db2ce2cf by 周伟奇

Merge branch 'feature/smart_dda' into feature/0918

2 parents 947e1a61 890277a9
1 import os
2 import re
3 import time
4 import json
5 import shutil
6 import base64
7 import signal
8 import requests
9 import traceback
10 from PIL import Image
11 from datetime import datetime
12 from django.core.management import BaseCommand
13 from multiprocessing import Process, Queue
14 from openpyxl import load_workbook, Workbook
15
16 from settings import conf
17 from common.mixins import LoggerMixin
18 from common.tools.pdf_to_img import PDFHandler
19 from apps.doc import consts
20 from apps.doc.exceptions import OCR1Exception, OCR2Exception, LTGTException
21 from apps.doc.ocr.wb import BSWorkbook
22
23
24 class TIFFHandler:
25
26 def __init__(self, path, img_save_path):
27 self.path = path
28 self.img_save_path = img_save_path
29 self.img_path_list = []
30
31 def extract_image(self):
32 os.makedirs(self.img_save_path, exist_ok=True)
33 tiff = Image.open(self.path)
34 tiff.load()
35
36 for i in range(tiff.n_frames):
37 try:
38 save_path = os.path.join(self.img_save_path, 'page_{0}.jpeg'.format(i))
39 tiff.seek(i)
40 tiff.save(save_path)
41 self.img_path_list.append(save_path)
42 except EOFError:
43 break
44
45
46 class Command(BaseCommand, LoggerMixin):
47
48 def __init__(self):
49 super().__init__()
50 self.log_base = '[folder dda process]'
51 # 处理文件开关
52 self.switch = True
53 self.DATE_KEY = 'date'
54 self.CLASSIFY_KEY = 'classify'
55 self.RESULT_KEY = 'result'
56 self.daily_wb_name = 'Output_{0}.xlsx'
57 self.short_sleep_time = 10
58 self.long_sleep_time = 3600
59 # 睡眠时间
60 self.sleep_time = float(conf.SLEEP_SECOND_FOLDER)
61 # input folder
62 self.input_dirs = conf.get_namespace('DDA_DIR_')
63 # seperate folder name
64 self.seperate_map = {
65 consts.IC_CLASSIFY: 'IDCard',
66 consts.BC_CLASSIFY: 'BankCard',
67 consts.PP_CLASSIFY: 'Passport',
68 consts.EEP_CLASSIFY: 'EntryPermit',
69 }
70 self.field_map = {
71 consts.IC_CLASSIFY: (consts.IC_CN_NAME, '有效期限', consts.IC_FIELD_ORDER_3, consts.IC_FIELD_ORDER_2),
72 consts.BC_CLASSIFY: (consts.BC_CN_NAME, None, None, consts.BC_FIELD_ORDER_2),
73 consts.PP_CLASSIFY: (consts.PP_CN_NAME, None, None, consts.PP_FIELD_ORDER),
74 consts.EEP_CLASSIFY: (consts.EEP_CN_NAME, None, None, consts.EEP_FIELD_ORDER),
75 }
76 # ocr相关
77 self.ocr_url = conf.OCR_URL_FOLDER
78 self.ocr_url_2 = conf.OCR2_URL_FOLDER
79 # self.ocr_url_4 = conf.IC_URL
80 # 优雅退出信号:15
81 signal.signal(signal.SIGTERM, self.signal_handler)
82
83 def signal_handler(self, sig, frame):
84 self.switch = False # 停止处理文件
85
86 def license1_process(self, ocr_data, all_res, classify):
87 # 类别:'0'身份证, '1'居住证
88 license_data = ocr_data.get('data', [])
89 if not license_data:
90 return
91 if classify == consts.IC_CLASSIFY:
92 for id_card_dict in license_data:
93 try:
94 id_card_dict.pop('base64_img')
95 except Exception as e:
96 continue
97 all_res.extend(license_data)
98
99 def license2_process(self, ocr_data, all_res, classify, img_path):
100 pid, _, _, _, _, _ = consts.LICENSE_CLASSIFY_MAPPING.get(classify)
101 file_data = ocr_data.get('section_img')
102 if file_data is None:
103 with open(img_path, 'rb') as f:
104 base64_data = base64.b64encode(f.read())
105 # 获取解码后的base64值
