self.openFileButton.clicked.connect(self.handleOpenFileSignal)
  251. # screenShotButton = QPushButton("截图识别")
  252. # layout.addWidget(screenShotButton, 0, 1, 1, 1)
  253. # screenShotButton.clicked.connect(self.screenShotSlot)
  254. # screenShotButton.setEnabled(False) # temporarily disenble
  255. self.startCNButton = QPushButton("中文转换")
  256. self.startCNButton.setIcon(QIcon(QPixmap("./icons/chinese.png")))
  257. layout.addWidget(self.startCNButton, 0, 1, 1, 1)
  258. self.startCNButton.clicked.connect(
  259. functools.partial(self.handleStartSignal, "CN", False)
  260. )
  261. self.startENButton = QPushButton("英文转换")
  262. self.startENButton.setIcon(QIcon(QPixmap("./icons/english.png")))
  263. layout.addWidget(self.startENButton, 0, 2, 1, 1)
  264. self.startENButton.clicked.connect(
  265. functools.partial(self.handleStartSignal, "EN", False)
  266. )
  267. self.PDFParserButton = QPushButton("PDF解析", self)
  268. layout.addWidget(self.PDFParserButton, 0, 3, 1, 1)
  269. self.PDFParserButton.clicked.connect(
  270. functools.partial(self.handleStartSignal, "CN", True)
  271. )
  272. self.showResultButton = QPushButton("显示结果")
  273. self.showResultButton.setIcon(QIcon(QPixmap("./icons/folder-open.png")))
  274. layout.addWidget(self.showResultButton, 0, 4, 1, 1)
  275. self.showResultButton.clicked.connect(self.handleShowResultSignal)
  276. # ProgressBar
  277. layout.addWidget(self.pb, 2, 0, 1, 5)
  278. # time estimate label
  279. self.timeEstLabel = QLabel(("Time Left: --"))
  280. layout.addWidget(self.timeEstLabel, 3, 0, 1, 5)
  281. self.setLayout(layout)
  282. def downloadModels(self, URLs):
  283. # using custom model
  284. tar_file_name_list = [
  285. "inference.pdiparams",
  286. "inference.pdiparams.info",
  287. "inference.pdmodel",
  288. "model.pdiparams",
  289. "model.pdiparams.info",
  290. "model.pdmodel",
  291. ]
  292. model_path = os.path.join(root, "inference")
  293. os.makedirs(model_path, exist_ok=True)
  294. # download and unzip models
  295. for name in URLs.keys():
  296. url = URLs[name]
  297. print("Try downloading file: {}".format(url))
  298. tarname = url.split("/")[-1]
  299. tarpath = os.path.join(model_path, tarname)
  300. if os.path.exists(tarpath):
  301. print("File have already exist. skip")
  302. else:
  303. try:
  304. download_with_progressbar(url, tarpath)
  305. except Exception as e:
  306. print("Error occurred when downloading file, error message:")
  307. print(e)
  308. # unzip model tar
  309. try:
  310. with tarfile.open(tarpath, "r") as tarObj:
  311. storage_dir = os.path.join(model_path, name)
  312. os.makedirs(storage_dir, exist_ok=True)
  313. for member in tarObj.getmembers():
  314. filename = None
  315. for tar_file_name in tar_file_name_list:
  316. if tar_file_name in member.name:
  317. filename = tar_file_name
  318. if filename is None:
  319. continue
  320. file = tarObj.extractfile(member)
  321. with open(os.path.join(storage_dir, filename), "wb") as f:
  322. f.write(file.read())
  323. except Exception as e:
  324. print("Error occurred when unziping file, error message:")
  325. print(e)
  326. def initPredictor(self, lang="EN"):
  327. # init predictor args
  328. args = parse_args()
  329. args.table_max_len = 488
  330. args.ocr = True
  331. args.recovery = True
  332. args.save_pdf = self.save_pdf
  333. args.table_char_dict_path = os.path.join(
  334. root, "ppocr", "utils", "dict", "table_structure_dict.txt"
  335. )
  336. if lang == "EN":
  337. args.det_model_dir = os.path.join(
  338. root, "inference", "en_PP-OCRv3_det_infer" # 此处从这里找到模型存放位置
  339. )
  340. args.rec_model_dir = os.path.join(
  341. root, "inference", "en_PP-OCRv3_rec_infer"
  342. )
  343. args.table_model_dir = os.path.join(
  344. root, "inference", "en_ppstructure_mobile_v2.0_SLANet_infer"
  345. )
  346. args.output = os.path.join(root, "output") # 结果保存路径
  347. args.layout_model_dir = os.path.join(
  348. root, "inference", "picodet_lcnet_x1_0_fgd_layout_infer"
  349. )
  350. lang_dict = DICT_EN
  351. elif lang == "CN":
  352. args.det_model_dir = os.path.join(
  353. root, "inference", "cn_PP-OCRv3_det_infer" # 此处从这里找到模型存放位置
  354. )
  355. args.rec_model_dir = os.path.join(
  356. root, "inference", "cn_PP-OCRv3_rec_infer"
  357. )
  358. args.table_model_dir = os.path.join(