106 file_data = base64_data.decode()
107 json_data_2 = {
108 "pid": str(pid),
109 "filedata": file_data
110 }
111
112 for times in range(consts.RETRY_TIMES):
113 try:
114 start_time = time.time()
115 ocr_2_response = requests.post(self.ocr_url_2, data=json_data_2)
116 if ocr_2_response.status_code != 200:
117 raise OCR2Exception('ocr_2 status code: {0}'.format(ocr_2_response.status_code))
118 except Exception as e:
119 self.folder_log.warn(
120 '{0} [ocr_2 failed] [times={1}] [img_path={2}] [error={3}]'.format(
121 self.log_base, times, img_path, traceback.format_exc()))
122 else:
123 ocr_res_2 = json.loads(ocr_2_response.text)
124 end_time = time.time()
125 speed_time = int(end_time - start_time)
126 self.folder_log.info(
127 '{0} [ocr_2 success] [img={1}] [speed_time={2}]'.format(
128 self.log_base, img_path, speed_time))
129
130 if ocr_res_2.get('ErrorCode') in consts.SUCCESS_CODE_SET:
131 if pid == consts.BC_PID:
132 all_res.append(ocr_res_2)
133 else:
134 # 营业执照等
135 for result_dict in ocr_res_2.get('ResultList', []):
136 res_dict = {}
137 for field_dict in result_dict.get('FieldList', []):
138 res_dict[field_dict.get('chn_key', '')] = field_dict.get('value', '')
139 all_res.append(res_dict)
140 break
141
142 @staticmethod
143 def parse_img_path(img_path):
144 # 'page_{0}_img_{1}.{2}'.format(pno, img_index, ext)
145 img_name, _ = os.path.splitext(os.path.basename(img_path))
146 if re.match(r'page_\d+_img_\d+', img_name):
147 part_list = img_name.split('_')
148 return img_name, int(part_list[1])+1, int(part_list[3])+1
149 else:
150 return img_name, 1, 1
151
152 @staticmethod
153 def get_path(name, img_output_dir, wb_output_dir, pdf_output_dir, seperate_dir):
154 time_stamp = datetime.now().strftime('%Y-%m-%d_%H:%M:%S')
155 new_name = '{0}_{1}'.format(time_stamp, name)
156 img_save_path = os.path.join(img_output_dir, new_name)
157 pdf_save_path = os.path.join(pdf_output_dir, new_name)
158 excel_name = '{0}.xlsx'.format(os.path.splitext(new_name)[0])
159 excel_path = os.path.join(wb_output_dir, excel_name)
160 seperate_path = None if seperate_dir is None else os.path.join(seperate_dir, new_name)
161 return img_save_path, excel_path, pdf_save_path, seperate_path
162
163 def res_process(self, all_res, excel_path, classify):
164 try:
165 wb = BSWorkbook(set(), set(), set(), set(), set())
166 sheet_name, key_field, side_field_order, src_field_order = self.field_map.get(classify)
167 ws = wb.create_sheet(sheet_name)
168 for res in all_res:
169 if key_field is not None and key_field in res:
170 field_order = side_field_order
171 else:
172 field_order = src_field_order
173 for search_field, write_field in field_order:
174 field_value = res.get(search_field, '')
175 if isinstance(field_value, list):
176 ws.append((write_field, *field_value))
177 else:
178 ws.append((write_field, field_value))
179 ws.append((None,))
180 wb.remove_base_sheet()
181 wb.save(excel_path)
182 except Exception as e:
183 self.folder_log.error('{0} [wb build error] [path={1}] [error={2}]'.format(
184 self.log_base, excel_path, traceback.format_exc()))
185
186 def basename(self, path):
187 # A basename() variant which first strips the trailing slash, if present.
188 # Thus we always get the last component of the path, even for directories.
189 sep = os.path.sep + (os.path.altsep or '')
190 return os.path.basename(path.rstrip(sep))
191
192 def ocr_process(self, img_path, classify, all_res, seperate_dir):
193 if os.path.exists(img_path):
194 # TODO 图片验证
195 with open(img_path, 'rb') as f:
196 base64_data = base64.b64encode(f.read())
197 # 获取解码后的base64值
198 file_data = base64_data.decode()
199 json_data = {
200 "file": file_data,
201 }
202 if seperate_dir is None:
203 json_data["classify"] = classify
204
205 for times in range(consts.RETRY_TIMES):
206 try:
207 start_time = time.time()
208 ocr_response = requests.post(self.ocr_url, json=json_data)
209 if ocr_response.status_code != 200:
210 raise OCR1Exception('{0} ocr status code: {1}'.format(self.log_base, ocr_response.status_code))
211 except Exception as e:
212 self.folder_log.warn('{0} [ocr failed] [times={1}] [img_path={2}] [error={3}]'.format(
213 self.log_base, times, img_path, traceback.format_exc()))
214 else:
215 ocr_res = ocr_response.json()
216 end_time = time.time()
217 speed_time = int(end_time - start_time)
218 self.folder_log.info('{0} [ocr success] [img={1}] [res={2}] [speed_time={3}]'.format(
219 self.log_base, img_path, ocr_res, speed_time))
220
221 if isinstance(ocr_res, dict):
222 if ocr_res.get('code') == 1:
223 data_list = ocr_res.get('data', [])
224 if isinstance(data_list, list):
225 for ocr_data in data_list:
226 if ocr_data.get('classify') == classify:
227 if seperate_dir is not None:
228 os.makedirs(seperate_dir, exist_ok=True)
229 real_dst = os.path.join(seperate_dir, self.basename(img_path))
230 if not os.path.exists(real_dst):
231 shutil.move(img_path, seperate_dir)
232 if classify in consts.LICENSE_CLASSIFY_SET_1:
233 self.license1_process(ocr_data, all_res, classify)
234 elif classify in consts.LICENSE_CLASSIFY_SET_2:
235 self.license2_process(ocr_data, all_res, classify, img_path)
236 break
237 else:
238 self.folder_log.warn('{0} [ocr failed] [img_path={1}]'.format(self.log_base, img_path))
239
240 def images_process(self, img_path_list, classify, excel_path, seperate_dir):
241 all_res = []
242 for img_path in img_path_list:
243 self.ocr_process(img_path, classify, all_res, seperate_dir)
244 # if len(all_res) > 0:
245 self.res_process(all_res, excel_path, classify)
246 return all_res
247
248 def pdf_process(self, name, path, classify, img_output_dir, wb_output_dir, pdf_output_dir, seperate_dir):
249 if os.path.exists(path):
250 rebuild_res = None
251 try:
252 img_save_path, excel_path, pdf_save_path, seperate_path = self.get_path(
253 name, img_output_dir, wb_output_dir, pdf_output_dir, seperate_dir)
254 self.folder_log.info('{0} [pdf to img start] [path={1}]'.format(self.log_base, path))
255 pdf_handler = PDFHandler(path, img_save_path)
256 pdf_handler.extract_image()
257 self.folder_log.info('{0} [pdf to img end] [path={1}]'.format(self.log_base, path))
258 except Exception as e:
259 self.folder_log.error('{0} [pdf to img error] [path={1}] [error={2}]'.format(
260 self.log_base, path, traceback.format_exc()))
261 raise e
262 else:
263 rebuild_res = self.images_process(pdf_handler.img_path_list, classify, excel_path, seperate_path)
264 shutil.move(path, pdf_save_path)
265 return rebuild_res
266
267 def tif_process(self, name, path, classify, img_output_dir, wb_output_dir, tiff_output_dir, seperate_dir):
268 if os.path.exists(path):
269 rebuild_res = None
270 try:
271 img_save_path, excel_path, tiff_save_path, seperate_path = self.get_path(
272 name, img_output_dir, wb_output_dir, tiff_output_dir, seperate_dir)
273 self.folder_log.info('{0} [tiff to img start] [path={1}]'.format(self.log_base, path))
274 tiff_handler = TIFFHandler(path, img_save_path)
275 tiff_handler.extract_image()