  359. root, "inference", "cn_ppstructure_mobile_v2.0_SLANet_infer"
  360. )
  361. args.output = os.path.join(root, "output") # 结果保存路径
  362. args.layout_model_dir = os.path.join(
  363. root, "inference", "picodet_lcnet_x1_0_fgd_layout_cdla_infer"
  364. )
  365. lang_dict = DICT_CN
  366. else:
  367. raise ValueError("Unsupported language")
  368. args.rec_char_dict_path = os.path.join(
  369. root, "ppocr", "utils", lang_dict["rec_char_dict_path"]
  370. )
  371. args.layout_dict_path = os.path.join(
  372. root, "ppocr", "utils", "dict", "layout_dict", lang_dict["layout_dict_path"]
  373. )
  374. # init predictor
  375. return StructureSystem(args)
  376. def handleOpenFileSignal(self):
  377. """
  378. 可以多选图像文件
  379. """
  380. selectedFiles = QFileDialog.getOpenFileNames(
  381. self, "多文件选择", "/", "图片文件 (*.png *.jpeg *.jpg *.bmp *.pdf)"
  382. )[0]
  383. if len(selectedFiles) > 0:
  384. self.imagePaths = selectedFiles
  385. self.screenShot = None # discard screenshot temp image
  386. self.pb.setValue(0)
  387. # def screenShotSlot(self):
  388. # '''
  389. # 选定图像文件和截图的转换过程只能同时进行一个
  390. # 截图只能同时转换一个
  391. # '''
  392. # self.screenShotWg.start()
  393. # if self.screenShotWg.captureImage:
  394. # self.screenShot = self.screenShotWg.captureImage
  395. # self.imagePaths.clear() # discard openfile temp list
  396. # self.pb.setRange(0, 1)
  397. # self.pb.setValue(0)
  398. def handleStartSignal(self, lang="EN", pdfParser=False):
  399. if self.screenShot: # for screenShot
  400. img_name = "screenshot_" + time.strftime("%Y%m%d%H%M%S", time.localtime())
  401. image = QImageToCvMat(self.screenShot)
  402. self.predictAndSave(image, img_name, lang)
  403. # update Progress Bar
  404. self.pb.setValue(1)
  405. QMessageBox.information(self, "Information", "文档提取完成")
  406. elif len(self.imagePaths) > 0: # for image file selection
  407. # Must set image path list and language before start
  408. self.output_dir = os.path.join(
  409. os.path.dirname(self.imagePaths[0]), "output"
  410. ) # output_dir should be same as imagepath
  411. self._thread.setOutputDir(self.output_dir)
  412. self._thread.setImagePath(self.imagePaths)
  413. self._thread.setLang(lang)
  414. self._thread.setPDFParser(pdfParser)
  415. # disable buttons
  416. self.openFileButton.setEnabled(False)
  417. self.startCNButton.setEnabled(False)
  418. self.startENButton.setEnabled(False)
  419. self.PDFParserButton.setEnabled(False)
  420. # 启动工作进程
  421. self._thread.start()
  422. self.time_start = time.time() # log start time
  423. QMessageBox.information(self, "Information", "开始转换")
  424. else:
  425. QMessageBox.warning(self, "Information", "请选择要识别的文件或截图")
  426. def handleShowResultSignal(self):
  427. if self.output_dir is None:
  428. return
  429. if os.path.exists(self.output_dir):
  430. if platform.system() == "Windows":
  431. os.startfile(self.output_dir)
  432. else:
  433. subprocess.check_call(["open", os.path.normpath(self.output_dir)])
  434. else:
  435. QMessageBox.information(self, "Information", "输出文件不存在")
  436. def handleProgressBarUpdateSingal(self, i):
  437. self.pb.setValue(i)
  438. # calculate time left of recognition
  439. lenbar = self.pb.maximum()
  440. avg_time = (
  441. time.time() - self.time_start
  442. ) / i # Use average time to prevent time fluctuations
  443. time_left = str(datetime.timedelta(seconds=avg_time * (lenbar - i))).split(".")[
  444. 0
  445. ] # Remove microseconds
  446. self.timeEstLabel.setText(f"Time Left: {time_left}") # show time left
  447. def handleProgressBarRangeSingal(self, max):
  448. self.pb.setRange(0, max)
  449. def handleEndsignalSignal(self):
  450. # enable buttons
  451. self.openFileButton.setEnabled(True)
  452. self.startCNButton.setEnabled(True)
  453. self.startENButton.setEnabled(True)
  454. self.PDFParserButton.setEnabled(True)
  455. QMessageBox.information(self, "Information", "转换结束")
  456. def handleCBChangeSignal(self):
  457. self._thread.setPDFParser(self.checkBox.isChecked())
  458. def handleThreadException(self, message):
  459. self._thread.quit()
  460. QMessageBox.information(self, "Error", message)
  461. def main():
  462. app = QApplication(sys.argv)
  463. window = APP_Image2Doc() # 创建对象
  464. window.show() # 全屏显示窗口
  465. QApplication.processEvents()
  466. sys.exit(app.exec())
  467. if __name__ == "__main__":
  468. main()