276 self.folder_log.info('{0} [tiff to img end] [path={1}]'.format(self.log_base, path))
277 except Exception as e:
278 self.folder_log.error('{0} [tiff to img error] [path={1}] [error={2}]'.format(
279 self.log_base, path, traceback.format_exc()))
280 raise e
281 else:
282 rebuild_res = self.images_process(tiff_handler.img_path_list, classify, excel_path, seperate_path)
283 shutil.move(path, tiff_save_path)
284 return rebuild_res
285
286 def img_process(self, name, path, classify, wb_output_dir, img_output_dir, pdf_output_dir, seperate_dir):
287 rebuild_res = None
288 try:
289 img_save_path, excel_path, _, seperate_path = self.get_path(
290 name, img_output_dir, wb_output_dir, pdf_output_dir, seperate_dir)
291 except Exception as e:
292 self.folder_log.error('{0} [get path error] [path={1}] [error={2}]'.format(
293 self.log_base, path, traceback.format_exc()))
294 else:
295 rebuild_res = self.images_process([path], classify, excel_path, seperate_path)
296 shutil.move(path, img_save_path)
297 return rebuild_res
298
299 def wb_process(self, wb_dir, result_queue):
300 while self.switch:
301 result_list = []
302 date_str = None
303 for i in range(100):
304 try:
305 result = result_queue.get(block=False)
306 except Exception as e:
307 time.sleep(self.short_sleep_time)
308 else:
309 if date_str is None:
310 date_str = result[self.DATE_KEY]
311 result_list.append(result)
312 elif result[self.DATE_KEY] == date_str:
313 result_list.append(result)
314 else:
315 break
316 if date_str is None:
317 time.sleep(self.long_sleep_time)
318 continue
319 else:
320 wb_name = self.daily_wb_name.format(date_str)
321 wb_path = os.path.join(wb_dir, wb_name)
322 if os.path.isfile(wb_path):
323 wb = load_workbook(wb_path)
324 else:
325 wb = Workbook()
326 for result in result_list:
327 try:
328 sheet_name, key_field, side_field_order, field_order = self.field_map[result[self.CLASSIFY_KEY]]
329 if key_field is not None and key_field in result[self.RESULT_KEY]:
330 head_fields = [a for a, _ in side_field_order]
331 else:
332 head_fields = [a for a, _ in field_order]
333 row = []
334 for field in head_fields:
335 row.append(result[self.RESULT_KEY].get(field))
336 if sheet_name in wb.sheetnames:
337 ws = wb.get_sheet_by_name(sheet_name)
338 else:
339 ws = wb.create_sheet(sheet_name)
340 ws.append(head_fields)
341 ws.append(row)
342 except Exception as e:
343 self.folder_log.info('{0} [daily wb failed] [result={1}] [error={2}]'.format(
344 self.log_base, result, traceback.format_exc()))
345 wb.save(wb_path)
346
347 def folder_process(self, input_dir, classify, is_combined, result_queue):
348 while not os.path.isdir(input_dir):
349 self.folder_log.info('{0} [input dir is not dir] [input_dir={1}]'.format(self.log_base, input_dir))
350 if self.switch:
351 time.sleep(self.sleep_time)
352 continue
353 else:
354 return
355 output_dir = os.path.join(os.path.dirname(input_dir), 'Output')
356 seperate_dir = os.path.join(output_dir, self.seperate_map.get(classify, 'Unknown')) if is_combined else None
357 img_output_dir = os.path.join(output_dir, 'image')
358 wb_output_dir = os.path.join(output_dir, 'excel')
359 pdf_output_dir = os.path.join(output_dir, 'pdf')
360 tiff_output_dir = os.path.join(output_dir, 'tiff')
361 failed_output_dir = os.path.join(output_dir, 'failed')
362 os.makedirs(output_dir, exist_ok=True)
363 os.makedirs(img_output_dir, exist_ok=True)
364 os.makedirs(wb_output_dir, exist_ok=True)
365 os.makedirs(pdf_output_dir, exist_ok=True)
366 os.makedirs(tiff_output_dir, exist_ok=True)
367 os.makedirs(failed_output_dir, exist_ok=True)
368 if seperate_dir is not None:
369 os.makedirs(seperate_dir, exist_ok=True)
370 os_error_filename_set = set()
371 while self.switch:
372 # if not os.path.isdir(input_dir):
373 # self.folder_log.info('{0} [input dir is not dir] [input_dir={1}]'.format(self.log_base, input_dir))
374 # time.sleep(self.sleep_time)
375 # continue
376 # 1. 从input dir获取pdf or image
377 list_dir = os.listdir(input_dir)
378 if not list_dir and len(os_error_filename_set) == 0:
379 self.folder_log.info('{0} [input dir empty] [input_dir={1}]'.format(self.log_base, input_dir))
380 time.sleep(self.sleep_time)
381 continue
382 all_file_set = set(list_dir)
383 true_file_set = all_file_set - os_error_filename_set
384 if len(true_file_set) == 0 and len(os_error_filename_set) > 0:
385 true_file_set.add(os_error_filename_set.pop())
386 for name in true_file_set:
387 path = os.path.join(input_dir, name)
388 try:
389 if os.path.isfile(path):
390 self.folder_log.info('{0} [file start] [path={1}]'.format(self.log_base, path))
391 if name.endswith('.pdf') or name.endswith('.PDF'):
392 result = self.pdf_process(name, path, classify, img_output_dir, wb_output_dir,
393 pdf_output_dir, seperate_dir)
394 elif name.endswith('.tif') or name.endswith('.TIF'):
395 result = self.tif_process(name, path, classify, img_output_dir, wb_output_dir,
396 tiff_output_dir, seperate_dir)
397 else:
398 result = self.img_process(name, path, classify, wb_output_dir, img_output_dir,
399 pdf_output_dir, seperate_dir)
400 self.folder_log.info('{0} [file end] [path={1}]'.format(self.log_base, path))
401 else:
402 result = None
403 self.folder_log.info('{0} [path is dir] [path={1}]'.format(self.log_base, input_dir))
404 failed_path = os.path.join(failed_output_dir, '{0}_{1}'.format(time.time(), name))
405 shutil.move(path, failed_path)
406 except OSError:
407 os_error_filename_set.add(name)
408 self.folder_log.error('{0} [os error] [path={1}] [error={2}]'.format(
409 self.log_base, path, traceback.format_exc()))
410 except Exception as e:
411 try:
412 self.folder_log.error('{0} [file error] [path={1}] [error={2}]'.format(self.log_base, path,
413 traceback.format_exc()))
414 failed_path = os.path.join(failed_output_dir, '{0}_{1}'.format(time.time(), name))
415 shutil.move(path, failed_path)
416 except Exception as e:
417 os_error_filename_set.add(name)
418 self.folder_log.error('{0} [file move error] [path={1}] [error={2}]'.format(
419 self.log_base, path, traceback.format_exc()))
420 else:
421 if isinstance(result, dict) and len(result) > 0:
422 date_str = time.strftime("%Y-%m-%d")
423 result_queue.put(
424 {
425 self.CLASSIFY_KEY: classify,
426 self.RESULT_KEY: result,
427 self.DATE_KEY: date_str
428 }
429 )
430 elif isinstance(result, list) and len(result) > 0:
431 date_str = time.strftime("%Y-%m-%d")
432 for res in result:
433 result_queue.put(
434 {
435 self.CLASSIFY_KEY: classify,
436 self.RESULT_KEY: res,
437 self.DATE_KEY: date_str
438 }
439 )
440
441 def handle(self, *args, **kwargs):
442 if len(self.input_dirs) == 0:
443 return
444 result_queue = Queue()
445 process_list = []
446 one_input_dir = None
447 for classify_idx, input_dir in self.input_dirs.items():
448 if one_input_dir is None:
449 one_input_dir = input_dir
450 classify = int(classify_idx.split('_')[0])
451 is_combined = True if int(classify_idx.split('_')[2]) == 1 else False
452 process = Process(target=self.folder_process, args=(input_dir, classify, is_combined, result_queue))
453 process_list.append(process)
454
455 wb_dir = os.path.dirname(os.path.dirname(one_input_dir))
456 wb_process = Process(target=self.wb_process, args=(wb_dir, result_queue, ))
457 process_list.append(wb_process)
458
459 for p in process_list:
460 p.start()
461 for p in process_list:
462 p.join()
463
464 self.folder_log.info('{0} [stop safely]'.format(self.log_base))
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